{"format": "ta-amps.seed-pack.nouns.v1", "pack_id": "cost-optimization", "status": "proposal_only", "records": [ {"store": "seedpack.cost-optimization", "key": "cost-optimization.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:cost-optimization", "role:pack", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "pack", "pack": "cost-optimization", "pack_version": "0.1.0", "title": "A collection of nouns and verbs for finding and measuring cost savings", "lets_workers": "Find where a project's money goes and how to spend less without breaking anything: build a ledger from supplied usage and dated prices, propose savings with their arithmetic, measure the promising ones before and after, and recommend changes for the owner to make.", "flow": [{"verb": "cost-optimization.inventory-costs", "when": "First, from usage and invoices the requester supplied."}, {"verb": "cost-optimization.price-check", "when": "For ledger lines without a dated price."}, {"verb": "cost-optimization.propose-savings", "when": "After the ledger exists."}, {"verb": "cost-optimization.measure-saving", "when": "For savings worth confirming; two runs each, before and after."}, {"verb": "cost-optimization.recommend", "when": "After measurements, or directly for obvious estimates labeled as such."}, {"verb": "cost-optimization.review-recommendation", "when": "Last, by a different worker."}], "relationship": "Repository review's cost family finds cost questions in code; this pack goes deeper with ledgers and measurements.", "rules": ["Never change plans, settings, resources or model choices. Recommendations are for the owner to act on.", "Read only usage and invoices the requester supplied or exported. Do not open billing dashboards or credential files.", "Keep the caller's chosen model and output settings. A cheaper setting is a trade-off to measure, not a default."], "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.cost-optimization/cost-optimization.v0.1.0.method", "target_category": "noun.skill_pack", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.cost-optimization/cost-optimization.v0.1.0.template.cost-ledger", "target_category": "noun.eval_run", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.cost-optimization/cost-optimization.v0.1.0.template.price-card", "target_category": "noun.public_source", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.cost-optimization/cost-optimization.v0.1.0.template.saving-hypothesis", "target_category": "noun.seed_hypothesis", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.cost-optimization/cost-optimization.v0.1.0.template.saving-result", "target_category": "noun.eval_run", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.cost-optimization/cost-optimization.v0.1.0.template.recommendation", "target_category": "noun.seed_hypothesis", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.cost-optimization/cost-optimization.v0.1.0.template.review", "target_category": "noun.eval_run", "note": ""}]}}, {"store": "seedpack.cost-optimization", "key": "cost-optimization.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:cost-optimization", "role:method", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "method", "pack": "cost-optimization", "pack_version": "0.1.0", "title": "Cost method: separate billed, measured, estimated and credit", "category_reason": "A reusable method with its guardrails, used by every verb in this pack.", "rules": ["Keep four kinds of numbers apart: billed (from an invoice), measured (from usage counters), estimated (arithmetic on stated assumptions) and credit.", "Every price has a source URL and the date it was read; plans and prices change.", "Unknown amounts stay null; never fill a gap with zero.", "A saving counts only if quality, reliability and security hold; measure them with the same runs.", "Keep the caller's chosen model and output settings. A cheaper setting is a trade-off to measure, not a default.", "Never change plans, settings, resources or model choices. Recommendations are for the owner to act on.", "Read only usage and invoices the requester supplied or exported. Do not open billing dashboards or credential files."], "measurement": {"store": "seedpack.evaluation-design", "key": "evaluation-design.v0.1.0.method", "version": 1, "value_sha256": "436329f710d068a71b3e6f7252a8f4ff875bda0d6eac92424526cb5712be11db"}, "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.evaluation-design/evaluation-design.v0.1.0.method", "target_category": "noun.skill_pack", "note": ""}]}}, {"store": "seedpack.cost-optimization", "key": "cost-optimization.v0.1.0.template.cost-ledger", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:cost-optimization", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "template", "pack": "cost-optimization", "pack_version": "0.1.0", "title": "Template: a cost ledger for one period: each line's unit, quantity, price, amount, basis and source", "category_reason": "A ledger is a null-honest scorecard of