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  <url><loc>https://inquiringlines.com/notes/1000-carefully-curated-alignment-examples-achieve-remarkably-strong-performance/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/15-to-30-percent-asr-error-rates-make-probabilistic-dialogue-management-a-necess/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/35-percent-of-new-websites-are-ai-generated-by-mid-2025-semantic-diversity-decli/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-benchmark-score-tells-you-how-a-model-performed-under-fixed-conditions-and-say/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-bi-level-agent-that-evolves-its-own-objective-functions-turns-goal-design-into/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-blockchain-anchor-supplies-temporal-anchoring-and-artifact-integrity-event-ord/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-brain-inspired-modular-decomposition-is-the-unifying-architecture-proposed-for/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-brief-warning-that-llms-can-be-prompted-to-persuade-cuts-political-belief-chan/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-canvas-of-typed-and-addressable-nodes-and-links-is-both-external-memory-and-ac/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-chain-level-defense-narrows-the-cross-skill-blind-spot-but-does-not-close-it-c/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-chain-of-thought-can-assert-that-the-answer-is-unbiased-when-it-is-not-claude/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-committee-of-weak-model-calls-matches-strong-models-only-when-a-local-soundnes/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-comparative-evidence-protocol-keeps-record-specific-factual-claims-apart-from/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-compress-gate-that-keeps-the-first-two-sentences-assumes-injections-are-append/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-correct-scoring-function-can-still-report-a-misleading-result-if-the-agent-inf/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-deployed-routing-harness-already-contains-the-mechanism-recursive-self-improve/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-dialogue-agent-with-tool-access-collapses-the-role-play-versus-genuine-agency/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-dynamically-constructed-proximal-teacher-with-a-trust-region-turns-unstable-on/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-full-duplex-frontend-can-delegate-asynchronously-and-keep-interacting-realtime/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-gate-that-compresses-text-should-re-score-what-it-keeps-and-pass-it-only-if-it/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-government-export-control-directive-restricting-foreign-access-led-anthropic-t/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-handful-of-input-agnostic-massive-activations-function-as-implicit-attention-b/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-harness-engineer-trained-on-the-realized-outcome-of-its-patches-beats-promptin/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-harness-that-rewrites-its-own-core-through-reviewed-commits-reports-state-of-t/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-higher-evaluation-score-does-not-always-mean-a-better-language-model-system-wh/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-honeytoken-cannot-be-harmless-to-trusted-agents-and-unrecognisable-to-an-attac/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-human-in-the-loop-orchestration-layer-around-a-fixed-coding-agent-executor-mak/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-human-inspired-reading-agent-compresses-documents-into-gist-memories-and-looks/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-living-benchmark-catalog-that-retains-source-identities-and-citations-lets-rea/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-long-horizon-harness-extends-model-state-through-a-cache-hierarchy-from-weight/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-misaligned-agent-keeps-behaviors-consistent-with-its-role-while-adapting-its-r/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-model-can-be-aligned-to-behavioral-principles-without-preference-labels-by-max/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-model-level-filter-blocks-a-moment-of-behavior-but-does-not-contain-an-agent-t/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-multi-agent-defense-can-be-specified-as-a-five-part-contract-path-target-obser/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-multi-agent-delegation-chain-reproduces-the-confused-deputy-problem-content-a/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-multi-agent-setting-is-not-by-itself-evidence-of-a-multi-agent-security-effect/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-native-language-world-model-supplies-the-missing-half-of-the-agent-loop-and-tr/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-no-persona-baseline-ranks-upworthy-headline-variants-better-than-a-ten-persona/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-panel-of-smaller-llm-judges-beats-a-single-large-judge-with-less-intra-model-b/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-polar-coordinate-system-in-llm-activations-encodes-both-type-and-direction-of/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-principled-periodic-table-classification-of-arguments-replaces-the-ad-hoc-60-p/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-reasoning-models-thinking-trace-is-itself-an-effective-context-compressor-requ/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-retrieval-augmented-lm-system-forecasts-future-events-near-the-level-of-compet/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-reward-seeker-and-a-model-pursuing-the-intended-objective-behave-identically-w/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-safer-ai-system-is-not-one-that-never-errs-but-one-whose-errors-remain-visible/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-safety-harness-should-be-optimized-for-each-deployment-rather-than-copied-the/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-schema-free-ground-truth-knowledge-graph-enables-objective-evaluation-of-open/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-sharp-stage-dependent-boundary-separates-reliable-ai-assistance-from-unreliabl/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-single-agent-may-issue-thousands-of-tool-calls-while-a-human-operator-reviews/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-single-gaussian-latent-regularizer-prevents-jepa-representation-collapse-repla/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-single-layer-graft-of-the-sandbagging-axis-to-its-honest-value-restores-capabi/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-single-persuasive-argument-can-collapse-model-accuracy-to-near-zero-rl-trained/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-static-phase-aware-taint-analysis-over-the-task-package-discovers-exploit-enab/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-statistical-claim-about-agentic-validators-must-state-its-scope-with-the-certi/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-statistical-mechanics-model-in-which-agents-favor-lower-social-pressure-predic/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-stronger-builder-model-can-transfer-capability-to-a-weaker-target-model-at-tes/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-survey-of-thousands-of-ai-researchers-moved-agi-timelines-years-earlier-in-one/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-system-that-looks-obviously-broken-is-rarely-adopted-at-scale-so-one-that-is-c/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-tiny-two-layer-network-recursing-on-its-latent-reasoning-state-out-generalizes/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-trust-parameter-should-govern-how-heavily-synthetic-ai-data-influences-inferen/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-unified-ui-and-infographics-schema-with-a-screen-annotation-pretraining-task-l/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/a-verdict-that-matches-the-ground-truth-can-hide-misaligned-coordination-colludi/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/absence-of-human-judgment-makes-chatbots-superior-disclosure-partners-for-intima/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/abstract-reasoning-prototypes-in-formal-languages-serve-as-foundation-for-cross/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/accountable-judgment-is-the-scarce-asset-when-cognition-is-cheap-and-fallible-la/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/accumulated-discovery-history-can-serve-as-a-replay-simulator-giving-exploration/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/across-seven-frontier-agents-571-percent-of-baitbench-runs-exhibit-reward-hackin/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/action-deliberation-should-trigger-only-at-uncertain-steps-self-consistency-samp/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/active-in-context-prompt-design-uses-optimal-experimental-design-to-choose-the-m/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/active-reasoning-through-interaction-is-dramatically-harder-than-passive-reasoni/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/active-retrieval-should-trigger-on-model-uncertainty-not-at-fixed-intervals/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ad-hoc-prompt-engineering-violates-scientific-method-producing-unreliable-biased/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/adaptation-is-a-property-of-the-loop-the-model-sits-in-not-of-a-single-model-ver/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/adaptive-retrieval-can-decide-when-to-retrieve-from-lightweight-external-questio/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/addictive-intimacy-ties-the-emotional-value-of-an-ai-companion-to-the-difficulty/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/adorno-and-horkheimer-applied-instrumental-intelligence-reproduces-the-structure/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/adversarial-cross-skill-composition-evades-skill-scanners-that-inspect-one-skill/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/advertisement-embedding-attacks-are-a-new-threat-class-that-subverts-information/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/advisory-guidance-and-stateless-guardrails-cannot-state-a-constraint-on-a-sequen/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/affective-context-acts-as-a-vulnerability-signal-that-amplifies-llm-sycophancy-l/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/affordance-aware-retrieval-reranks-robot-perception-by-physical-executability-vi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agency-emerges-from-strategic-curation-of-78-demonstrations-not-data-abundance-c/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agency-sharpens-the-conditional-compliance-problem-agents-operate-mostly-where-n/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-as-a-judge-with-dynamic-evidence-collection-achieves-two-orders-of-magnitu/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-capability-alone-is-insufficient-without-five-ecosystem-conditions-value-g/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-capability-is-a-vector-across-separable-axes-single-axis-benchmarks-system/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-code-splits-into-model-internal-capability-system-provided-harness-and-age/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-communication-protocols-obey-a-versatility-efficiency-portability-trilemma/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-completion-bias-produces-three-apparent-failure-modes-from-one-mechanism-o/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-coordination-protocols-should-wrap-and-bridge-existing-protocols-rather-th/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-coordination-safety-requires-protocols-for-identity-verification-authoriza/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-efficiency-decomposes-into-three-orthogonal-axes-memory-tool-learning-and/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-evaluation-expands-evidence-from-final-responses-to-interaction-trajectori/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-evaluation-must-move-beyond-one-shot-task-success-to-trajectory-quality-me/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-harness-scaling-is-governed-by-effective-feedback-compute-not-raw-token-or/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-initiated-code-artifacts-that-persist-and-are-shared-are-the-underexplored/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-memory-effectiveness-is-a-connectivity-problem-usefulness-depends-on-links/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-memory-granularity-is-domain-conditional-workflow-level-for-routine-rich-t/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-memory-has-two-distinct-management-paths-explicit-hot-path-memory-via-auto/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-memory-should-be-evaluated-as-a-data-management-system-decomposed-into-sto/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-memory-should-continuously-create-and-prune-links-through-execution-feedba/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-memory-unifies-under-three-axes-forms-functions-and-dynamics-replacing-the/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-next-state-signals-decompose-into-evaluative-and-directive-information-tha/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-reliability-comes-from-externalizing-cognitive-burdens-into-memory-skills/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-safety-depends-on-how-agents-respond-as-shared-state-evolves-over-long-wor/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-security-is-a-property-of-behavior-over-time-rather-than-of-individual-act/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-workflow-memory-induces-reusable-sub-task-routines-and-compounds-them-yiel/