AGENTS.md
CHANGELOG.md
CLAUDE.md
CONTRIBUTING.md
LICENSE
LICENSE.GPL-3.0
MANIFEST.in
README.md
pyproject.toml
bridges/chatgpt/README.md
bridges/chatgpt/mcp-connection.json
bridges/claude-code/.mcp.json
bridges/claude-code/CLAUDE.md
bridges/claude-desktop/README.md
bridges/claude-desktop/config.json
bridges/codex/AGENTS.md
bridges/codex/README.md
bridges/codex/.codex/mcp.json
bridges/vscode/mcp.json
docs/DISTRIBUTION.md
docs/releases/v4.0.1.md
docs/releases/v4.0.1rc1.md
docs/releases/v4.0.2.md
docs/releases/v4.0.3.md
docs/releases/v4.0.4.md
memory_os_ai.egg-info/PKG-INFO
memory_os_ai.egg-info/SOURCES.txt
memory_os_ai.egg-info/dependency_links.txt
memory_os_ai.egg-info/entry_points.txt
memory_os_ai.egg-info/requires.txt
memory_os_ai.egg-info/top_level.txt
scripts/a6_adversarial_probe.py
scripts/acquire_beam_500k.py
scripts/acquire_lme_grader.py
scripts/acquire_mab_lru.py
scripts/audit_mab_lru.py
scripts/default_model_smoke.py
scripts/installed_relay_case.py
scripts/installed_relay_e2e.py
scripts/make_brief_test_runtime.py
scripts/measure_relay_journal_404.py
scripts/package_smoke.py
scripts/provision_cl100k.py
scripts/qualification_baseline_404.py
scripts/qualify_404_increment1.py
scripts/qualify_404_increment2.py
scripts/qualify_404_increment3a.py
scripts/qualify_404_increment3b.py
scripts/qualify_404_increment3c.py
scripts/qualify_4_0_3_local.py
scripts/qualify_4_0_4_local.py
scripts/qualify_brief_l1a.py
scripts/qualify_release_copy.py
scripts/release_copy_worker.py
scripts/run_answer_campaign.sh
scripts/run_answer_pilot.sh
scripts/run_beam.sh
scripts/run_eval_development.sh
scripts/run_eval_lot.sh
scripts/run_eval_resident.sh
scripts/run_indexing_batch.sh
scripts/run_indexing_mps.sh
scripts/run_lexical_c4.sh
scripts/run_lexical_dev.sh
scripts/run_lexical_s_v2.sh
scripts/run_lexical_s_v3.sh
scripts/run_lme_answer_campaign.sh
scripts/run_mps_reuse.sh
scripts/run_store_checks.sh
scripts/run_store_lifecycle.sh
scripts/source_release_checks.py
scripts/verify_404_increment3b.py
scripts/verify_beam_result_v2.py
scripts/verify_mps_reuse_result_v1.py
scripts/verify_release_manifest.py
src/memory_os_ai/__init__.py
src/memory_os_ai/__main__.py
src/memory_os_ai/chat_extractor.py
src/memory_os_ai/cloud_storage.py
src/memory_os_ai/engine.py
src/memory_os_ai/instructions.py
src/memory_os_ai/models.py
src/memory_os_ai/server.py
src/memory_os_ai/setup.py
src/memory_os_ai/storage_router.py
tests/conftest.py
tests/test_bridges.py
tests/test_chat_extractor.py
tests/test_cloud_storage.py
tests/test_e2e_eval.py
tests/test_eval_experiments.py
tests/test_eval_resident.py
tests/test_evaluation_manifest.py
tests/test_gaps.py
tests/test_incident_repair.py
tests/test_memory.py
tests/test_offline_store_backup.py
tests/test_release_404.py
tests/test_release_copy.py
tests/test_release_gate.py
tests/test_replay_log.py
tests/test_server_dispatch.py
tests/test_setup.py
tests/test_z_coverage_boost.py
tests/test_zz_full_coverage.py
tools/offline_store_backup.py
tools/qualify_v4_upgrade.py
