LICENSE
MANIFEST.in
PYPI_README.md
README.md
THIRD_PARTY_NOTICES.md
docker-compose.yml
pyproject.toml
docker/postgres/init.sql
docs/announcement-notes.md
docs/answerability-evaluation-2026-10-18.md
docs/attribute-directed-retrieval.md
docs/audit-hardening-spec.md
docs/benchmark-cpu-llm-2026-10-18.md
docs/benchmark-design-request-pipeline.md
docs/benchmark-v2-design-and-handoff.md
docs/benchmark-v2-improvement-design.md
docs/benchmark-v3-design.md
docs/benchmark-v3-spec.json
docs/change-record-2026-10-29.md
docs/clarification-loops.md
docs/conversation-spec.md
docs/coreference-options.md
docs/cpu-llm-enterprise-foundation.md
docs/cpu-llm-output-formats-and-scale.md
docs/cpu-llm-v1.6.1-architecture-spec.md
docs/cpu-llm-v1.8-copy-realizer.md
docs/cpu-llm-v1.8-semantic-memory.md
docs/cpu-llm-v1.9-evidence-conditioned-realizer-proposal.md
docs/cpu-llm-v1.9-realizer.md
docs/cpu-llm-white-paper.md
docs/cross-domain-research-spec.md
docs/current-design.md
docs/cycle-consumption-spec.md
docs/development-database.md
docs/dictionary-assisted-paraphrases.md
docs/document-generation-findings-spec.md
docs/document-generation-findings.json
docs/document-generation-user-guide.md
docs/document-workflow-spec.md
docs/domain-comparison-benchmark-design.md
docs/evidence-v2-handoff.md
docs/finance-numeric-presentation.md
docs/flag-routing-review.md
docs/handoff-benchmark-v3.md
docs/handoff-channel-evidence-judge.md
docs/handoff-channel-evidence-results.md
docs/handoff-claim-verification-review.md
docs/handoff-core-answerability.md
docs/handoff-enterprise-gaps.md
docs/handoff-fresh-pipeline-benchmark.md
docs/handoff-numeric-target-and-causal-graph.md
docs/handoff-v1.8-frame-correctness-review.md
docs/healthcare-evidence-acceptance.md
docs/intent-support-backlog.md
docs/invention-constraint-evaluator-spec.md
docs/knowledge-graph.md
docs/library-consumer-guide.md
docs/long-document-composition-spec.md
docs/medical-local-benchmark-design.md
docs/offline-setup.md
docs/openapi.json
docs/output-layouts.md
docs/post-retrieval-repair.md
docs/prompt-flag-map.json
docs/prompt-flag-map.md
docs/prompt-ingestion.md
docs/prompt-research-expansion-spec.md
docs/reference-resolution.md
docs/release-publishing.md
docs/request-separation.md
docs/research-and-cycle-design-review.md
docs/research-cycle-implementation.md
docs/research-cycle-user-guide.md
docs/resonance-tags.md
docs/response-cases.md
docs/response-depth.md
docs/retrieval-measurement-2026-10-18.md
docs/semantic-answering-architecture.md
docs/semantic-implementation-report.md
docs/six-channel-cycle-exploration-spec.md
docs/strict-evidence-spec.md
docs/stylistic-generation-design.md
docs/stylistic-generation-spec.json
docs/stylistic-generation-spec.md
docs/taxonomy-invention-spec.md
docs/test-results-2026-10-18.md
docs/testing-results.md
docs/website-1.11.2-handoff.md
docs/benchmarks/2026-10-25-baseline/REPORT.md
docs/benchmarks/2026-10-29-prompt-output-v3/REPORT.md
docs/benchmarks/2026-10-30-stylistic-smoke/REPORT.md
docs/benchmarks/2026-11-01-stylistic-composition/REPORT.md
docs/benchmarks/2026-11-02-domain-pilot/REPORT.md
docs/benchmarks/2026-11-02-domain-replay-v2/REPORT.md
docs/benchmarks/2026-11-02-evidence-v2/REPORT.md
docs/benchmarks/2026-11-02-medical-local/REPORT.md
docs/benchmarks/2026-11-02-stylistic-scenarios/REPORT.md
docs/examples/2026-11-02-conversation/TRANSCRIPT.md
docs/examples/2026-11-02-tone-chat/TRANSCRIPT.md
docs/examples/2026-11-03-manual-demo/friendly-article.md
docs/examples/2026-11-03-manual-demo/strict-report.md
docs/examples/2026-11-03-prompt-tone/README.md
docs/examples/2026-11-03-prompt-tone/article.md
docs/examples/2026-11-03-prompt-tone/report.md