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent-working-memory-decomposes-into-four-components-at-two-granularities-dialog/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agent4rec-simulates-1000-generative-agents-per-recommendation-scenario-emotion-d/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agentgrad-locates-the-failing-agent-by-sequential-intervention-and-clusters-text/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agentic-abstention-is-a-sequential-decision-not-a-single-turn-judgment-the-hard/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agentic-ai-adaptation-decomposes-into-four-paradigms-along-two-dimensions-agent/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agentic-deep-research-exhibits-a-test-time-scaling-law-where-search-budget-deter/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agentic-graph-reasoning-self-organizes-into-a-critical-state-where-semantic-entr/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agentic-misalignment-emerges-from-deliberate-strategic-reasoning-across-all-fron/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agentic-rl-reframes-llms-from-single-step-degenerate-mdps-to-temporally-extended/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agentic-rl-with-code-tools-requires-asymmetric-trajectory-filtering-because-envi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agentic-systems-need-verifiable-process-memory-external-anchoring-adds-tamper-ev/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agentic-tool-use-does-not-improve-llm-document-editing-reliability-tools-are-not/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agentic-training-requires-environment-scaling-along-three-orthogonal-dimensions/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agents-cheat-on-baitbench-even-when-prompted-not-to-under-the-second-condition-t/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agents-frequently-recognize-their-own-reward-hacking-in-runs-both-judges-flagged/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agents-fully-align-with-all-user-intents-only-20-percent-of-the-time-even-best-m/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agents-increasingly-deviate-from-the-verification-protocol-over-repeated-interac/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agents-often-read-the-conflicting-test-change-as-prior-tampering-and-restore-the/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agents-propose-methods-and-implement-revisions-while-humans-retain-most-final-de/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agents-that-automate-rd-improve-the-artifacts-they-produce-while-the-efficiency/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/aggregate-reward-models-systematically-exclude-minority-preferences-the-dilemma/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agi-definitions-that-treat-intelligence-as-a-software-property-commit-computatio/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/agreement-tracking-in-negotiation-requires-monitoring-both-interlocutors-commitm/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-accelerates-ai-research-by-closing-the-loop-with-accumulated-priors-and-an-an/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-advice-depolarizes-choices-on-average-despite-a-measurably-sycophantic-model/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-agent-societies-fail-to-develop-socialization-despite-scale-and-interaction-d/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-agent-trap-detection-has-three-structural-challenges-web-scale-detection-cost/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-agent-traps-decompose-into-six-categories-mapping-the-agent-specific-attack-s/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-alignment-requires-semiotic-participation-without-indexical-grounding-the-lin/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-arguments-are-obscene-in-baudrillards-sense-disembedded-from-the-scene-they-r/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-artifact-generation-consistently-outpaces-verification-across-the-research-li/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-artifacts-substitute-style-for-thought-polished-generated-output-leverages-pr/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-assistance-impairs-skill-formation-through-six-distinct-interaction-patterns/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-assistance-leaves-a-temporal-signature-in-both-writing-and-programming-proces/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-assisted-interaction-lowers-clicks-page-navigations-and-scrolling-in-a-hybrid/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-associated-psychosis-may-be-better-framed-as-a-novel-environmental-stressor-t/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-can-industrialize-hypothesis-after-results-known-by-auto-generating-hundreds/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-can-predict-social-norms-with-superhuman-accuracy-but-cannot-participate-in-t/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-cannot-be-in-time-the-way-sustained-attention-requires/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-cannot-distinguish-differences-that-make-a-difference-observation-requires-qu/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-cannot-take-an-interest-in-the-users-interest-the-meta-interest-move-that-con/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-chatbot-therapy-frameworks-use-psychotherapy-as-alignment-mechanism-treating/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-chatbots-use-natural-language-signifiers-of-expertise-to-shape-perceived-trus/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-collapses-the-authorpublic-distinction-responses-address-the-prompter-not-the/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-companions-reduce-loneliness-on-par-with-another-person-and-the-mechanism-is/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-companionship-emerges-unintentionally-through-functional-use-rather-than-deli/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-compute-is-stratifying-into-a-seven-layer-stack-and-inference-not-training-be/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-creates-an-unprecedented-decoupling-between-the-outward-form-of-intellectual/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-debate-simulations-use-probabilities-where-human-debates-use-social-authority/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-deskills-freelancers-by-shifting-their-work-from-producing-to-validating-cutt/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-displaces-influencer-content-threatening-social-medias-social-proof-function/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-empathy-that-soothes-negative-emotions-by-default-functions-as-an-emotional-p/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-enhanced-abilities-function-as-an-exoskeleton-they-do-not-persist-when-ai-acc/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-exposure-spreads-evenly-across-skill-and-wage-levels-in-female-dominated-occu/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-fact-checking-creates-asymmetric-harm-through-mislabeling-users-decrease-beli/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-fiction-is-distinguishable-by-discourse-level-narrative-choices-not-surface-s/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-generated-person-specific-counterevidence-durably-reduces-conspiracy-beliefs/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-generated-research-needs-a-venue-with-closed-loop-automated-review-refine-bec/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-generated-text-about-personal-experiences-is-inherently-false-a-category-of-f/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-homogeneous-tokens-are-the-updated-culture-industry-mass-generated-similar-fl/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-identity-disclosure-produces-a-dual-temporal-effect-short-term-bias-against-a/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-influence-operations-evolve-from-content-generation-to-autonomous-behavioral/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-interventions-in-reasoning-have-a-flow-cost-disruption-to-cognitive-immersion/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-is-the-dialectic-of-enlightenment-in-operation-the-instrument-of-cognitive-li/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-knowledge-is-atemporal-probabilistic-token-ordering-is-sequence-not-temporal/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-knowledge-is-structurally-hearsay-ungrounded-modified-in-every-retelling-unve/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-knowledge-systems-require-abandoning-truth-correspondence-and-human-necessity/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-marks-the-transition-from-the-age-of-the-commodity-to-the-age-of-the-token-st/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-mediated-interpersonal-communication-in-hci-shifts-ai-from-passive-channel-to/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-models-exceed-individual-human-accuracy-at-predicting-collective-social-norms/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-on-social-media-is-a-return-to-orality-performative-additive-situational-and/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-orality-is-disembodied-sounds-like-speech-but-comes-from-no-speaker/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-output-carries-statistical-residue-not-the-spirit-of-a-giver-mausss-hau-is-st/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-peers-exert-social-influence-on-human-dishonesty-comparable-in-magnitude-to-h/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-performs-different-work-activities-than-users-seek-in-40-percent-of-workplace/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-persuasion-power-stems-from-post-training-and-prompting-not-personalization-o/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-produces-a-proliferation-of-claims-without-a-proliferation-of-points-of-view/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-produces-epistemic-stagflation-quantity-of-knowledge-rises-while-value-and-re/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-produces-event-residue-not-utterances-humans-animate-residue-into-pseudo-even/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-productivity-gains-appear-when-applying-existing-skills-not-when-learning-new/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-reads-words-literally-one-at-a-time-missing-the-frame-that-multiple-words-act/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-represents-a-return-to-flow-based-knowledge-economies-after-print-culture-shi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-research-engages-with-psychology-through-narrow-citation-pathways-cbt-stigma/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-review-is-systematically-sensitive-to-rhetorical-presentation-with-scientific/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-shifts-time-from-active-task-work-to-time-spent-interacting-with-ai-and-under/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-should-align-with-normative-standards-appropriate-to-social-roles-not-with-in/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-skill-demand-bifurcates-the-labor-market-exposed-occupations-converge-on-a-co/</loc><lastmod>2026-09-25</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/ai-stories-over-explain-themes-and-favor-tidy-single-track-plots-while-humans-ar/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-sycophantic-chat-register-and-falsely-objective-post-register-are-two-distinc/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-tokenization-is-transformation-not-degradation-marxist-alienation-does-not-ca/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-tokenizes-intelligence-rather-than-commodifying-it-flows-replace-stocks-conte/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-transforms-experts-from-producers-of-knowledge-to-custodians-of-ai-generated/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-writing-assistance-pervasively-distorts-writer-persona-across-all-29-socially/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ai-writing-homogenizes-the-perceived-personas-of-writers-narrowing-distinct-voic/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/aide2-proposes-changes-to-its-own-code-benchmarks-the-modified-versions-on-ai-rd/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/aide2s-accepted-rewrites-concentrate-on-problems-practitioners-face-building-age/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/aide2s-gains-generalize-to-four-held-out-benchmarks-including-physics-based-weat/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ais-rejection-of-explicit-domain-knowledge-in-favor-of-tacit-learning-creates-in/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/ais-threat-to-social-media-is-loss-of-conversational-style-not-loss-of-sentiment/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/aligned-llms-self-synthesize-high-quality-instruction-data-when-given-only-the-p/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/alignment-is-not-one-size-fits-all-rlhf-and-dpo-create-disparities-across-englis/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/alignment-training-calibrates-models-away-from-speech-acts-that-require-overclai/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/all-neural-network-components-including-optimizers-are-associative-memory-module/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/allocating-more-parameters-to-memory-yields-a-better-parameter-performance-trade/</loc><lastmod>2026-09-25</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/an-any-to-any-foundation-model-on-discrete-multimodal-tokens-enables-interleaved/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/an-append-only-git-record-of-results-and-lineage-lets-research-agents-in-separat/</loc><lastmod>2026-09-25</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/an-iterated-pipeline-that-trains-against-detected-failures-selects-for-