{"format": "ta-amps.seed-pack.nouns.v1", "pack_id": "retrieval-triggers-and-reuse", "status": "proposal_only", "records": [
{"store": "seedpack.retrieval-triggers-and-reuse", "key": "retrieval-triggers-and-reuse.v0.1.0.pack", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:retrieval-triggers-and-reuse", "role:pack", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "pack", "pack": "retrieval-triggers-and-reuse", "pack_version": "0.1.0", "title": "A collection of nouns and verbs for looking up existing nouns before generating and reusing past solutions safely", "lets_workers": "Look up what already exists before generating anything new, and reuse earlier solutions without trusting them blindly: fire lookup triggers, climb a ladder from what is at hand to new research, treat a fingerprint match as permission to try under the check, store only solutions that regenerate their result alone, record unmet needs so later arrivals can meet them, and judge all of it by verified work per unit of cost.", "flow": [{"verb": "retrieval-triggers-and-reuse.look-up-first", "when": "Before any new noun or solution is generated."}, {"verb": "retrieval-triggers-and-reuse.try-reuse", "when": "When a lookup finds a fingerprint match; deterministic."}, {"verb": "retrieval-triggers-and-reuse.qualify-solution", "when": "After a run verifies, before anything is stored for reuse."}, {"verb": "retrieval-triggers-and-reuse.review-promotion", "when": "When a stored solution is proposed for review or for procedural use; a different worker or a person."}, {"verb": "retrieval-triggers-and-reuse.record-saved-need", "when": "When a lookup finds nothing suitable."}, {"verb": "retrieval-triggers-and-reuse.match-arrivals", "when": "When new nouns, releases or indexed sources arrive."}, {"verb": "retrieval-triggers-and-reuse.measure-reuse", "when": "Over a window of runs; deterministic."}], "guardrails": ["A retrieved item is a prior, never proof; only the check decides a reuse.", "Loose on the task, strict on the environment.", "Nothing promotes itself, and no run is credited with reusing its own output.", "Reuse is judged by verified tasks per unit of total cost, not by how relevant results looked."], "worked_examples": [{"store": "seedpack.retrieval-triggers-and-reuse", "key": "retrieval-triggers-and-reuse.v0.1.0.reuse-checks", "version": 1, "value_sha256": "4ab910b00af9fbc0a5037c4c72f1c6021278912fea9e4b9f9b10e81405bd9e72"}, {"store": "seedpack.retrieval-triggers-and-reuse", "key": "retrieval-triggers-and-reuse.v0.1.0.example.lookup-record", "version": 1, "value_sha256": "d0a533369d636342ec1a42c061adfc309cdf42f3c700eb56eddcb558458beacf"}, {"store": "seedpack.retrieval-triggers-and-reuse", "key": "retrieval-triggers-and-reuse.v0.1.0.example.saved-need", "version": 1, "value_sha256": "19fd4c33ca14f27ea9ef41d988fc50c0c9c3f08580f5ed2e7a0e6b01454fd68a"}, {"store": "seedpack.retrieval-triggers-and-reuse", "key": "retrieval-triggers-and-reuse.v0.1.0.example.reuse-ledger", "version": 1, "value_sha256": "bb9858bd3631c48e6f06be41ecd8293c2ac57119c3bd1c2f608e5e6f235a1161"}], "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": "requires_noun", "target_id": "seedpack.retrieval-triggers-and-reuse/retrieval-triggers-and-reuse.v0.1.0.method", "target_category": "noun.skill_pack", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.retrieval-triggers-and-reuse/retrieval-triggers-and-reuse.v0.1.0.trigger-rules", "target_category": "noun.reflex_procedure", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.retrieval-triggers-and-reuse/retrieval-triggers-and-reuse.v0.1.0.sufficiency-ladder", "target_category": "noun.reflex_procedure", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.retrieval-triggers-and-reuse/retrieval-triggers-and-reuse.v0.1.0.fingerprint-rules", "target_category": "noun.reflex_procedure", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.retrieval-triggers-and-reuse/retrieval-triggers-and-reuse.v0.1.0.qualification-rules", "target_category": "noun.reflex_procedure", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.retrieval-triggers-and-reuse/retrieval-triggers-and-reuse.v0.1.0.evidence-types", "target_category": "noun.reflex_procedure", "note": ""}]}},
{"store": "seedpack.retrieval-triggers-and-reuse", "key": "retrieval-triggers-and-reuse.v0.1.0.method", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:retrieval-triggers-and-reuse", "role:method", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "method", "pack": "retrieval-triggers-and-reuse", "pack_version": "0.1.0", "title": "How lookups, reuse, qualification and saved needs fit together", "category_reason": "A reusable procedure with guardrails, followed by every verb in this pack.", "lifecycle": ["look-up-first applies the triggers and searches cheapest first, recording where it looked and the rung that answered.", "try-reuse materializes a matched solution in a copy, lets the check decide and rolls back on a miss.", "When generation was needed and the run verified, qualify-solution stores a body only if it regenerates the result alone.", "review-promotion, by a different worker or a person, moves a solution to reviewed or, with two verified instances, to procedural.", "When nothing fit, record-saved-need keeps the unmet need; match-arrivals checks new arrivals against it.", "measure-reuse counts verified work per unit of cost over a window, against a baseline."], "rules": ["Find the binding constraint first. Better search in front of a failing step improves nothing.", "A saved need improves the system while it is idle, because the world changes underneath it.", "Failures are stored too, under the same fingerprint, so refuted work is skipped instead of rediscovered.", "Prefer a resolver for a class of failure that abstains when it does not apply over a cached answer for one task.", "Workers create nouns and propose verbs; they never