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Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.lora-memory-and-shimming", "key": "lora-memory-and-shimming.v0.1.0.guardrail.holdout-ngram-disjointness", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:lora-memory-and-shimming", "role:guardrail", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "guardrail", "pack": "lora-memory-and-shimming", "pack_version": "0.1.0", "title": "Guardrail: training prompts must remain n-gram disjoint from pre-registered holdout prompts", "category_reason": "Prevents memorization of holdout phrasing from inflating post-cutoff gains.", "rule": "Every compiled training prompt has zero exact match and 4-gram Jaccard <= 0.35 against every holdout prompt.", "how_it_is_checked": "check_holdout_disjointness scans all train-holdout pairs and blocks promotion on any collision.", "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.lora-memory-and-shimming", "key": "lora-memory-and-shimming.v0.1.0.guardrail.shim-volatile-facts", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:lora-memory-and-shimming", "role:guardrail", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "guardrail", "pack": "lora-memory-and-shimming", "pack_version": "0.1.0", "title": "Guardrail: facts with half-life under 14 days or instant revocation needs stay in prompt shims", "category_reason": "Prevents baking transient version numbers or revocable policies into model weights.", "rule": "When churn_half_life_days < 14 or requires_instant_revocation is true, route_adaptation_strategy selects prompt_context_shim regardless of query volume.", "how_it_is_checked": "route_adaptation_strategy enforces the volatility and revocation check before amortization.", "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.lora-memory-and-shimming", "key": "lora-memory-and-shimming.v0.1.0.spec.routing-and-gates", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.benchmark_suite", "pack:lora-memory-and-shimming", "role:spec", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.benchmark_suite", "role": "spec", "pack": "lora-memory-and-shimming", "pack_version": "0.1.0", "title": "Specification: shim-vs-LoRA routing policy and paired bootstrap (B=1000) promotion gates", "category_reason": "Defines deterministic thresholds for routing and holdout statistical gating.", "routing": {"min_churn_days_for_weights": 14.0, "pure_lora_min_churn_days": 30.0, "default_training_equivalent_tokens": 2000000, "modes": ["prompt_context_shim", "lora_weight_update", "hybrid_shim_and_lora"]}, "promotion_gates": {"bootstrap_resamples": 1000, "confidence_level": 0.95, "min_target_gain_ci_low": 0.05, "max_retention_drop": 0.015, "max_hallucination_rate": 0.02}, "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.lora-memory-and-shimming", "key": "lora-memory-and-shimming.v0.1.0.rules.pair-compilation", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.reflex_procedure", "pack:lora-memory-and-shimming", "role:rules", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.reflex_procedure", "role": "rules", "pack": "lora-memory-and-shimming", "pack_version": "0.1.0", "title": "Compilation rules: direct recall, supersession contrast and scope abstention SFT pairs", "category_reason": "Zero-call transformation from pinned post-cutoff Task Objects to balanced training pairs.", "pair_families": ["direct_fact", "supersession_guard", "scope_abstention"], "ngram_n": 4, "max_holdout_jaccard": 0.35, "model_calls": 0, "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.lora-memory-and-shimming", "key": "lora-memory-and-shimming.v0.1.0.tool.lora-memory", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.code_node", "pack:lora-memory-and-shimming", "role:tool_card", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.code_node", "role": "tool_card", "pack": "lora-memory-and-shimming", "pack_version": "0.1.0", "title": "Tool card: post-cutoff LoRA compiler, shim router and bootstrap gate evaluator", "category_reason": "Tested Python standard-library package pinned by path, file count and digest.", "name": "LoRA memory and shimming", "code": {"path": "packs/lora-memory-and-shimming/code", "files": 10, "sha256": "fa4b01f3e895170635c735e7265a717620b2ea8d18b47fe7e5a6b89ae4c760c9"}, "runtime": "Python 3.10 or later, standard library only.", "commands": ["python -m lora_memory route --spec-json ROUTING_SPEC.json", "python -m lora_memory compile --input POST_CUTOFF_BUNDLE.json", "python -m lora_memory gate --eval-json HOLDOUT_EVAL.json"], "does": ["Routes adaptation requests across prompt_context_shim, lora_weight_update and hybrid_shim_and_lora.", "Compiles direct, supersession and abstention SFT pairs and verifies 4-gram Jaccard disjointness against holdouts.", "Computes seeded paired bootstrap 95 percent CIs for target gain, general retention and hallucination rate."], "does_not": ["Run GPU gradient updates, mutate deployed model weights or claim unverified benchmark