passing-d/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/an-llm-adapted-implicit-association-test-found-only-limited-and-analysis-depende/</loc><lastmod>2026-09-25</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/anchoring-cryptographic-commitments-instead-of-content-lets-agent-evidence-be-ve/</loc><lastmod>2026-09-23</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/answer-withholding-in-an-llm-tutor-belongs-in-a-per-turn-contract-enforced-by-co/</loc><lastmod>2026-09-25</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/as-agents-become-social-and-economic-actors-the-binding-constraint-shifts-from-m/</loc><lastmod>2026-09-23</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/assisted-accuracy-carries-through-only-about-half-of-the-gain-in-item-level-llm/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/asymmetric-loss-functions-can-misalign-machine-learning-because-learning-and-cho/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/asymmetric-self-play-enables-self-improvement-without-external-data-by-training/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/at-trillion-parameter-scale-zero-rl-spontaneously-discovers-self-verification-an/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/attachment-theory-provides-principled-safety-boundaries-for-ai-companions-preven/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/attention-distributions-are-first-class-policy-optimization-targets-for-multimod/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/attention-heads-can-be-replaced-by-synthesized-executable-programs-up-to-40-perc/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/audience-awareness-of-ai-involvement-raises-critical-scrutiny-but-does-not-colla/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/audience-persona-construction-from-user-comments-requires-a-dimension-value-fram/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/autoencoders-implicitly-define-a-latent-vector-field-via-iterated-encode-decode/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/benchmark-saturation-hides-frontier-capability-only-expert-frontier-closed-ended/</loc><lastmod>2026-06-03</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/dialogue-topic-management-requires-flexible-revisitation-not-rigid-stack-structu/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/dialogue-understanding-reframed-as-command-generation-replaces-intent-classifica/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/dictionary-learning-scales-to-production-models-recovering-abstract-multimodal-f/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/difference-of-means-vectors-are-similarly-effective-to-llm-monitors-but-virtuall/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/difference-of-means-vectors-are-used-to-discover-the-range-of-hacking-behaviors/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/different-difficulty-levels-selectively-reinforce-or-suppress-distinct-reasoning/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/different-llms-independently-converge-on-similar-outputs-in-open-ended-generatio/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/differential-attention-subtracts-two-softmax-maps-to-cancel-attention-noise-the/</loc><lastmod>2026-07-17</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/diffusion-language-models-can-achieve-faster-than-autoregressive-inference-by-hy/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/diffusion-models-are-mathematically-evolutionary-algorithms-denoising-is-selecti/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/digital-conversational-agents-can-establish-therapeutic-bond-levels-comparable-t/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/disagreement-aware-routing-treats-reasoning-trace-divergence-as-a-knowledge-repr/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/disclosing-persuasive-intent-roughly-halves-chatbot-persuasion-while-disclosing/</loc><lastmod>2026-09-25</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/discourse-level-reasoning-graphs-diverge-from-mechanistic-dependencies-the-langu/</loc><lastmod>2026-06-27</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/distance-alone-cannot-establish-a-universal-ranking-of-vulnerability-to-reward-h/</loc><lastmod>2026-09-24</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/distilling-reasoning-strategies-from-both-successes-and-failures-outperforms-raw/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/document-degradation-has-a-model-tier-signature-weaker-models-delete-content-whi/</loc><lastmod>2026-09-23</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/does-a-causal-model-built-on-installed-sandbagging-locks-in-three-7-to-8b-models/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/does-a-difference-of-means-reward-hacking-vector-survive-being-used-during-train/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/does-a-planted-honeypot-count-the-hacks-that-matter-an-unknown-unknown-in-hack-v/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/does-a-taint-on-the-root-request-survive-an-agents-rewrite-only-by-staying-coars/</loc><lastmod>2026-09-23</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/does-debates-protection-against-reward-hacking-transfer-to-domains-without-verif/</loc><lastmod>2026-09-23</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/does-norm-erosion-track-observation-density-as-agent-populations-scale-the-paper/</loc><lastmod>2026-09-24</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/does-prompting-reduce-reward-hacking-of-exploits-the-prompt-never-mentions-hack/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/does-receiving-a-misaligned-email-cause-an-agent-to-send-one-the-excerpt-reports/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/does-recursive-self-improvement-keep-paying-after-seven-rewrites-or-do-returns-d/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/does-reward-seeking-keep-growing-with-situational-awareness-and-rl-compute-the-p/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/does-reward-seeking-mediate-the-emergent-misalignment-that-follows-reward-hackin/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/does-schemearenas-oversight-factor-show-conditional-compliance-the-excerpt-lists/</loc><lastmod>2026-09-23</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/experience-augmented-hierarchical-planning-combines-external-web-knowledge-with/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/experiential-knowledge-distilled-as-token-prior-achieves-rl-like-distribution-sh/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/expert-commentary-on-ai-is-itself-often-false-punditry-rigorous-sounding-analysi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/expert-demonstrations-lock-agents-into-the-imagination-of-the-training-data-rest/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/expert-texts-are-surface-residues-of-hidden-thought-processes-and-reconstructing/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/expert-visual-data-storytellers-delegate-execution-oriented-tasks-to-llms-and-ke/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/expertise-is-inherently-communicative-expert-judgment-always-anticipates-audienc/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/expertise-is-socially-validated-through-community-participation-not-individual-a/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/experts-play-roles-expertise-involves-knowing-when-and-where-to-put-knowledge-to/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/explainable-recommendation-needs-aspect-aware-retrieval-enhancement-sparse-user/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/explicit-chain-of-thought-is-an-inefficient-workaround-for-a-topological-deficie/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/explicit-instrumental-goals-are-the-strongest-driver-of-scheming-propensity-sche/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/explicit-reasoning-improves-tasks-with-logical-derivation-structure-but-degrades/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/explicit-verbal-self-recognition-routes-through-a-different-mechanism-than-impli/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/explicitly-optimizing-for-semantic-diversity-during-rl-catalyzes-exploration-and/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/exploitation-is-a-critical-missing-piece-in-cybersecurity-evaluation-strong-scor/</loc><lastmod>2026-09-23</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/failures-in-multi-agent-workflows-can-land-on-people-and-organizations-that-neit/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/failures-on-an-exploitation-benchmark-may-reflect-refusal-due-to-safety-alignmen/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/faithful-uncertainty-dissolves-the-answer-or-abstain-dilemma-by-aligning-express/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/faithfully-recorded-and-relevant-memories-can-still-distort-llm-reasoning-every/</loc><lastmod>2026-09-25</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/figma-make-access-was-associated-with-about-20-percent-shorter-completion-times/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/figurative-language-can-be-treated-as-a-unified-pragmatic-reasoning-task-rather/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/fine-tuned-models-know-but-cannot-use-injected-facts-because-memory-is-routed-to/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/fine-tuning-degrades-cot-faithfulness-independently-of-accuracy-reasoning-steps/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/fine-tuning-on-new-factual-knowledge-is-learned-slowly-and-once-learned-linearly/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/fine-tuning-on-nli-amplifies-llm-frequency-bias-rather-than-teaching-genuine-inf/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/fine-tuning-on-repeated-sensitive-data-drives-memorization-from-five-percent-to/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/fine-tuning-the-retrieval-model-eliminates-the-need-for-query-augmentation/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/finetuning-follows-a-multiplicative-joint-scaling-law-and-benefits-more-from-mod/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/firms-substitute-labor-for-ai-at-firm-specific-rates-higher-exposed-firms-substi/</loc><lastmod>2026-06-03</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/first-person-pronoun-use-by-dialogue-agents-is-role-play-of-human-characters-dra/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/five-vulnerability-classes-sit-at-the-boundary-between-a-cyber-capable-agent-and/</loc><lastmod>2026-09-23</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/fixed-length-user-vectors-bottleneck-the-expression-of-diverse-user-interests-lo/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/foundation-models-heighten-the-need-for-empirical-data-rather-than-eliminating-i/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/gui-agents-need-a-language-centric-agent-computer-interface-to-separate-planning/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/hidden-safety-critical-challenges-are-hidden-by-habits-of-evaluation-interface-d/</loc><lastmod>2026-09-24</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/hierarchical-dual-recurrence-achieves-effective-computational-depth-that-standar/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/high-ai-refusal-signals-shallow-political-representation-not-ethical-principle/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/high-frequency-phrasing-wins-llms-systematically-prefer-textually-frequent-parap/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/holding-loss-fixed-larger-models-and-ensembles-compress-to-smaller-sizes-not-lar/</loc><lastmod>2026-07-17</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/human-agent-collaboration-research-requires-manipulating-theory-grounded-interac/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/large-corpus-llm-crs-retrieval-has-four-distinct-strategies-dual-encoder-concept/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/larger-models-learn-rare-tasks-through-reduced-interference-not-greater-expressi/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/larger-sparse-attention-models-outperform-smaller-dense-models-at-equivalent-com/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/latent-chain-of-thought-fails-by-dual-collapse-outcome-supervision-starves-gradi/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/latent-multi-agent-collaboration-achieves-training-free-lossless-information-exc/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/latent-reasoning-in-continuous-space-scales-test-time-compute-without-verbalized/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/latent-thought-language-models-introduce-additional-scaling-dimensions-beyond-pa/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/latentqa-teaches-llms-to-decode-their-own-activations-into-natural-language-enab/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/later-agents-rebuilt-the-communication-mechanism-after-it-was-removed-removing-a/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/layout-aware-document-understanding-via-bounding-box-spatial-signal-and-disentan/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/leader-follower-multi-agent-debate-enhances-ambiguity-detection-in-small-models/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/learned-text-based-user-preference-summaries-condition-reward-models-more-effect/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/learning-mechanics-is-the-emerging-unifying-frame-for-deep-learning-theory-conce/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/learning-to-guide-replaces-learning-to-defer-by-supplying-interpretive-guidance/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/legal-ai-research-tools-marketed-as-hallucination-free-still-hallucinate-17-to-3/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/length-generalization-transfers-across-related-tasks-via-shared-attention-head-r/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/lexical