docs/examples/2026-11-03-tone-chat/README.md
docs/examples/2026-11-04-cycle-consumption/README.md
docs/examples/2026-11-04-long-document-fix/README.md
docs/examples/2026-11-04-research-cycles/README.md
docs/reference/implementation-guide.md
docs/releases/1.10.0.md
docs/releases/1.11.0-release-assessment.md
docs/releases/1.11.0.md
docs/releases/1.11.1.md
docs/releases/1.11.2.md
docs/reviews/2026-11-03-launch-readiness-response.md
docs/reviews/2026-10-18/claim-review-2026-10-18.md
docs/reviews/2026-10-18-feature-demo/real-features-20261018.md
docs/reviews/2026-10-19/audit.md
docs/reviews/2026-10-19/followup-review-edf54ee.md
docs/reviews/2026-10-19/review-1183b77.md
docs/reviews/2026-10-19/review-9d6fbe8.md
docs/reviews/2026-10-25/join-review.md
docs/reviews/2026-10-25/recent-commits-handoff.md
docs/reviews/2026-10-26/benchmark-followup-review.md
docs/reviews/2026-10-27/benchmark-v2-results-review.md
docs/reviews/2026-10-27/fresh-benchmark-review.md
docs/reviews/2026-10-27/judge-review.md
docs/reviews/2026-10-28/clean-install-audit.md
docs/reviews/2026-11-02/conversation-validation.md
docs/reviews/2026-11-02/design-implementation-gaps.md
docs/reviews/2026-11-02/evidence-v2-validation.md
docs/reviews/2026-11-02/strict-evidence-validation.md
docs/reviews/2026-11-03-document-workflows/FIX-REPORT.md
docs/reviews/2026-11-03-document-workflows/REPORT.md
docs/reviews/2026-11-03-document-workflows/final/example-article.md
docs/reviews/2026-11-03-document-workflows/final/example-design.md
docs/reviews/2026-11-03-document-workflows/final/example-report.md
docs/reviews/2026-11-03-document-workflows/rerun/article.md
docs/reviews/2026-11-03-document-workflows/rerun/report.md
docs/reviews/2026-11-03-public-artifact-audit/REPORT.md
docs/website-handoff/cpu-llm-1.10.0-landing-page.md
docs/website-handoff/cpu-llm-1.11.0-update.md
docs/whitepapers/cpu-llm-1.10.0-whitepaper.md
docs/whitepapers/cpu-llm-1.11.0-whitepaper-addendum.md
examples/conversation/README.md
examples/conversation/run_demo.py
examples/document_workflows/demo.py
examples/healthcare/README.md
examples/healthcare/dataset.json
examples/healthcare/run_demo.py
examples/healthcare/sample-run/README.md
examples/healthcare/sample-run/artifact-hashes.json
examples/healthcare/sample-run/receipt.json
examples/healthcare/sample-run/summary.json
src/cpu_llm/__init__.py
src/cpu_llm/access.py
src/cpu_llm/answerability.py
src/cpu_llm/answering.py
src/cpu_llm/assembly.py
src/cpu_llm/attribute_search.py
src/cpu_llm/catalog.py
src/cpu_llm/channels.py
src/cpu_llm/child_safety.py
src/cpu_llm/clarification.py
src/cpu_llm/classifier.py
src/cpu_llm/clauses.py
src/cpu_llm/comparison.py
src/cpu_llm/connection_channels.py
src/cpu_llm/constraint_evaluator.py
src/cpu_llm/conversation.py
src/cpu_llm/conversation_candidates.py
src/cpu_llm/corrections.py
src/cpu_llm/cortex_sleep.py
src/cpu_llm/cpu_guard.py
src/cpu_llm/cross_domain.py
src/cpu_llm/cross_domain_claims.py
src/cpu_llm/crossdomin.py
src/cpu_llm/cycle_composition.py
src/cpu_llm/cycle_exploration.py
src/cpu_llm/demo.py
src/cpu_llm/document_workflow.py
src/cpu_llm/documents.py
src/cpu_llm/entry.py
src/cpu_llm/evidence_judge.py
src/cpu_llm/flag_contract.py
src/cpu_llm/format_sense.py
src/cpu_llm/formats.py
src/cpu_llm/grounding.py
src/cpu_llm/ingest.py
src/cpu_llm/invention.py
src/cpu_llm/knowledge_graph.py
src/cpu_llm/leptogenesis.py
src/cpu_llm/manifest_spans.py
src/cpu_llm/measurements.py
src/cpu_llm/numeric_comparison.py
src/cpu_llm/output_rendering.py
src/cpu_llm/pipeline.py
src/cpu_llm/prompt_ingestion.py
src/cpu_llm/prompt_intent.py
src/cpu_llm/proposition_catalog.py
src/cpu_llm/query_dictionary.py