spend with its sources.", "describes": "a cost ledger for one period: each line's unit, quantity, price, amount, basis and source", "schema": {"type": "object", "additionalProperties": false, "required": ["period", "currency", "lines", "total_by_basis"], "properties": {"period": {"type": "object", "additionalProperties": false, "required": ["start", "end"], "properties": {"start": {"type": "string", "pattern": "^[0-9]{4}-[0-9]{2}-[0-9]{2}", "maxLength": 40}, "end": {"type": "string", "pattern": "^[0-9]{4}-[0-9]{2}-[0-9]{2}", "maxLength": 40}}}, "currency": {"type": "string", "minLength": 3, "maxLength": 3, "pattern": "^[A-Z]{3}$"}, "lines": {"type": "array", "minItems": 1, "maxItems": 200, "items": {"type": "object", "additionalProperties": false, "required": ["service", "unit", "quantity", "unit_price", "amount", "basis", "source"], "properties": {"service": {"type": "string", "minLength": 1, "maxLength": 120}, "unit": {"type": "string", "minLength": 1, "maxLength": 80}, "quantity": {"type": ["number", "null"]}, "unit_price": {"type": ["number", "null"]}, "amount": {"type": ["number", "null"]}, "basis": {"type": "string", "enum": ["billed", "measured", "estimated", "credit"]}, "source": {"type": "string", "minLength": 1, "maxLength": 300}, "price_card_ref": {"type": "string", "minLength": 0, "maxLength": 300}}}}, "total_by_basis": {"type": "object", "additionalProperties": false, "required": ["billed", "measured", "estimated", "credit"], "properties": {"billed": {"type": ["number", "null"]}, "measured": {"type": ["number", "null"]}, "estimated": {"type": ["number", "null"]}, "credit": {"type": ["number", "null"]}}}}}, "rules": ["Totals are kept per basis, never mixed.", "A line without a price has amount null."], "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.cost-optimization", "key": "cost-optimization.v0.1.0.template.price-card", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.public_source", "pack:cost-optimization", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.public_source", "role": "template", "pack": "cost-optimization", "pack_version": "0.1.0", "title": "Template: one dated price from a provider's public pricing page", "category_reason": "A price card is a dated snapshot of a public source.", "describes": "one dated price from a provider's public pricing page", "schema": {"type": "object", "additionalProperties": false, "required": ["provider", "item", "unit", "price", "currency", "plan", "source_url", "read_at"], "properties": {"provider": {"type": "string", "minLength": 1, "maxLength": 120}, "item": {"type": "string", "minLength": 1, "maxLength": 200}, "unit": {"type": "string", "minLength": 1, "maxLength": 80}, "price": {"type": ["number", "null"], "minimum": 0}, "unknown_reason": {"type": "string", "minLength": 0, "maxLength": 300}, "currency": {"type": "string", "minLength": 3, "maxLength": 3, "pattern": "^[A-Z]{3}$"}, "plan": {"type": "string", "minLength": 1, "maxLength": 120}, "source_url": {"type": "string", "minLength": 1, "maxLength": 400, "pattern": "^https://"}, "read_at": {"type": "string", "pattern": "^[0-9]{4}-[0-9]{2}-[0-9]{2}", "maxLength": 40}, "notes": {"type": "string", "minLength": 0, "maxLength": 300}}}, "rules": ["read_at is the date the page was read.", "A price that is not public is null with unknown_reason; prices behind a login are out of scope."], "example": {"provider": "SYNTHETIC cloud", "item": "rows written", "unit": "1 million rows", "price": 1.0, "currency": "USD", "plan": "SYNTHETIC paid plan", "source_url": "https://example.invalid/synthetic/pricing", "read_at": "2026-10-29"}, "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.cost-optimization", "key": "cost-optimization.v0.1.0.template.saving-hypothesis", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.seed_hypothesis", "pack:cost-optimization", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.seed_hypothesis", "role": "template", "pack": "cost-optimization", "pack_version": "0.1.0", "title": "Template: a proposed saving with its arithmetic, risks and how to measure it", "category_reason": "A saving hypothesis is a falsifiable prediction that measurement confirms or refutes.", "describes": "a proposed saving with its arithmetic, risks and how to measure it", "schema": {"type": "object", "additionalProperties": false, "required": ["change", "expected_saving", "arithmetic", "risks", "measure_with"], "properties": {"change": {"type": "string", "minLength": 1, "maxLength": 400}, "expected_saving": {"type": "object", "additionalProperties": false, "required": ["amount", "currency", "period", "basis"], "properties": {"amount": {"type": "number", "minimum": 0}, "currency": {"type": "string", "minLength": 3, "maxLength": 3}, "period": {"type": "string", "minLength": 1, "maxLength": 40}, "basis": {"type": "string", "enum": ["estimated"]}}}, "arithmetic": {"type": "string", "minLength": 1, "maxLength": 600}, "risks": {"type": "array", "minItems": 1, "maxItems": 