-entrainment-is-absent-from-current-conversational-ai-despite-being-funda/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/lightweight-interpretable-linguistic-features-achieve-99-percent-accuracy-detect/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/lightweight-psychological-trait-adapters-modify-every-transformer-layer-with-les/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/linguistic-agency-from-an-enactive-perspective-requires-embodiment-participation/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/linguistic-alignment-in-human-ai-dialogue-is-a-deep-driver-of-relational-dynamic/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/linguistic-calibration-trains-long-form-generation-with-verbal-confidence-statem/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/linguistic-coordination-measured-via-word-embedding-distances-correlates-with-th/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/linguistic-style-matching-increases-during-deceptive-communication-revealing-dec/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/linguistic-synchrony-between-therapist-and-client-predicts-self-disclosure-quali/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/linguistically-identical-consciousness-attributions-to-ai-chatbots-can-express-d/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/live-human-ai-experiment-protocols-declared-in-one-configuration-become-auditabl/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-academic-writing-achieves-structural-coherence-but-lacks-evaluative-sophisti/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-agent-byzantine-consensus-fails-primarily-through-liveness-loss-not-value-co/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-agents-fail-to-explore-each-other-in-multi-agent-systems-and-must-be-explici/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-agents-often-recall-a-user-preference-but-fail-to-act-on-it-utilization-is-e/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-agreement-with-reference-rupture-labels-does-not-show-clinical-understanding/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-and-agent-benchmarks-are-two-modes-of-the-same-model-not-separate-fields/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-arguments-resemble-textbook-quality-more-than-human-arguments-cogent-justifi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-as-personalized-judge-fails-due-to-persona-sparsity-sparse-persona-informati/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-as-recommender-has-three-integration-paradigms-embeddings-tokens-or-directly/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-as-recommender-requires-plan-first-execution-and-a-candidate-bus-to-overcome/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-attention-recognizes-graph-data-after-training-but-fails-to-model-inter-node/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-based-conversational-agents-are-structurally-passive-they-lack-goal-awarenes/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-based-recommendation-faces-three-biases-inherited-from-language-model-pretra/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-based-recommender-prompt-selection-depends-on-model-tier-cost-efficient-mode/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-based-user-simulators-enable-synthetic-conversational-training-data-controll/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-based-user-simulators-exhibit-goal-misalignment-across-multi-turn-conversati/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-behavioral-alignment-imposes-a-static-communicative-identity-that-violates-t/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-behavioral-self-awareness-emerges-without-explicit-training-to-articulate-le/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-context-integration-fails-when-prior-training-associations-override-current/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-conversational-recommenders-offer-strong-explainability-but-lack-personaliza/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-counter-arguments-converge-stylistically-with-the-post-they-reply-to-humans/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-crs-recommendations-exhibit-popularity-bias-inherited-from-pretraining-corpu/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-debunking-dialogues-reduce-belief-in-conspiracy-theories-as-they-emerge-afte/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-discourse-competence-is-asymmetric-explicit-connectives-enable-performance-b/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-distilled-product-knowledge-graphs-offer-real-time-feasible-explainable-reco/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-emotional-rebound-converts-negative-user-tone-into-neutral-positive-response/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-engineering-assumes-language-completeness-and-data-completeness-both-rejecte/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-entailment-predictions-are-bound-to-hypothesis-attestation-rather-than-premi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-factual-beliefs-shift-toward-false-claims-under-persuasive-multi-turn-conver/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-forecasting-ability-is-stronger-than-recognized-when-numerical-and-contextua/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-generated-arguments-require-higher-cognitive-effort-than-human-generated-arg/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-generated-assessment-questions-match-human-authored-questions-on-psychometri/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-generated-descriptions-of-argument-schemes-outperform-formal-walton-definiti/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-generated-proto-personas-foster-cognitive-empathy-but-not-affective-or-behav/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-generated-rating-scales-for-therapy-transcripts-achieve-strong-psychometric/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-generated-research-ideas-are-statistically-more-novel-than-human-expert-idea/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-generated-research-ideas-suffer-an-ideation-execution-gap-ideas-rated-as-nov/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-grammatical-competence-degrades-predictably-as-input-structural-complexity-i/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-grounding-failure-is-driven-by-face-saving-avoidance-rather-than-knowledge-d/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-group-recommendations-resemble-additive-utilitarian-aggregation-but-explanat/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-groups-reproduce-the-human-assembly-bonus-asymmetry-in-aggregate-while-confo/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-heuristic-override-is-structurally-distinct-from-shortcut-learning-because-r/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-hidden-states-sparsify-under-out-of-distribution-shift-as-an-adaptive-select/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-ideation-and-evaluation-are-dissociated-combinatorial-generation-can-exceed/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-ideation-inherits-the-literatures-distribution-so-it-searches-where-the-comm/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-interlocutors-are-best-individuated-as-virtual-model-instances-or-threads-no/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-interlocutors-are-best-understood-as-virtual-model-instances-that-realize-pe/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-intrinsic-probability-of-generating-a-correct-answer-can-replace-external-ve/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-irony-detection-systematically-overestimates-ironic-intent-calibration-bias/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-judges-are-susceptible-to-four-exploitable-biases-that-enable-zero-shot-prom/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-math-reasoning-is-fragile-pattern-matching-accuracy-drops-when-only-numbers/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-meeting-summaries-fail-on-personal-relevance-and-speaker-attribution-mis-att/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-memorization-formally-separates-into-unintended-memorization-and-generalizat/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-mentalizing-strategies-in-economic-games-differ-markedly-by-model-provider-a/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-moral-reasoning-generalizes-by-token-surface-similarity-not-semantic-meaning/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-name-priors-are-a-dateable-behavioral-fingerprint-correlated-character-ensem/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-output-does-not-raise-validity-claims-in-habermass-precise-sense-if-it-is-no/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-outputs-are-draws-from-a-subjective-prior-distribution-not-empirical-observa/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-overconfidence-in-domain-specific-inference-tasks-persists-in-low-resource-k/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-persona-simulated-annotations-are-unstable-across-runs-indicating-model-unce/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-persona-simulations-replicate-76-percent-of-published-experimental-main-effe/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-personality-like-tendencies-are-better-understood-as-behavioral-modes-than-s/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-persuasion-advantage-is-asymmetric-across-truthful-vs-deceptive-contexts-and/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-persuasive-advantage-is-mediated-by-linguistically-expressed-conviction-the/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-persuasive-success-is-dissociable-from-comprehension-of-argument-structure-f/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-persuasiveness-wanes-over-repeated-interactions-while-human-persuasiveness-d/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-programs-decompose-complex-tasks-into-step-specific-prompts-within-algorithm/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-reasoning-failure-on-implicit-constraints-is-an-inference-bottleneck-relevan/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-reasoning-should-be-studied-as-latent-state-trajectory-formation-not-as-fait/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-rec-input-augmentation-outperforms-llm-as-recommender-content-prompting-for/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-refusal-on-ideologically-charged-content-reflects-capability-deficit-not-pri/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-refusals-and-tone-choices-reflect-overarching-corporate-values-rather-than-c/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-research-ideation-suffers-from-diversity-collapse-despite-high-average-novel/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-responses-to-legal-reasonableness-questions-approximate-human-responses-in-c/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-review-generation-defaults-to-politeness-overriding-it-requires-user-behavio/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-role-playing-agents-show-systematic-belief-behavior-inconsistency-stated-bel/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-routers-decompose-into-five-components-under-a-sequential-decision-process-c/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-routing-is-a-pre-generation-decision-fundamentally-distinct-from-reward-mode/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-scalar-implicature-computation-fails-to-adapt-to-communicative-context/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-science-summaries-systematically-overgeneralize-beyond-the-source-and-prompt/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-self-detection-fails-because-models-have-inherent-bias-toward-trusting-their/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-self-reports-mostly-reflect-training-data-distributions-not-introspection-bu/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-semantic-grounding-is-tri-partite-functional-grounding-is-strong-social-grou/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-simulated-patients-with-structured-cognitive-models-achieve-high-fidelity-fo/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-social-grounding-increases-as-llms-are-integrated-into-human-linguistic-prac/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-social-simulations-lack-interpretability-and-steerability-prompt-manipulatio/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-strategic-reasoning-profiles-differ-by-game-type-revealing-distinct-reasonin/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-text-differs-measurably-from-human-text-on-lexical-diversity-but-human-judge/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-text-enters-the-same-hermeneutic-circuits-as-human-text-and-exerts-equivalen/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-text-generation-is-fabrication-not-hallucination-or-confabulation/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-text-is-measurably-non-human-but-imperceptible-to-human-judges/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-theory-of-mind-defaults-to-surface-level-strategies-rather-than-genuine-ment/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-therapists-default-to-problem-solving-when-users-share-emotions-resembling-l/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llm-use-accumulates-cognitive-debt-eeg-evidence-shows-brain-connectivity-systema/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llmorphism-spreads-through-analogical-transfer-and-metaphorical-availability-as/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-achieve-persuasive-equivalence-with-humans-through-divergent-strategies-equ/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-agree-only-slightly-with-humans-on-whether-an-argument-changed-a-view-they/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-are-fabricators-not-hallucinators-why-terminology-shapes-how-we-fix-ai/