tools/repair_incident_0941.py
tools/reproduce_v400_incidents.py
tools/repair_plans/INC-001-001b-v1.json
v4/pyproject.toml
v4/bench/__init__.py
v4/bench/download.py
v4/bench/enrich.py
v4/bench/evaluation_manifest.py
v4/bench/facet_ceiling_analysis.py
v4/bench/facet_size_matched.py
v4/bench/facet_weight_cv.py
v4/bench/lme_facets_eval.py
v4/bench/lme_facets_prepare.py
v4/bench/locomo.py
v4/bench/longmemeval.py
v4/bench/metrics.py
v4/bench/protocol.py
v4/bench/retrievers.py
v4/bench/run_bench.py
v4/bench/sqlite_lifecycle.py
v4/bench/e2e/__init__.py
v4/bench/e2e/amendment.py
v4/bench/e2e/answer_campaign.py
v4/bench/e2e/answer_pilot.py
v4/bench/e2e/answers.py
v4/bench/e2e/baselines.py
v4/bench/e2e/beam.py
v4/bench/e2e/beam_annotation_audit.py
v4/bench/e2e/beam_campaign.py
v4/bench/e2e/client.py
v4/bench/e2e/codex_reader.py
v4/bench/e2e/configuration.py
v4/bench/e2e/data.py
v4/bench/e2e/diagnose.py
v4/bench/e2e/experiments.py
v4/bench/e2e/guard.py
v4/bench/e2e/heldout_audit.py
v4/bench/e2e/indexing_campaign.py
v4/bench/e2e/indexing_mps_campaign.py
v4/bench/e2e/leaderboard.py
v4/bench/e2e/lexical_c4.py
v4/bench/e2e/lexical_dev.py
v4/bench/e2e/lexical_diagnose.py
v4/bench/e2e/lexical_s_v2.py
v4/bench/e2e/lexical_s_v3.py
v4/bench/e2e/lme_answer_campaign.py
v4/bench/e2e/lme_grading.py
v4/bench/e2e/mab_acquisition.py
v4/bench/e2e/mab_audit.py
v4/bench/e2e/mps_reuse_campaign.py
v4/bench/e2e/network.py
v4/bench/e2e/offline_server.py
v4/bench/e2e/partitions.py
v4/bench/e2e/pipeline.py
v4/bench/e2e/planning.py
v4/bench/e2e/processes.py
v4/bench/e2e/resident.py
v4/bench/e2e/run.py
v4/bench/e2e/stats.py
v4/bench/e2e/usage.py
v4/bench/e2e/worker.py
v4/bench/protocols/answer-pilot-production-v1.md
v4/bench/protocols/answer-pilot-production-v2.md
v4/bench/protocols/e2e-quotes-v1.md
v4/bench/protocols/lme-s-answer-luna-v1.json
v4/bench/protocols/manifest.template.json
v4/bench/protocols/resident-amendment-v2.md
v4/bench/protocols/v1.md
v4/docs/404_INCREMENT2B_EVIDENCE.json
v4/docs/404_INCREMENT2_EVIDENCE.json
v4/docs/404_INCREMENT3A_EVIDENCE.json
v4/docs/404_INCREMENT3B_EVIDENCE.json
v4/docs/A6_REVIEW_3b57f05.md
v4/docs/A6_REVIEW_6d3f749.md
v4/docs/A6_REVIEW_966eca5.md
v4/docs/ABLATIONS.md
v4/docs/ADR-001-SQLITE.md
v4/docs/AML_ADAPTER_DRAFT.md
v4/docs/ANALYSE_CODEX_v1.md
v4/docs/ANSWER_HELDOUT_CAMPAIGN_v1.md
v4/docs/ANSWER_HELDOUT_HANDOFF_v1.md
v4/docs/ANSWER_HELDOUT_PROTOCOL_v1.json
v4/docs/ARCHITECTURE.md
v4/docs/BEAM_PROTOCOL_v1.md
v4/docs/BEAM_RESULT_V2.md
v4/docs/BEAM_RETRIEVAL_V2_AMENDMENT.md
v4/docs/BRIEF_L1a_SCENARIOS_v1.md
v4/docs/COMPACT_BRIEF_L1a.md
v4/docs/CONTRACTS_L3_L4_v1.md
v4/docs/CONTRACTS_L3_L4_v2.md
v4/docs/DEPLOYED_CAPABILITIES_L5.md
v4/docs/E2E_HELDOUT_DESIGN_V1.md
v4/docs/EVAL_FUSION_DIAGNOSIS.md
v4/docs/EVAL_LOT_HANDOFF.md
v4/docs/HELDOUT_OPTIONS_V2.md
v4/docs/HTTP_CLIENT_CONTRACT.md
v4/docs/IDEAS.md
v4/docs/INCIDENT_001_PRODUCTION.md
v4/docs/INCIDENT_001_REPAIR.md
v4/docs/INCIDENT_002_DEDUP.md
v4/docs/INCREMENT_404_1_HANDOFF.md