src/cpu_llm/ranking.py
src/cpu_llm/references.py
src/cpu_llm/relations.py
src/cpu_llm/request_planner.py
src/cpu_llm/research_plan.py
src/cpu_llm/resonance_groups.py
src/cpu_llm/response_policy.py
src/cpu_llm/response_repair.py
src/cpu_llm/retrieval.py
src/cpu_llm/retrieval_eval.py
src/cpu_llm/scale.py
src/cpu_llm/semantic.py
src/cpu_llm/serve.py
src/cpu_llm/source.py
src/cpu_llm/source_delete.py
src/cpu_llm/source_ids.py
src/cpu_llm/stack.py
src/cpu_llm/strict_evidence.py
src/cpu_llm/strict_evidence_engine.py
src/cpu_llm/taxonomy.py
src/cpu_llm/thinker_pool.py
src/cpu_llm/typos.py
src/cpu_llm/word_taxonomy.py
src/cpu_llm.egg-info/PKG-INFO
src/cpu_llm.egg-info/SOURCES.txt
src/cpu_llm.egg-info/dependency_links.txt
src/cpu_llm.egg-info/entry_points.txt
src/cpu_llm.egg-info/requires.txt
src/cpu_llm.egg-info/top_level.txt
src/cpu_llm/agents/__init__.py
src/cpu_llm/agents/deep_search.py
src/cpu_llm/agents/discovery.py
src/cpu_llm/agents/finance.py
src/cpu_llm/agents/gather.py
src/cpu_llm/agents/imagine.py
src/cpu_llm/agents/math.py
src/cpu_llm/agents/reply.py
src/cpu_llm/agents/summarize.py
src/cpu_llm/audit/__init__.py
src/cpu_llm/audit/entailment.py
src/cpu_llm/checkpoints/vectorprism.pt
src/cpu_llm/checkpoints/vectorprism.pt.json
src/cpu_llm/cognition/__init__.py
src/cpu_llm/cognition/adapter.py
src/cpu_llm/consolidation/__init__.py
src/cpu_llm/consolidation/sleep.py
src/cpu_llm/data/artificial-intelligence.md
src/cpu_llm/data/child_safety.json
src/cpu_llm/data/child_safety_clf.json
src/cpu_llm/data/conversation-demo.json
src/cpu_llm/data/conversation-pack.json
src/cpu_llm/data/finance-validation.md
src/cpu_llm/data/healthcare-demo.json
src/cpu_llm/data/query-lexicon.json
src/cpu_llm/data/wikitext-2-raw-v1/PROVENANCE.txt
src/cpu_llm/data/wikitext-2-raw-v1/test-PROVENANCE.txt
src/cpu_llm/data/wikitext-2-raw-v1/test.parquet
src/cpu_llm/data/wikitext-2-raw-v1/validation.parquet
src/cpu_llm/finance/__init__.py
src/cpu_llm/finance/ledgercovenant.py
src/cpu_llm/finance/ledgerlock.py
src/cpu_llm/finance/money.py
src/cpu_llm/finance/parse.py
src/cpu_llm/finance/refundproof.py
src/cpu_llm/finance/triggers.py
src/cpu_llm/geometry/__init__.py
src/cpu_llm/geometry/poincare.py
src/cpu_llm/ir/__init__.py
src/cpu_llm/ir/schema.py
src/cpu_llm/memory/__init__.py
src/cpu_llm/memory/entities.py
src/cpu_llm/memory/frames.py
src/cpu_llm/model01/__init__.py
src/cpu_llm/model01/corpus.py
src/cpu_llm/model01/generator.py
src/cpu_llm/model01/train.py
src/cpu_llm/realizer/__init__.py
src/cpu_llm/realizer/constructions.py
src/cpu_llm/realizer/derivation_check.py
src/cpu_llm/realizer/evidence_schema.py
src/cpu_llm/realizer/inflect.py
src/cpu_llm/realizer/ranker.py
src/cpu_llm/realizer/surface.py
src/cpu_llm/stylistic/__init__.py
src/cpu_llm/stylistic/contracts.py
src/cpu_llm/stylistic/document.py
src/cpu_llm/stylistic/lexicon.py
src/cpu_llm/stylistic/node.py
src/cpu_llm/stylistic/profiles.py
src/cpu_llm/stylistic/verifier.py
src/fact_bridge/__init__.py
src/fact_bridge/checkpoints.py
src/fact_bridge/document.py
src/fact_bridge/learned_extractor.py
src/fact_bridge/writer.py
tests/test_access.py
tests/test_answerability.py
tests/test_answering.py
tests/test_assembly.py
tests/test_attribute_search.py
tests/test_audit_hardening.py
tests/test_catalog.py
tests/test_channels.py
tests/test_child_safety.py
tests/test_clarification.py
tests/test_clauses.py
tests/test_comparison.py
tests/test_connection_channels.py
tests/test_constraint_evaluator.py
tests/test_conversation.py
tests/test_conversation_candidates.py
tests/test_conversation_http.py
tests/test_conversation_live.py
tests/test_cortex_sleep.py
tests/test_cycle_composition.py