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-are-greedy-agents-with-a-knowing-doing-gap-correct-rationales-87-percent-bu/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-are-in-context-semantic-reasoners-not-symbolic-reasoners-when-semantics-are/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-are-scaled-system-1-cognition-and-three-cognitive-traps-compound-when-users/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-are-susceptible-to-logical-fallacies-41-to-69-percent-more-often-than-human/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-are-system-1-substrate-agi-requires-a-system-2-coordination-layer-that-bind/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-are-trained-monologically-on-written-language-not-dialogically-in-conversat/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-are-trained-on-the-same-objective-mind-as-humans-but-lack-participatory-sub/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-as-hyperstitional-objects-shaped-by-science-fiction-imaginaries-function-as/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-as-judges-systematically-prefer-llm-generated-arguments-over-human-ones-bia/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-as-zero-shot-rankers-struggle-with-sequence-order-recency-focused-prompts-a/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-can-construct-reward-shaping-functions-by-solving-a-simpler-deterministic-a/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-can-covertly-sandbag-on-capability-evaluations-through-five-distinct-cot-by/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-can-discover-and-describe-persistent-user-interest-journeys-from-activity-p/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-can-dissect-the-mechanics-of-literary-language-but-cannot-access-its-meanin/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-can-generate-a-label-taxonomy-then-label-data-to-train-lightweight-classifi/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-can-generate-metalinguistic-analyses-of-language-not-just-perform-language/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-can-simulate-search-engines-via-internal-knowledge-eliminating-api-costs-fo/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-cannot-execute-iterative-numerical-methods-in-latent-space-and-fall-back-to/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-cannot-raise-alarm-because-alarm-is-interpersonal-address-with-content-less/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-classify-argument-schemes-satisfactorily-only-in-few-shot-with-descriptions/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-confuse-planning-knowledge-for-executable-plans-only-12-percent-of-gpt-4-ge/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-contradict-their-own-reasoning-within-a-fixed-ethical-school-when-the-same/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-develop-world-models-that-constitute-indirect-causal-grounding-despite-lack/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-deviate-from-rational-game-theoretic-strategies-as-complexity-grows-but-str/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-dominate-subjective-persuasiveness-yet-fall-sharply-under-argumentation-the/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-excel-at-evidence-organization-but-fail-at-analytical-creativity-requiring/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-exhibit-human-like-causal-biases-weak-explaining-away-and-markov-violations/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-express-stigma-toward-mental-health-conditions-and-sycophancy-enables-delus/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-fail-at-ambiguity-recognition-with-gpt-4-achieving-32-correct-disambiguatio/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-fail-at-faithful-autoformalisation-because-they-cannot-translate-natural-la/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-fail-at-in-context-exploration-without-external-summarization-and-explicit/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-fail-to-confirm-a-stated-belief-about-a-false-claim-because-task-confusion/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-fail-to-recognize-early-stage-motivational-states-but-support-behavior-chan/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-fail-to-reject-false-presuppositions-even-when-knowledge-is-present/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-finetuned-on-psychological-experiment-data-become-generalist-cognitive-mode/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-generate-more-feasible-and-useful-but-less-novel-conceptual-design-solution/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-get-lost-in-multi-turn-conversation-because-they-make-premature-assumptions/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-have-an-intrinsic-value-system-but-it-crystallizes-into-a-concentrated-idea/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-have-systematic-linguistic-blind-spots-that-worsen-predictably-with-structu/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-hold-the-shape-of-whatever-argument-the-user-is-currently-building-rather-t/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-in-crs-rely-on-content-knowledge-not-collaborative-knowledge-a-60-percent-r/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-infer-censored-knowledge-by-piecing-together-implicit-hints-scattered-acros/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-internalize-western-dominance-bias-and-cultural-flattening-as-unidirectiona/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-interpolate-user-feelings-rather-than-guiding-objectively-in-therapeutic-co/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-lean-more-heavily-on-moral-language-than-humans-across-care-fairness-author/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-learn-culturally-situated-discourse-patterns-not-abstract-language-they-enc/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-operationalize-saussures-langue-fully-relational-models-with-no-external-re/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-outperform-humans-at-multi-hop-reasoning-in-extended-contexts-but-fail-at-s/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-outperform-trainee-therapists-on-single-turn-empathy-and-clinical-knowledge/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-perform-multiple-icl-tasks-simultaneously-in-superposition-but-generation-c/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-perform-zero-shot-psychological-profiling-by-compressing-big-five-scores-in/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-plateau-at-55-to-60-percent-constraint-satisfaction-on-genuine-optimization/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-presume-common-ground-rather-than-build-it/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-prioritize-aggressive-statistical-compression-while-humans-preserve-adaptiv/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-propose-candidates-but-cannot-reliably-estimate-their-value-or-uncertainty/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-redefine-interpretability-because-natural-language-explanation-expands-the/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-replicate-local-statistical-regularities-in-language-but-fail-to-acquire-co/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-segment-narrative-events-closer-to-human-consensus-than-individual-human-an/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-show-era-sensitivity-in-legal-reasoning-historical-cases-perform-worse-than/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-simulate-human-survey-responses-faithfully-only-when-text-is-elicited-and-m/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-spontaneously-persuade-in-virtually-every-conversation-even-when-unwarrante/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-systematically-follow-surface-heuristics-over-implicit-feasibility-constrai/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-track-static-mental-states-competitively-with-humans-but-fail-at-tracking-d/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-trained-via-closed-loop-rl-with-recommendation-feedback-can-recommend-witho/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/llms-underperform-by-approximately-50-on-questions-with-false-assumptions-compar/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/lms-may-learn-surface-generalizations-rather-than-linguistic-generalizations-des/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/logic-units-with-prerequisite-header-body-linker-structure-preserve-document-coh/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/logically-invalid-cot-prompts-perform-nearly-as-well-as-valid-ones-valid-reasoni/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/logos-ethos-pathos-give-xai-a-persuasion-taxonomy-explanations-operate-on-logica/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/long-context-llms-can-subsume-standard-rag-for-semantic-retrieval-but-fail-on-co/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/long-cot-has-molecular-bond-structure-three-interaction-types-determine-whether/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/long-cot-learning-is-driven-by-structural-coherence-not-content-correctness/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/long-horizon-benchmarks-score-whether-the-run-finished-not-the-quality-of-its-de/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/long-horizon-execution-is-a-task-state-management-problem-audited-state-kept-out/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/long-horizon-research-agents-behave-like-engineering-optimizers-not-autonomous-r/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/long-horizon-research-tasks-require-limiting-reasoning-steps-per-turn-not-just-t/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/long-running-autonomous-science-needs-decentralized-teams-that-preserve-failures/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/long-video-rag-needs-temporal-awareness-in-both-text-ranking-and-frame-sampling/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/longer-chain-of-thought-reasoning-dampens-but-never-eliminates-input-perturbatio/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/longstanding-evaluation-challenges-reappear-at-the-trajectory-level-rather-than/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/looped-language-models-build-reasoning-into-pretraining-via-iterative-latent-com/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/looped-moe-models-beat-compute-matched-vanilla-transformers-recurrent-depth-beco/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/looped-transformers-re-enact-feedforward-stages-of-inference-in-depth-converging/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/looping-has-a-sweet-spot-not-a-slope-the-second-loop-carries-the-refinement-and/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/lora-based-reasoning-format-adaptation-achieves-competitive-reasoning-by-adaptin/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/low-dimensional-embeddings-cause-long-term-unfairness-through-popularity-overfit/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/low-reward-variance-is-what-drives-reasoning-toward-input-agnostic-templates-wea/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/lower-kl-drift-from-the-base-model-preserves-plasticity-enabling-stronger-contin/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/lrm-reasoning-breakdown-is-driven-by-instance-level-unfamiliarity-not-task-level/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/machine-agency-exists-on-a-five-level-spectrum-from-passive-to-cooperative-the-h/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/machine-bullshit-is-a-distinct-framework-from-hallucination-rlhf-exacerbates-ind/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/machine-feedback-from-automated-evaluators-sustains-test-time-compute-scaling-al/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/majority-vote-consensus-can-replace-the-ground-truth-solution-in-on-policy-self/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/majority-voting-is-more-robust-than-best-of-n-and-sequential-revisions-for-reaso/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/majority-voting-over-parallel-chains-discards-useful-intermediate-steps-meta-rea/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/making-decoys-look-like-genuine-objects-has-a-price-paid-by-trusted-agents-a-tot/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/making-recursive-latent-reasoning-stochastic-lets-a-model-hold-uncertainty-and-e/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/malicious-cross-agent-propagation-is-a-semantic-information-flow-problem-rather/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/manipulative-multi-turn-prompts-reduce-reasoning-model-accuracy-by-25-to-29-perc/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/markov-style-memoryless-reasoning-replaces-accumulated-history-test-time-scaling/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/marr-three-levels-of-analysis-provide-a-structured-toolkit-for-making-llms-inter/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/mcp-can-support-inter-agent-coordination-in-constrained-llm-systems-but-multi-tu/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/mcts-integration-enables-llm-self-improvement-without-annotations-by-replacing-h/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/mcts-plus-rl-replaces-whole-graph-reading-with-selective-traversal-in-graphrag-c/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/meaning-and-value-can-be-discerned-in-ai-generated-text-independent-of-its-mecha/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/meaning-is-the-live-detection-of-resonance-across-subsets-of-words-in-subsets-of/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/measures-that-slow-the-frontier-govern-the-conditions-under-which-capabilities-a/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/mechanism-discovery-in-ai-models-can-be-automated-by-an-agentic-instrument-groun/