8, "items": {"type": "string", "minLength": 1, "maxLength": 300}}, "measure_with": {"type": "string", "minLength": 1, "maxLength": 400}, "reversible": {"type": "boolean"}}}, "rules": ["expected_saving is always an estimate until measured.", "Name every risk to quality, reliability or security."], "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.cost-optimization", "key": "cost-optimization.v0.1.0.template.saving-result", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:cost-optimization", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "template", "pack": "cost-optimization", "pack_version": "0.1.0", "title": "Template: a before-and-after measurement of one saving", "category_reason": "A saving result is a measured run comparison.", "describes": "a before-and-after measurement of one saving", "schema": {"type": "object", "additionalProperties": false, "required": ["hypothesis_ref", "before", "after", "runs", "saving", "quality_held", "notes"], "properties": {"hypothesis_ref": {"type": "string", "minLength": 1, "maxLength": 300}, "before": {"type": "object", "additionalProperties": false, "required": ["amount", "unit", "basis"], "properties": {"amount": {"type": ["number", "null"]}, "unit": {"type": "string", "minLength": 1, "maxLength": 80}, "basis": {"type": "string", "enum": ["billed", "measured", "estimated", "credit"]}}}, "after": {"type": "object", "additionalProperties": false, "required": ["amount", "unit", "basis"], "properties": {"amount": {"type": ["number", "null"]}, "unit": {"type": "string", "minLength": 1, "maxLength": 80}, "basis": {"type": "string", "enum": ["billed", "measured", "estimated", "credit"]}}}, "runs": {"type": "integer", "minimum": 2, "maximum": 10}, "saving": {"type": ["number", "null"]}, "quality_held": {"type": ["boolean", "null"]}, "notes": {"type": "string", "minLength": 1, "maxLength": 600}}}, "rules": ["At least two runs for before and after.", "quality_held null means it was not measured."], "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.cost-optimization", "key": "cost-optimization.v0.1.0.template.recommendation", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.seed_hypothesis", "pack:cost-optimization", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.seed_hypothesis", "role": "template", "pack": "cost-optimization", "pack_version": "0.1.0", "title": "Template: recommended changes for the owner, each with saving, evidence and trade-offs", "category_reason": "A recommendation is a falsifiable claim about what will save money.", "describes": "recommended changes for the owner, each with saving, evidence and trade-offs", "schema": {"type": "object", "additionalProperties": false, "required": ["items", "adoption_authorized"], "properties": {"items": {"type": "array", "minItems": 1, "maxItems": 10, "items": {"type": "object", "additionalProperties": false, "required": ["change", "recommendation", "saving", "evidence", "trade_offs"], "properties": {"change": {"type": "string", "minLength": 1, "maxLength": 300}, "recommendation": {"type": "string", "enum": ["do", "measure_first", "no_change"]}, "saving": {"type": "object", "additionalProperties": false, "required": ["amount", "basis"], "properties": {"amount": {"type": ["number", "null"]}, "basis": {"type": "string", "enum": ["measured", "estimated"]}}}, "evidence": {"type": "array", "minItems": 1, "maxItems": 8, "items": {"type": "string", "minLength": 1, "maxLength": 300}}, "trade_offs": {"type": "string", "minLength": 1, "maxLength": 400}}}}, "adoption_authorized": {"type": "boolean", "enum": [false]}}}, "rules": ["adoption_authorized is always false.", "do needs a measured saving or a trivially safe change."], "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.cost-optimization", "key": "cost-optimization.v0.1.0.template.review", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:cost-optimization", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "template", "pack": "cost-optimization", "pack_version": "0.1.0", "title": "Template: an independent review of a recommendation", "category_reason": "A review is a verification run.", "describes": "an independent review of a recommendation", "schema": {"type": "object", "additionalProperties": false, "required": ["checked", "verdict", "reasons"], "properties": {"checked": {"type": "array", "minItems": 1, "maxItems": 20, "items": {"type": "object", "additionalProperties": false, "required": ["item", "result"], "properties": {"item": {"type": "string", "minLength": 1, "maxLength": 300}, "result": {"type": "string", "enum": ["upheld", "disputed"]}, "note": {"type": "string", "minLength": 0, "maxLength": 300}}}}, "verdict": {"type": "string", "enum": ["accept", "revise", "reject"]}, "reasons": {"type": "array", "minItems": 1, "maxItems": 8, "items": {"type": "string", "minLength": 1, "maxLength": 300}}}}, "rules": ["The reviewer did not write the recommendation."], "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": []}} ]}