tests/test_deep_search.py
tests/test_descriptive_regime.py
tests/test_design_connections.py
tests/test_document_manual_contract.py
tests/test_document_tone.py
tests/test_document_workflow.py
tests/test_document_workflow_live.py
tests/test_documents.py
tests/test_domain_gap_fixes.py
tests/test_domain_gap_fixes_live.py
tests/test_enterprise_phases.py
tests/test_evidence_benchmark.py
tests/test_evidence_judge.py
tests/test_evidence_realizer.py
tests/test_fact_bridge.py
tests/test_finance.py
tests/test_flag_contract.py
tests/test_format_sense.py
tests/test_formats.py
tests/test_frames.py
tests/test_gather.py
tests/test_healthcare_demo.py
tests/test_http_schema_contract.py
tests/test_http_thread_ownership.py
tests/test_imagine.py
tests/test_ingest_cli_safety.py
tests/test_invariants.py
tests/test_invention.py
tests/test_join_contract.py
tests/test_join_pipeline.py
tests/test_knowledge_graph.py
tests/test_lexical_relations.py
tests/test_libraries.py
tests/test_long_document_composition.py
tests/test_math.py
tests/test_measurements.py
tests/test_medical_local_benchmark.py
tests/test_model01.py
tests/test_numeric_comparison.py
tests/test_output_rendering.py
tests/test_packaged_demos.py
tests/test_payment_policy.py
tests/test_pipeline.py
tests/test_prompt_ingestion.py
tests/test_prompt_intent.py
tests/test_proposition_catalog.py
tests/test_query_dictionary.py
tests/test_ranking.py
tests/test_references.py
tests/test_relations.py
tests/test_reply.py
tests/test_request_pipeline_benchmark.py
tests/test_request_planner.py
tests/test_request_planner_live.py
tests/test_research_cycles.py
tests/test_resonance_amplitude.py
tests/test_resonance_groups.py
tests/test_response_cases.py
tests/test_response_policy.py
tests/test_response_policy_live.py
tests/test_response_repair.py
tests/test_response_selection.py
tests/test_review.py
tests/test_review_regressions.py
tests/test_scale.py
tests/test_semantic.py
tests/test_semantic_integration.py
tests/test_service.py
tests/test_shine_enforcement.py
tests/test_source.py
tests/test_source_delete.py
tests/test_strict_evidence.py
tests/test_strict_evidence_http.py
tests/test_strict_evidence_live.py
tests/test_strict_evidence_v2.py
tests/test_style_trigger_order.py
tests/test_stylistic.py
tests/test_stylistic_composition.py
tests/test_stylistic_live.py
tests/test_stylistic_scenarios_live.py
tests/test_summarize.py
tests/test_tenant_isolation.py
tests/test_textbook.py
tests/test_typos.py
tests/test_upload.py
tests/test_vectorprism.py
tests/test_word_taxonomy.py
tools/build_whitepaper.py
tools/check_release_artifacts.py
tools/prepare_conversation_candidates.py
tools/prepare_encoder_cache.py
tools/tone_chat_demo.py
tools/benchmarks/domain_pilot.py
tools/benchmarks/evidence_v2.py
tools/benchmarks/medical_local.py
tools/benchmarks/stylistic_composition_smoke.py
tools/benchmarks/stylistic_scenarios.py
tools/benchmarks/stylistic_smoke.py
tools/benchmarks/stylistic_suite.py
tools/benchmarks/prompt_output_v3/__init__.py
tools/benchmarks/prompt_output_v3/gold.py
tools/benchmarks/prompt_output_v3/legacy_v2.py
tools/benchmarks/prompt_output_v3/publish.py
tools/benchmarks/prompt_output_v3/rescore.py
tools/benchmarks/prompt_output_v3/run.py
tools/benchmarks/prompt_output_v3/scorer.py
tools/benchmarks/prompt_output_v3/scorer_v2.py
tools/benchmarks/request_pipeline/__init__.py
tools/benchmarks/request_pipeline/gold.py
tools/benchmarks/request_pipeline/gold_fresh.py
tools/benchmarks/request_pipeline/oracle.py
tools/benchmarks/request_pipeline/rescore_known.py
tools/benchmarks/request_pipeline/rescore_saved.py
tools/benchmarks/request_pipeline/run_eval.py
tools/benchmarks/request_pipeline/scorer.py