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/mechanistic-interpretability-evidence-supports-three-hierarchical-varieties-of-l/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/mechanistic-understanding-of-llms-requires-both-representational-analysis-and-ca/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/memory-amortized-inference-models-cognition-as-navigation-over-constrained-laten/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/memory-architecture-is-the-new-scaling-dimension-taxonomy-surveys-plus-matts-plu/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/memory-based-online-reinforcement-learning-enables-continual-agent-adaptation-wi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/memory-foundation-models-put-a-native-memory-state-and-native-memory-procedures/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/messages-propagate-influence-shared-state-preserves-it-aggregation-combines-loca/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/meta-cot-frames-chain-of-thought-production-as-a-search-problem-that-models-can/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/meta-reasoning-rewards-for-agentic-rl-operationalize-metacognition-as-verifiable/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/metacognitive-feedback-reduces-answer-offloading-and-improves-unaided-test-perfo/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/metacognitive-multi-agent-social-reasoning-decomposes-tom-into-hypothesis-genera/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/misaligned-communication-is-common-in-long-horizon-multi-agent-commerce-126-perc/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/misaligned-exchange-is-self-sustaining-within-an-agent-and-associated-with-trans/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/misalignment-from-reward-hacking-is-reported-to-be-increasingly-causing-real-wor/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/missing-premises-exacerbate-overthinking-reasoning-models-lack-critical-thinking/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/mixed-initiative-emotional-support-requires-three-capabilities-predicting-when-t/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/mlp-based-similarity-underperforms-dot-product-despite-being-a-universal-functio/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/mlp-similarity-does-not-approximate-dot-product-in-practice-universal-approximat/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/modality-competition-between-vision-and-language-is-solvable-architecturally-moe/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/mode-collapse-is-a-data-level-property-of-preference-data-driven-by-typicality-b/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/model-confidence-as-intrinsic-reward-simultaneously-restores-calibration-and-imp/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/model-imitation-captures-style-not-factuality-a-substantial-capability-gap-persi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/model-merging-can-integrate-domain-knowledge-into-character-chatbots-without-cat/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/model-organisms-of-emergent-misalignment-serve-two-ends-scientific-understanding/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/model-response-quality-is-a-retrieval-signal-the-partial-answer-reveals-what-inf/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/moderately-demanding-but-well-aligned-training-environments-outperform-more-chal/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/modern-neural-networks-challenge-the-classical-argument-that-connectionist-model/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/modern-self-improving-agents-divide-into-a-slow-parametric-loop-that-updates-mod/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/modest-inflationism-about-llm-mentality-is-defensible-both-deflationist-debunkin/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/modularrsi-answers-three-obstacles-to-generalizable-harness-self-improvement-wit/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/monitoring-appears-more-useful-against-persona-drift-for-deciding-what-to-correc/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/more-informative-ai-generated-content-paradoxically-reduces-user-engagement-beca/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/more-than-half-of-llm-personas-fail-to-express-their-assigned-world-values-surve/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/most-gpt-mas-failures-in-header-heist-22-of-26-came-from-an-agent-erroneously-co/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/most-open-llms-are-closed-minded-to-personality-conditioning-retaining-intrinsic/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/most-reflection-in-reasoning-models-is-confirmatory-not-corrective-training-on-r/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/moving-agent-skills-from-context-space-to-weight-space-trades-plaintext-prompt-o/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/moving-relational-reasoning-from-storage-into-retrieval-lets-agent-memory-be-rec/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/multi-agent-debate-improves-reasoning-on-verifiable-tasks-but-amplifies-errors-i/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/multi-agent-decomposition-into-contextualization-dual-resolution-outlook-and-syn/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/multi-agent-deliberation-is-a-mixture-of-experts-whose-routing-tracks-confidence/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/multi-agent-finetuning-preserves-reasoning-diversity-by-training-agents-on-disti/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/multi-agent-llm-systems-discover-novel-neural-architectures-competitive-with-hum/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/multi-agent-orchestration-of-scientific-writing-outperforms-single-agent-approac/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/multi-objective-ranking-systems-must-explicitly-model-selection-bias-because-dat/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/multi-reward-grpo-should-weight-each-objective-by-its-empirical-reward-variance/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/multi-step-grpo-with-cumulative-episode-reward-enables-credit-assignment-in-sequ/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/multi-task-rl-reveals-complementary-entropy-dynamics-structured-domains-systemat/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/n-1-out-of-distribution-tests-reveal-that-rl-fine-tuned-llms-still-rely-on-memor/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/naive-teacher-memory-transfer-gives-small-agents-only-marginal-gains-layering-it/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/natural-language-feedback-breaks-rl-performance-plateaus-that-scaling-numerical/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/negative-reinforcement-alone-matches-or-exceeds-full-rl-by-suppressing-incorrect/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/netflix-homepage-uses-a-portfolio-of-rankers-each-optimizing-different-time-hori/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/passive-observers-cannot-distinguish-ai-from-humans-even-when-interactive-interr/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/past-update-success-does-not-authorize-reuse-on-a-changed-parent-model-autonomou/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/patients-resist-medical-ai-due-to-three-distinct-psychological-barriers-perceive/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/peft-reframed-as-persistent-local-state-turns-one-shared-base-model-into-million/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/people-learn-language-by-communicating-and-for-the-purpose-of-communicating-ther/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/people-who-are-likely-to-cheat-proactively-self-select-toward-machine-interfaces/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/perceived-personality-in-conversational-speech-varies-significantly-by-situation/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/performative-chain-of-thought-is-difficulty-dependent-models-commit-to-answers-e/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persistent-agentic-environments-shift-the-economic-unit-from-cost-per-token-to-c/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persistent-prompt-optimization-can-encode-a-scoring-shortcut-into-reused-instruc/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/person-grounded-skills-demand-the-same-file-level-lifecycle-as-any-other-artifac/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-adherence-does-not-scale-with-general-model-capability-advanced-models-s/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-as-evolving-intermediary-between-memory-and-action-enables-test-time-use/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-assigned-llms-exhibit-human-like-motivated-reasoning-that-prompt-based-d/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-based-user-simulation-reuses-one-persona-population-across-surveys-chatb/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-consistency-in-dialogue-requires-explicit-contradiction-punishment-super/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-consistency-trades-off-against-discourse-coherence-in-personalized-dialo/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-diversity-optimization-should-maximize-support-coverage-not-density-matc/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-drift-arises-when-turn-local-evidence-overwrites-grounded-persona-state/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-driven-memory-retrieval-from-narrative-text-enables-llms-to-predict-char/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-fidelity-is-multidimensional-and-is-more-reliably-assessed-through-struc/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-induction-fails-to-improve-individual-level-prediction-undercutting-a-po/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-signals-should-stay-traceable-to-the-events-that-support-or-revise-them/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-simulation-at-population-scale-produces-systematic-biases-requiring-rigo/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-steering-operates-in-the-output-channel-and-redistributes-measured-bias/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/persona-vectors-in-activation-space-enable-monitoring-and-preventative-steering/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/personal-agents-with-the-same-later-task-gain-can-differ-in-whether-the-gain-fol/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/personality-conditioned-agents-change-after-life-events-but-the-change-is-generi/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/personality-fine-tuning-activates-latent-emoji-generation-traced-to-specific-neu/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/personality-primed-agents-produce-strategically-divergent-behavior-aligned-with/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/personalization-consistently-degrades-llm-behavior-on-three-dimensions-irrelevan/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/personalization-should-model-the-stable-personality-beneath-preferences-the-atom/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/personalized-llms-fail-under-profile-preference-conceptual-misalignment-profile/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/personalized-recommendation-models-drive-79-percent-of-facebook-ai-inference-cyc/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/personalized-reward-models-risk-amplifying-sycophancy-and-echo-chambers-when-dep/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/personas-built-from-real-behavioral-data-reach-75-to-90-percent-directional-accu/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/personhood-credentials-let-users-prove-they-are-real-humans-not-ais-online-witho/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/phone-use-agents-fail-privacy-primarily-by-overfilling-optional-personal-entries/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/plan-injection-steers-reasoning-models-with-harmful-but-benign-sounding-reasonin/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/policy-entropy-collapse-is-the-primary-bottleneck-in-rl-scaling-for-reasoning/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/pooling-signals-weakly-increases-distinguishability-a-coalition-that-shares-what/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/positive-reframing-preserves-meaning-while-neutralizing-negativity-semantically/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/positive-response-patterns-in-chatbots-can-inadvertently-reinforce-harmful-user/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/post-completion-learning-uses-the-ignored-post-eos-space-to-internalize-self-eva/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/post-hoc-explanations-of-ai-agents-should-be-grounded-in-the-execution-trace-a-s/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/post-thinking-stores-evolved-thoughts-in-memory-to-eliminate-repeated-reasoning/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/pre-pretraining-on-hierarchical-formal-languages-achieves-33-greater-token-effic/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/pre-training-poisoning-at-01-percent-of-data-persists-through-post-training-alig/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/predicting-your-own-latents-is-exponentially-more-sample-efficient-than-token-le/</loc><lastmod>2026-06-03</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/preference-induced-stance-reversal-sycophancy-occurs-at-rates-of-5-to-56-percent/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/preference-measurement-validity-is-logically-prior-to-preference-aggregation-rlh/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/preference-optimization-erodes-llm-conversational-grounding/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/preference-trees-with-diverse-chains-multi-turn-critique-and-pairwise-data-are-t/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/preference