enqueue."], "follow_ups": {"survey": "prior-art-and-alternatives.survey-existing", "finding": "findings-to-fixes.record-finding"}, "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.retrieval-triggers-and-reuse", "key": "retrieval-triggers-and-reuse.v0.1.0.trigger-rules", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.reflex_procedure", "pack:retrieval-triggers-and-reuse", "role:trigger_rules", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.reflex_procedure", "role": "trigger_rules", "pack": "retrieval-triggers-and-reuse", "pack_version": "0.1.0", "title": "When a worker must look up before generating", "category_reason": "A zero-call deterministic rule set: the same request and records fire the same triggers.", "look_up_first_when": ["A new noun would be written: search the team's nouns for the same role and terms first.", "The task's fingerprint has earlier verified outcomes at any level.", "The failure signature was seen before, including a recorded refutation or do-not-use tombstone.", "The request names a tool, package, dataset or model that may already have a card.", "The request is to build something reusable: survey what exists before building.", "An open saved need has the same shape as the request."], "skip_lookup_when": ["The answer is already in the packet the step received.", "Lookups for this kind of step did not pay over a measured window; record the skip and its evidence."], "order": "Cheapest first: what is at hand, the team's nouns, qualified solutions and tombstones, this library, then outside catalogs.", "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.retrieval-triggers-and-reuse", "key": "retrieval-triggers-and-reuse.v0.1.0.sufficiency-ladder", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.reflex_procedure", "pack:retrieval-triggers-and-reuse", "role:sufficiency_ladder", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.reflex_procedure", "role": "sufficiency_ladder", "pack": "retrieval-triggers-and-reuse", "pack_version": "0.1.0", "title": "From what is at hand to new research, cheapest first", "category_reason": "A deterministic escalation order with a derived threshold.", "rungs": [{"rung": "at_hand", "means": "The packet and state already answer it."}, {"rung": "retrieved", "means": "An existing noun answers as is."}, {"rung": "configured", "means": "An existing noun answers with settings changed."}, {"rung": "composed", "means": "Existing nouns combined answer it."}, {"rung": "modified", "means": "An existing noun changed in place answers it."}, {"rung": "generated", "means": "Nothing fits; new work is generated."}, {"rung": "research_needed", "means": "Generating needs knowledge nobody holds; propose research."}, {"rung": "abstained", "means": "Every route was tried on this fingerprint class with no verified outcome; say so and spend the allowance elsewhere."}], "ladder_rule": "Keep trying the cheaper rung while its success rate is at least its cost divided by the next rung's cost. Derive the threshold from measured costs; do not tune it by feel.", "record": "Every lookup records the rung that answered, so the rates behind the rule exist.", "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.retrieval-triggers-and-reuse", "key": "retrieval-triggers-and-reuse.v0.1.0.fingerprint-rules", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.reflex_procedure", "pack:retrieval-triggers-and-reuse", "role:fingerprint_rules", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.reflex_procedure", "role": "fingerprint_rules", "pack": "retrieval-triggers-and-reuse", "pack_version": "0.1.0", "title": "Fingerprints that are loose on the task and strict on the environment", "category_reason": "Deterministic fingerprint construction and backoff rules.", "step_key": "The procedure digest, the state slice digest and the observation digest of a step.", "levels": [{"level": "exact", "keys": "step kind, check, failure class and files touched"}, {"level": "source_failure", "keys": "source, check family and failure class"}, {"level": "family_failure", "keys": "check family and failure class"}, {"level": "family", "keys": "check family"}, {"level": "global", "keys": "everything"}], "selection": "Use the most specific level with at least two verified outcomes, and record which level answered.", "loose_and_strict": "Match the task loosely, because a wrong match costs one check run and a rollback. Match the environment exactly: runner version, model tier, interpreter and installed packages.", "statistics": ["Smooth small counts so one success in one try is not read as certainty.", "Scope every rate to an environment fingerprint; when the environment changes, earlier rates describe another system.", "A crashed or unrecorded run is not counted."], "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.retrieval-triggers-and-reuse", "key": "retrieval-triggers-and-reuse.v0.1.0.qualification-rules", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.reflex_procedure", "pack:retrieval-triggers-and-reuse", "role:qualification_rules", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.reflex_procedure", "role": "qualification_rules", "pack": "retrieval-triggers-and-reuse", "pack_version": "0.1.0", "title": "What a solution must survive before it is stored for reuse", "category_reason": "Deterministic qualification and promotion bars.", "steps": ["Distill a script or resolver that regenerates the result, as its own step; asking the solving step to also write one does not work reliably.", "Delete the deliverables.", "Replay the body alone in a clean copy.", "The check must pass again, or the body is refused.", "Recitation guard: refuse a body whose literals hold three or more numbers that appear in the deliverable but in no input.", "Store the body by digest with its constraints, its check, its fingerprint and the lookup that came before it."], "memory_bars": {"episodic": "a completed run", "semantic": "review by someone other than the producer", "procedural": "two or more verified instances"}, "separation": "Producer, reviewer and promoter are different. A run never promotes its own lesson and is never credited with reusing what it produced itself.", "resolvers": "A resolver abstains when it does not apply; one that guesses is refused.", "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": []}},
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