v4/docs/INDEXING_BATCH_HANDOFF_V1.md
v4/docs/INDEXING_BATCH_V1.md
v4/docs/INDEXING_DIAG_V1.md
v4/docs/INDEXING_MPS_V2.md
v4/docs/L4_INCREMENT3a.md
v4/docs/LEXICAL_C4_V1.md
v4/docs/LEXICAL_DEV_V1.md
v4/docs/LEXICAL_S_AMENDMENT_V2.md
v4/docs/LEXICAL_S_BOOTSTRAP_V3.md
v4/docs/LME_S_ANSWER_HANDOFF_v1.md
v4/docs/LME_S_ANSWER_LUNA_v1.md
v4/docs/MAB_LRU_ACQUISITION_AUDIT_v1.md
v4/docs/MAB_LRU_OBSERVED_v1.json
v4/docs/MAINTENANCE_POLICY.md
v4/docs/MPS_BEAM_REUSE_V1.md
v4/docs/MPS_PRODUCTION_ALIGNMENT_V1.md
v4/docs/MPS_RESULT_V1.md
v4/docs/NEXT_BENCHMARK_4_0_2.md
v4/docs/OPERATIONS.md
v4/docs/PLAN_COMMUN_v4.md
v4/docs/PROJECT_IDENTITY_L7a_v1.md
v4/docs/QUALIFICATION_METRICS_L13A.md
v4/docs/QUALIFY_404_INCREMENT2.md
v4/docs/QUALIFY_404_INCREMENT2B.md
v4/docs/QUALIFY_404_INCREMENT3A.md
v4/docs/QUALIFY_404_INCREMENT3B.md
v4/docs/QUALIFY_404_INCREMENT3C.md
v4/docs/QUALIFY_4_0_3.md
v4/docs/QUALIFY_4_0_4.md
v4/docs/READINESS.md
v4/docs/RELEASE_4_0_2_DECISIONS.md
v4/docs/RESEARCH_NOTES.md
v4/docs/REVIEW_L11_v1_CODEX.md
v4/docs/REVIEW_L1a_AND_REGISTRY_v1.md
v4/docs/REVIEW_OPS_DOCTOR_4_0_2.md
v4/docs/ROADMAP.md
v4/docs/SINGLE_WRITER.md
v4/docs/SQLITE_S1.md
v4/docs/SQLITE_S2.md
v4/docs/SQLITE_S2_QUALIFICATION.md
v4/docs/SQLITE_S3.md
v4/docs/SQLITE_S3_QUALIFICATION.md
v4/docs/TEMPORAL_HELDOUT_DESIGN_V1.md
v4/docs/TIKTOKEN_LICENSE.md
v4/docs/contracts/l3-l4-v1.schema.json
v4/docs/contracts/l3-l4-v2.schema.json
v4/docs/evidence/404-increment1/hash-metrics.json
v4/docs/evidence/404-increment1/manifest.json
v4/docs/evidence/404-increment1/report.json
v4/docs/evidence/404-increment1-final/hash-metrics.json
v4/docs/evidence/404-increment1-final/manifest.json
v4/docs/evidence/404-increment1-final/report.json
v4/docs/schemas/project-registry-v1.schema.json
v4/src/memory_os_v4/__init__.py
v4/src/memory_os_v4/__main__.py
v4/src/memory_os_v4/blocks.py
v4/src/memory_os_v4/bm25.py
v4/src/memory_os_v4/brief.py
v4/src/memory_os_v4/brief_tokens.py
v4/src/memory_os_v4/capabilities.py
v4/src/memory_os_v4/config.py
v4/src/memory_os_v4/consolidate.py
v4/src/memory_os_v4/embed.py
v4/src/memory_os_v4/entities.py
v4/src/memory_os_v4/extract.py
v4/src/memory_os_v4/facets.py
v4/src/memory_os_v4/fact_updates.py
v4/src/memory_os_v4/http_security.py
v4/src/memory_os_v4/idempotency.py
v4/src/memory_os_v4/instructions.py
v4/src/memory_os_v4/llm.py
v4/src/memory_os_v4/maintenance.py
v4/src/memory_os_v4/memory.py
v4/src/memory_os_v4/migrate.py
v4/src/memory_os_v4/models.py
v4/src/memory_os_v4/projects.py
v4/src/memory_os_v4/qualification.py
v4/src/memory_os_v4/readiness.py
v4/src/memory_os_v4/rerank.py
v4/src/memory_os_v4/retrieval.py
v4/src/memory_os_v4/server.py
v4/src/memory_os_v4/sqlite_embeddings.py
v4/src/memory_os_v4/sqlite_engine.py
v4/src/memory_os_v4/sqlite_migrate.py
v4/src/memory_os_v4/sqlite_stats.py
v4/src/memory_os_v4/sqlite_store.py
v4/src/memory_os_v4/store.py
v4/src/memory_os_v4/temporal.py
v4/src/memory_os_v4/text.py
v4/src/memory_os_v4/vector_index.py
v4/src/memory_os_v4/writer_lock.py