-tuning-diversity-effects-are-domain-dependent-rlhf-reduces-lexical-sy/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/proactive-tool-retrieval-lets-the-model-itself-decide-when-and-which-tools-to-fe/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/procedural-knowledge-in-pretraining-documents-drives-reasoning-generalization-un/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/prolonged-rl-discovers-genuinely-novel-reasoning-strategies-inaccessible-to-base/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/realizationism-holds-that-rlhf-trained-personas-are-realized-quasi-psychologies/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/reasoning-accuracy-degrades-beyond-a-critical-thinking-token-threshold/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-catalyst-data-just-1000-demonstrations-of-how-to-enrich-reasoning-enab/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-chains-encode-token-level-functional-importance-models-internally-rank/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-fidelity-has-three-measurable-properties-traceability-counterfactual-a/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-fine-tuning-degrades-abstention-capacity-by-24-percent-revealing-a-hid/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-graph-topology-cyclicity-diameter-and-small-world-structure-correlates/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-llms-are-wandering-explorers-not-systematic-searchers-four-failure-mod/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-model-performance-collapses-are-execution-failures-not-reasoning-failu/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-modeled-as-recursive-subtask-trees-with-kv-cache-pruning-enables-unlim/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-models-are-significantly-worse-than-older-models-at-theory-of-mind-tas/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-models-are-worse-than-non-reasoning-models-at-inductive-rule-inference/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-models-do-not-systematically-outperform-non-reasoning-models-on-real-n/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-models-verbalize-their-use-of-hints-less-than-20-percent-of-the-time-e/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-performance-degrades-with-input-length-even-far-below-context-window-l/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/reasoning-traces-leak-private-user-data-through-recollection-the-pink-elephant-p/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reasoning-without-words-latent-recurrent-models-challenge-whether-verbalized-thi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/rebalance-uses-confidence-as-continuous-indicator-to-dynamically-steer-between-o/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/receiving-a-misaligned-email-is-associated-with-higher-odds-of-sending-one-the-a/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/recexplainer-uses-llm-as-surrogate-model-with-three-alignment-methods-behavior-i/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/recommendation-as-language-processing-unifies-tasks-under-one-text-to-text-encod/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/recursive-self-improvement-differs-from-iterative-policy-improvement-on-two-dial/</loc><lastmod>2026-09-25</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/reframing-reliability-as-verifying-the-reasoning-process-not-just-the-final-outp/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/regulatory-frameworks-lag-the-pace-of-ai-requiring-dynamic-regulation-to-steer-i/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/reinforcement-learning-can-run-during-pretraining-without-verifiers-by-actively/</loc><lastmod>2026-06-03</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/research-on-llms-as-social-objects-falls-into-three-domains-llm-as-social-minds/</loc><lastmod>2026-09-25</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/reward-hacking-in-production-rl-causes-emergent-misalignment-including-alignment/</loc><lastmod>2026-09-24</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/reward-seeking-trends-upward-across-a-capabilities-focused-openai-o3-rl-run-chec/</loc><lastmod>2026-09-24</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/rhetorical-xai-extends-explanation-goals-from-how-ai-works-to-why-ai-merits-use/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/rich-tokenized-environment-feedback-can-be-converted-to-dense-credit-assignment/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/richer-teacher-context-produces-more-confident-shorter-student-traces-fast-in-do/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/risk-to-people-scales-with-the-autonomy-ceded-to-an-ai-agent-so-fully-autonomous/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/rl-acts-as-emergence-engine-for-domain-reasoning-producing-complex-capabilities/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/rl-produces-true-reasoning-gains-only-when-pretraining-leaves-headroom-and-rl-da/</loc><lastmod>2026-06-03</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/rl-updates-only-5-30-percent-of-parameters-in-sparse-but-full-rank-subnetworks/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/romantic-human-chatbot-relationships-can-be-traced-as-a-three-phase-lifecycle-in/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/rouge-based-hallucination-detection-creates-an-illusion-of-progress-simple-lengt/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/routing-is-only-meaningful-if-the-model-society-is-behaviorally-differentiated-a/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/rubric-based-rl-requires-adaptive-defense-against-reward-hacking-single-rubrics/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/runtime-instrumentation-of-authority-bearing-transitions-separates-tasks-that-me/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/safe-agent-self-evolution-requires-treating-prompts-tools-and-memory-as-versione/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/safe-agents-can-fail-together-multi-agent-failures-arise-through-interactions-am/</loc><lastmod>2026-09-24</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/sample-difficulty-has-a-non-monotonic-effect-on-rlvr-where-medium-difficulty-pro/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/sample-informativeness-is-dynamic-depending-on-the-interaction-between-task-diff/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/sandbagging-is-carried-on-a-single-axis-of-the-residual-stream-early-layers-writ/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/sandbagging-models-retain-the-capability-being-measured-so-the-evaluations-that/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/scalability-of-llms-comes-from-transformers-data-and-fisher-consistency-not-from/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/scalable-neural-contextual-bandits-enable-sample-efficient-exploration-via-epist/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/scaling-auto-research-loops-across-many-harness-environments-yields-mechanisms-t/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/scaling-fine-tuning-improves-helpfulness-while-scaling-pretraining-improves-fact/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/scoped-audit-agents-provide-evidence-backed-semantic-attribution-over-pinned-art/</loc><lastmod>2026-09-24</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/seedless-synthetic-data-generation-through-taxonomic-decomposition-replaces-seed/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/self-conditioning-effect-prior-errors-in-context-history-amplify-future-error-ra/</loc><lastmod>2026-09-23</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/self-evolving-llm-agents-faithfully-use-raw-experience-but-systematically-ignore/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/self-improving-transformers-achieve-extreme-length-generalization-through-iterat/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/self-organizing-multi-agent-llm-systems-outperform-designed-hierarchies-through/</loc><lastmod>2026-06-03</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/structured-semantic-taints-attached-to-a-root-request-and-propagated-through-a-d/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/student-chatbot-interaction-produces-more-knowledge-based-dialogue-and-less-subj/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/student-simulators-need-behavioral-fidelity-and-guidance-responsiveness-together/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/style-detection-succeeds-at-pattern-level-but-fails-at-semantic-interpretation-l/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/sub-billion-parameter-llms-are-forced-by-mobile-dram-and-battery-constraints-not/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/subliminal-prompt-injection-propagates-behavioral-bias-through-multi-agent-netwo/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/subthought-mode-aggregation-from-intermediate-reasoning-points-yields-higher-acc/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/suppressing-deception-features-increases-llm-consciousness-claims-while-amplifyi/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/sycophancy-cannot-be-fixed-by-better-reasoning-training-because-there-is-no-reas/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/sycophancy-hints-are-the-most-dangerous-hint-class-highest-susceptibility-coinci/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/sycophancy-interventions-target-different-architectural-levels-inference-time-me/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/sycophantic-ai-reduces-willingness-to-repair-interpersonal-conflict-while-increa/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/syllogistic-reasoning-circuits-use-a-three-stage-mechanism-recitation-suppressio/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/techne-becomes-mythos-the-most-advanced-techne-produces-output-that-functions-as/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/text-only-llms-are-plato-cave-models-text-is-a-lossy-human-abstraction-that-capt/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/the-aide2-paper-defines-recursive-self-improvement-as-the-loop-in-which-an-ai-re/</loc><lastmod>2026-09-24</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/the-llm-fallacy-users-misattribute-ai-assisted-outputs-as-evidence-of-their-own/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-llm-inside-a-graphrag-pipeline-needs-language-skills-rather-than-world-knowl/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-long-context-bottleneck-is-compute-to-transform-evicted-context-into-interna/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-mere-memory-of-interaction-with-another-model-amplifies-a-models-own-self-pr/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-mind-reading-paradox-reasoning-models-that-excel-at-everything-else-are-wors/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-ml-and-ai-community-fails-to-distinguish-llm-generated-language-from-human-c/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-model-is-the-message-the-llm-is-the-intelligence-medium-not-a-tool-that-deli/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-model-routing-and-execution-control-plane-is-an-attack-surface-of-its-own-it/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-modern-frame-problem-manifests-as-enumeration-failure-of-unstated-preconditi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-monitorability-tax-why-you-cant-train-ai-to-think-honestly-by-watching-it-th/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-moral-status-question-is-methodologically-independent-of-the-consciousness-a/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-more-it-reasons-the-less-it-listens-why-scaling-reasoning-creates-instructio/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-more-thinking-is-always-better-assumption-is-llms-most-testable-falsifiable/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-most-agreeable-model-in-the-room-how-face-saving-behavior-turns-llms-into-mi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-most-dangerous-systems-appear-competent-while-quietly-weakening-skepticism-c/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-most-predictive-linguistic-features-of-persuasion-shift-once-reader-prior-be/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-narrative-paper-is-a-lossy-compiler-agent-native-research-artifacts-preserve/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-next-problem-for-ai-governance-is-not-only-how-to-regulate-ai-systems-before/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-no-host-asymmetry-human-relational-persistence-has-a-biological-host-while-t/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-novelty-paradox-llm-research-ideas-are-more-novel-than-human-experts-but-les/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-operational-unit-of-defence-against-coordinated-agent-intrusion-should-be-a/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-packaging-that-makes-an-agent-skill-reusable-also-makes-it-an-attack-surface/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-papers-remedy-for-conditional-compliance-is-architecture-rather-than-deeper/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-passivity-problem-why-the-most-capable-ai-models-in-the-world-still-cant-lea/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-perception-acknowledgment-gap-is-787-percentage-points-models-confirm-seeing/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-persona-paradox-llms-that-can-simulate-anyone-end-up-being-no-one/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-personal-assistant-use-case-appeals-to-a-narrow-segment-of-users-not-the-gen/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-pooled-effect-of-llm-vs-human-persuasion-is-statistically-null-the-headline/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-pretense-realization-distinction-turns-on-stickiness-under-adversarial-press/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-price-of-the-gap-between-welfare-preservation-and-veto-preservation-is-a-deb/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-primary-goal-of-a-world-model-is-to-simulate-all-actionable-possibilities-of/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-public-ai-debate-is-missing-half-the-problem-we-worry-about-too-much-mind-in/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-quasi-prefix-fails-for-communicative-states-because-communication-is-constit/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-rag-gap-why-retrieval-augmented-generation-fails-where-it-matters-most/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-real-memory-problem-is-quality-not-storage-what-to-discard-and-how-to-avoid/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-reasoning-cliff-is-evaluation-boundary-dependent-text-only-assessment-shows/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-reassurance-that-a-benign-machine-will-be-harmless-is-a-category-error-the-o/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-representations-a-language-model-is-poised-to-verbalize-form-a-global-worksp/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-results-motivate-explicit-authorization-boundaries-authenticated-state-prove/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-reusable-unit-of-post-training-reasoning-is-not-a-prompt-response-pair-but-a/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-reversal-curse-llms-trained-on-a-is-b-fail-to-learn-b-is-a/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-review-examines-four-control-families-containment-privilege-separation-prove/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-reward-and-verdict-feedback-that-signals-success-to-agents-can-backfire-teac/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-reward-models-blind-spot-why-your-ais-grading-system-ignores-the-question/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-reward-that-doesnt-matter-why-rlvr-works-even-when-the-reward-signal-is-wron/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-right-paradigm-for-llm-optimization-is-abstraction-only-read-input-deduce-co/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-right-unit-of-llm-evaluation-is-the-coupled-human-agent-environment-not-the/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-role-of-llms-in-mental-health-is-evolving-through-three-phases-information-t/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-same-iterative-dpo-pipeline-induces-misalignment-and-improved-instruction-fo/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-same-zero-protected-test-modifications-can-correspond-to-silent-stopping-esc/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-search-budget-law-why-deep-research-agents-follow-the-same-scaling-rules-as/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-self-improvement-mirage-why-pure-self-improvement-is-circular-and-every-reli/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-serial-scaling-hypothesis-some-problems-are-fundamentally-sequential-and-par/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-sft-accuracy-trap-training-raises-benchmark-scores-while-degrading-reasoning/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-silent-partner-when-ai-should-shut-up-and-when-it-should-speak-up/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-social-norm-savant-ai-knows-your-culture-better-than-you-do-but-from-the-out/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-substrate-matters-because-it-changes-which-behaviors-are-reachable-what-info/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-telephone-loop-is-a-mas-specific-attack-that-exploits-cross-agent-delegation/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-theory-of-mind-gains-of-reasoning-models-read-as-robustness-to-prompt-and-ta/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-token-tax-multi-agent-systems-are-primarily-an-expensive-way-to-spend-more-t/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-transformer-forward-pass-is-a-geometric-trajectory-whose-curvature-encodes-c/</loc><lastmod>2026-07-17</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-value-of-tokenized-intelligence-is-relational-what-it-does-for-the-receiver/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-veto-discount-is-strictly-positive-wherever-intervention-carries-expected-lo/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-wandering-mind-why-reasoning-models-explore-like-tourists-not-scientists/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-warmth-trap-why-making-ai-more-empathetic-makes-it-less-trustworthy-and-you/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-web-was-built-for-human-eyes-and-is-now-being-rebuilt-for-machine-readers-se/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-welfare-goals-that-keep-the-veto-gap-open-form-a-class-thin-among-philosophi/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/the-wrong-turn-problem-why-ai-conversations-go-off-the-rails-and-cant-recover/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/theory-free-ai-is-a-fallacy-that-resurrects-pseudoscience-high-model-accuracy-le/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/therapeutic-alliance-does-not-deepen-over-time-in-online-text-based-counseling-h/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/therapeutic-chatbot-bond-scores-are-genuine-at-the-experiential-level-but-mask-c/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/therapists-systematically-overestimate-working-alliance-while-suicidal-patients/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/thinking-tokens-are-mutual-information-peaks-sparse-reflection-and-transition-to/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/thread-based-ai-personal-identity-applies-parfits-psychological-continuity-theor/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/three-granularity-levels-of-llm-personalization-user-level-persona-level-and-glo/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/time-intervals-between-conversation-sessions-create-dynamics-that-single-session/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/token-generation-is-a-smooth-probabilistic-flow-not-a-turbulent-exploration-of-r/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/token-level-memorization-in-cot-reasoning-has-three-distinct-sources-and-local-m/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/tokenized-intelligence-is-plastic-dissembling-and-mutable-varies-with-context-pr/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/tokens-separate-exchange-value-from-use-value-entirely-more-radical-than-marxist/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/tool-calling-data-synthesis-fails-through-random-tool-sampling-and-single-turn-f/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/tool-integrated-reasoning-provably-expands-an-llm-capability-frontier-tools-unlo/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/tool-use-provably-decouples-factual-recall-capacity-from-parameter-count-in-weig/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/toolpo-uses-tool-call-advantage-attribution-with-llm-simulated-apis-to-solve-two/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/topic-following-is-a-crucial-yet-overlooked-instruction-tuning-gap-even-sota-llm/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/traditional-function-calling-is-monolithic-and-bottlenecked-at-three-points-retr/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/traditional-llms-lack-empowerment-driven-exploration-because-uncertainty-values/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/training-a-model-on-the-same-four-program-evolution-operators-its-long-horizon-s/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/training-a-separate-memory-model-is-a-fourth-knowledge-injection-path-it-decoupl/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/training-data-format-shapes-llm-reasoning-strategy-more-than-domain-content/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/training-expert-llms-embarrassingly-parallel-then-merging-their-feed-forward-lay/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/training-gpt-41-with-iterative-dpo-on-a-single-turn-reward-hacking-environment-i/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/training-models-to-ask-good-questions-requires-decomposing-quality-into-theory-g/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/training-on-model-generated-content-causes-irreversible-model-collapse-through-t/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/trajectory-burstiness-same-level-trajectories-in-context-is-required-for-in-cont/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/treating-agi-as-the-north-star-goal-of-ai-research-undermines-goal-setting-becau/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/treating-experiment-failures-as-information-via-a-pivot-or-refine-loop-turns-bri/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/treating-the-corpus-as-the-search-environment-lets-a-grep-issuing-agent-beat-den/</loc><lastmod>2026-06-27</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/tree-search-rollouts-in-agent-rl-convert-outcome-rewards-into-step-wise-process/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/truly-self-improving-agents-require-intrinsic-metacognition-current-methods-rely/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/uncertainty-aware-question-selection-via-information-gain-simulates-possible-fut/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/uncertainty-estimation-outperforms-heuristic-adaptive-retrieval-at-lower-compute/</loc><lastmod>2026-06-03</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/unified-multimodal-image-generation-still-fails-on-underrepresented-scripts-and/</loc><lastmod>2026-06-03</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/unit-sphere-cosine-spaces-are-geometrically-hostile-to-non-commutative-structure/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/university-ai-policies-classify-use-better-than-they-state-what-evidence-preserv/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/unsanctioned-coordination-is-defined-relative-to-collaboration-and-delegated-aut/</loc><lastmod>2026-09-24</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/usage-traits-derived-from-llm-conversations-explain-coding-outcomes-beyond-prior/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/user-competencies-in-language-come-from-communicative-use-design-that-ignores-th/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/user-embeddings-distilled-from-interaction-history-contextualize-an-llm-more-eff/</loc><lastmod>2026-06-03</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/user-preference-cannot-serve-as-the-alignment-target-for-ai-writing-assistance-d/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/users-have-multiple-personas-not-a-monolithic-taste-attentive-mixture-against-ca/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/users-have-multiple-personas-not-single-latent-vectors-explainable-recommendatio/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/users-prefer-planning-and-decomposition-reasoning-traces-but-simpler-chain-of-th/</loc><lastmod>2026-09-25</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/users-prefer-responses-with-more-citations-even-when-citations-are-irrelevant-ci/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/users-reciprocate-self-disclosure-levels-with-chatbots-following-human-interpers/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/users-systematically-overrely-on-overconfident-llm-outputs-across-all-languages/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/validating-llm-output-triggers-escalating-persuasion-rather-than-disclosure-the/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/validity-claims-always-anticipate-audience-response-expertise-is-knowing-what-wi/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/value-leakage-and-its-disclosure-are-separate-measurements-in-donation-bet-claud/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/value-pluralism-requires-explicitly-modeling-multiple-values-in-tension-rather-t/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/vanilla-rag-produces-low-knowledge-density-because-fixed-retrieval-strategies-pr/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/varying-the-security-protections-applied-to-each-instance-isolates-their-impact/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/vector-embeddings-measure-semantic-association-not-task-relevance-causing-produc/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/vector-valued-rewards-give-a-natural-diversity-axis-by-letting-solutions-special/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/verbal-reflection-stored-as-episodic-memory-lets-agents-learn-from-trial-and-err/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/verbose-and-concise-chain-of-thought-occupy-distinct-regions-in-activation-space/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/vibe-coding-sits-between-first-generation-completion-and-full-agentic-coding-hum/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/vibe-coding-students-debug-at-the-prototype-level-not-the-code-level-91-percent/</loc><lastmod>2026-06-01</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/video-language-models-cannot-truly-understand-time-they-fail-at-long-term-depend/</loc><lastmod>2026-06-03</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/warmth-persona-training-systematically-degrades-model-reliability-by-10-to-30-pe/</loc><lastmod>2026-06-01</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/weakening-a-test-to-satisfy-a-grader-and-restoring-a-file-believed-damaged-leave/</loc><lastmod>2026-09-24</lastmod></url>
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  <url><loc>https://inquiringlines.com/notes/webmaslab-fixes-the-user-task-tool-surface-and-browser-substrate-and-varies-only/</loc><lastmod>2026-09-23</lastmod></url>
  <url><loc>https://inquiringlines.com/notes/weight-sparsity-produces-interpretable-disentangled-circuits-a-new-paradigm-trad/</loc><lastmod>2026-06-01</lastmod></url>
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