improvements."], "code_license": "MIT", "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": [{"relation": "verifies", "target_id": "seedpack.lora-memory-and-shimming/lora-memory-and-shimming.v0.1.0.spec.routing-and-gates", "target_category": "noun.benchmark_suite", "note": ""}]}}, {"store": "seedpack.lora-memory-and-shimming", "key": "lora-memory-and-shimming.v0.1.0.template.gate-decision", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.scene_recipe", "pack:lora-memory-and-shimming", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.scene_recipe", "role": "template", "pack": "lora-memory-and-shimming", "pack_version": "0.1.0", "title": "Template: LoRA vs shim routing and holdout bootstrap gate decision", "describes": "a deterministic record of compiled pair count, holdout disjointness, chosen adaptation strategy and paired bootstrap promotion gate result", "schema": {"type": "object", "additionalProperties": false, "required": ["compiled_pair_count", "holdout_disjoint", "selected_strategy", "promote", "target_gain_ci_low", "failed_gates"], "properties": {"compiled_pair_count": {"type": "integer", "minimum": 1}, "holdout_disjoint": {"type": "boolean"}, "selected_strategy": {"type": "string", "enum": ["prompt_context_shim", "lora_weight_update", "hybrid_shim_and_lora"]}, "promote": {"type": "boolean"}, "target_gain_ci_low": {"type": "number", "minimum": -1, "maximum": 1}, "failed_gates": {"type": "array", "items": {"type": "string"}}}}, "example": {"compiled_pair_count": 6, "holdout_disjoint": true, "selected_strategy": "hybrid_shim_and_lora", "promote": true, "target_gain_ci_low": 0.2575, "failed_gates": []}, "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.lora-memory-and-shimming", "key": "lora-memory-and-shimming.v0.1.0.example.post-cutoff-bundle", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:lora-memory-and-shimming", "role:example", "synthetic:true", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "example", "pack": "lora-memory-and-shimming", "pack_version": "0.1.0", "title": "Worked example input: synthetic post-cutoff Task Objects, routing spec and pre-registered holdout scores", "category_reason": "Synthetic inputs recomputed by test_lora_memory.py.", "task_objects": [{"id": "spec.worker-rpc-v2", "subject": "Worker RPC v2 batch envelope", "effective_date": "2026-10-01", "canonical_fact": "batchInvoke requires an idempotencyKey header and caps payloads at 256 KiB", "superseded_claim": "batchInvoke accepted unkeyed 2 MiB envelopes", "scope_boundary": "streaming websocket backpressure limits"}, {"id": "spec.catalog-iceberg-v3", "subject": "Catalog Iceberg partition pruning flag", "effective_date": "2026-10-12", "canonical_fact": "pruneManifests defaults to strict_timestamp_bounds", "superseded_claim": "pruneManifests defaulted to permissive_scan", "scope_boundary": "cross-account bucket replication fees"}], "holdout_prompts": ["Construct a valid Worker RPC v2 batchInvoke call and state its payload ceiling.", "Which manifest pruning mode runs by default on a Catalog Iceberg query?"], "routing_spec": {"churn_half_life_days": 45, "queries_per_day": 600, "shim_tokens_per_query": 550, "training_equivalent_tokens": 2000000, "requires_instant_revocation": false, "has_volatile_pins_plus_stable_syntax": true}, "holdout_eval": {"target_baseline": [0.35, 0.4, 0.45, 0.3, 0.5, 0.4, 0.35, 0.45, 0.4, 0.35, 0.5, 0.4, 0.3, 0.45, 0.4, 0.35, 0.45, 0.4, 0.5, 0.35], "target_candidate": [0.65, 0.7, 0.7, 0.6, 0.75, 0.65, 0.6, 0.7, 0.65, 0.65, 0.75, 0.7, 0.6, 0.7, 0.65, 0.6, 0.7, 0.65, 0.75, 0.65], "retention_baseline": [0.82, 0.85, 0.8, 0.84, 0.88, 0.79, 0.83, 0.86, 0.81, 0.85, 0.84, 0.82, 0.8, 0.87, 0.83, 0.85, 0.81, 0.84, 0.86, 0.82], "retention_candidate": [0.82, 0.84, 0.81, 0.84, 0.88, 0.79, 0.83, 0.85, 0.82, 0.85, 0.84, 0.82, 0.8, 0.87, 0.83, 0.84, 0.82, 0.84, 0.86, 0.82], "candidate_hallucination_flags": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]}, "status": "proposal", "admission": "not_admitted", "content_kind": "synthetic_example", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.lora-memory-and-shimming", "key": "lora-memory-and-shimming.v0.1.0.example.gate-decision", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:lora-memory-and-shimming", "role:example", "synthetic:true", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "example", "pack": "lora-memory-and-shimming", "pack_version": "0.1.0", "title": "Worked example output: recomputed hybrid routing and paired bootstrap gate decision", "category_reason": "Deterministic output conforming to template.gate-decision.", "conforms_to": {"store": "seedpack.lora-memory-and-shimming", "key": "lora-memory-and-shimming.v0.1.0.template.gate-decision", "version": 1, "value_sha256": "9a36c1acdff4e88504b55670f07586744b1f364d1b3c7702ec0ef5029e326bfb"}, "instance": {"compiled_pair_count": 6, "holdout_disjoint": true, "selected_strategy": "hybrid_shim_and_lora", "promote": true, "target_gain_ci_low": 0.2575, "failed_gates": []}, "status": "proposal", "admission": "not_admitted", "content_kind": "synthetic_example", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": [{"relation": "derives_from", "target_id": "seedpack.lora-memory-and-shimming/lora-memory-and-shimming.v0.1.0.example.post-cutoff-bundle", "target_category": "noun.eval_run", "note": ""}, {"relation": "verifies", "target_id": "seedpack.lora-memory-and-shimming/lora-memory-and-shimming.v0.1.0.template.gate-decision", "target_category": "noun.scene_recipe", "note": ""}]}} ]}