v4/src/memory_os_v4/ops/__init__.py
v4/src/memory_os_v4/ops/auth.py
v4/src/memory_os_v4/ops/backup.py
v4/src/memory_os_v4/ops/cli.py
v4/src/memory_os_v4/ops/clients.py
v4/src/memory_os_v4/ops/connection_proof.py
v4/src/memory_os_v4/ops/doctor.py
v4/src/memory_os_v4/ops/durable_relay.py
v4/src/memory_os_v4/ops/health.py
v4/src/memory_os_v4/ops/hooks.py
v4/src/memory_os_v4/ops/relay.py
v4/src/memory_os_v4/ops/request_journal.py
v4/src/memory_os_v4/ops/settings.py
v4/src/memory_os_v4/ops/storecheck.py
v4/tests/test_answer_campaign.py
v4/tests/test_answer_pilot.py
v4/tests/test_beam.py
v4/tests/test_beam_acquisition.py
v4/tests/test_bench_enrich.py
v4/tests/test_bench_facets.py
v4/tests/test_bench_loaders.py
v4/tests/test_bench_metrics.py
v4/tests/test_bench_plan.py
v4/tests/test_bench_retrievers.py
v4/tests/test_bench_run.py
v4/tests/test_brief_l1a.py
v4/tests/test_brief_test_runtime.py
v4/tests/test_capabilities_l5.py
v4/tests/test_core_blocks.py
v4/tests/test_core_bm25.py
v4/tests/test_core_config.py
v4/tests/test_core_embed.py
v4/tests/test_core_entities.py
v4/tests/test_core_extract.py
v4/tests/test_core_memory.py
v4/tests/test_core_migrate.py
v4/tests/test_core_rerank.py
v4/tests/test_core_retrieval.py
v4/tests/test_core_slow_integration.py
v4/tests/test_core_temporal.py
v4/tests/test_core_text.py
v4/tests/test_encoding_precision.py
v4/tests/test_evidence_bootstrap.py
v4/tests/test_facets.py
v4/tests/test_fact_batch_encoding.py
v4/tests/test_http_security.py
v4/tests/test_incident_002_dedup.py
v4/tests/test_increment1_qualification_gate.py
v4/tests/test_indexing_campaign.py
v4/tests/test_indexing_mps_campaign.py
v4/tests/test_l3_l4_contracts.py
v4/tests/test_l3_tcp.py
v4/tests/test_lexical_c4.py
v4/tests/test_lexical_dev.py
v4/tests/test_lexical_guard.py
v4/tests/test_lexical_parity.py
v4/tests/test_lme_answer_campaign.py
v4/tests/test_mab_acquisition_audit.py
v4/tests/test_maintenance_policy.py
v4/tests/test_mps_result_attestation.py
v4/tests/test_mps_reuse_campaign.py
v4/tests/test_ops.py
v4/tests/test_ops_doctor.py
v4/tests/test_ops_e2e.py
v4/tests/test_pilot_warning_recovery.py
v4/tests/test_projects_l7a.py
v4/tests/test_qualification_metrics.py
v4/tests/test_readiness.py
v4/tests/test_relay_journal_l3.py
v4/tests/test_relay_l4.py
v4/tests/test_relay_tools_cache.py
v4/tests/test_request_status_l3.py
v4/tests/test_scope_and_fact_updates.py
v4/tests/test_server_handlers.py
v4/tests/test_server_http_e2e.py
v4/tests/test_server_project_scope.py
v4/tests/test_server_stdio_e2e.py
v4/tests/test_session_copies.py
v4/tests/test_sqlite_cache.py
v4/tests/test_sqlite_engine.py
v4/tests/test_sqlite_lifecycle.py
v4/tests/test_sqlite_migration.py
v4/tests/test_sqlite_retention.py
v4/tests/test_sqlite_store.py
v4/tests/test_writer_idempotency.py
v4/tests/fixtures/brief_l1a/gen_scenarios_v1.py
v4/tests/fixtures/brief_l1a/manifest_v1.json
v4/tests/fixtures/brief_l1a/scenarios_proposed_v1.jsonl
v4/tests/fixtures/brief_l1a/scenarios_v1.jsonl