{"format": "ta-amps.seed-pack.nouns.v1", "pack_id": "brainstorm-chunking-and-situation-miner", "status": "proposal_only", "records": [ {"store": "seedpack.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.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:brainstorm-chunking-and-situation-miner", "role:pack", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "pack", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "A collection of nouns and verbs for deduplicating noisy raw notes and mining seed-pack situations", "lets_workers": "Collapse accidental multi-paste repeats in raw notes, split canonical text into SHA-256-addressed chunks, extract actor-problem-constraint situations, and rank candidate seed-pack categories by unmet demand.", "not_for": "Deleting original user notes or admitting new seed packs without human review.", "flow": [{"verb": "brainstorm-chunking-and-situation-miner.deduplicate-raw-notes", "when": "First: split inline or block repeats and collapse duplicates."}, {"verb": "brainstorm-chunking-and-situation-miner.chunk-canonical-notes", "when": "Segment deduplicated blocks into content-addressed chunks."}, {"verb": "brainstorm-chunking-and-situation-miner.extract-real-world-situations", "when": "Distill chunks into concrete actor-problem-constraint situations."}, {"verb": "brainstorm-chunking-and-situation-miner.score-category-coverage-gaps", "when": "Rank candidate categories against existing pack counts."}], "guardrails": [{"store": "seedpack.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.guardrail.preserve-unique-passages", "version": 1, "value_sha256": "f42951babe8afcdce10e0a589ec9f163cb4b7992eff760c34bb9d44bee65e8e3"}, {"store": "seedpack.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.guardrail.content-addressed-chunks", "version": 1, "value_sha256": "d0a5ea73d4b758261a332be052926d3bcefc3de7e8642553e2b7252fa61a1c77"}], "tool": {"store": "seedpack.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.tool.brainstorm-miner", "version": 1, "value_sha256": "d100fe747d7118af80b7b5041f618428c81f57061e03152ea59b72bf255135ea"}, "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.brainstorm-chunking-and-situation-miner/brainstorm-chunking-and-situation-miner.v0.1.0.method", "target_category": "noun.skill_pack", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.brainstorm-chunking-and-situation-miner/brainstorm-chunking-and-situation-miner.v0.1.0.guardrail.preserve-unique-passages", "target_category": "noun.skill_pack", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.brainstorm-chunking-and-situation-miner/brainstorm-chunking-and-situation-miner.v0.1.0.guardrail.content-addressed-chunks", "target_category": "noun.skill_pack", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.brainstorm-chunking-and-situation-miner/brainstorm-chunking-and-situation-miner.v0.1.0.rules.shingle-dedup-and-gap-math", "target_category": "noun.reflex_procedure", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.brainstorm-chunking-and-situation-miner/brainstorm-chunking-and-situation-miner.v0.1.0.tool.brainstorm-miner", "target_category": "noun.code_node", "note": ""}, {"relation": "requires_noun", "target_id": "seedpack.brainstorm-chunking-and-situation-miner/brainstorm-chunking-and-situation-miner.v0.1.0.template.category-gap-report", "target_category": "noun.eval_run", "note": ""}]}}, {"store": "seedpack.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.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:brainstorm-chunking-and-situation-miner", "role:method", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "method", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "Method: split tandem repeats first, hash canonical chunks, then score category gaps", "category_reason": "Shared four-step procedure governing raw-note intake and situation clustering.", "lifecycle": ["deduplicate-raw-notes locates left-maximal 6-word repeat anchors to split inline pastes before Jaccard collapse.", "chunk-canonical-notes splits unique blocks on headings and weighted rubric lines with SHA-256 digests.", "extract-real-world-situations binds each chunk to an operational actor, problem, and constraint.", "score-category-coverage-gaps computes demand_score / (1 + existing_pack_count) and runs mining-checks."], "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.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.guardrail.preserve-unique-passages", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:brainstorm-chunking-and-situation-miner", "role:guardrail", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "guardrail", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "Guardrail: never drop unique trailing or interleaved passages during paste collapse", "rule": "Tandem paste splitting cuts at both repeat starts and the end of the final matched span so trailing unique notes remain separate blocks.", "how_it_is_checked": "split_repeated_pastes adds p + match_len cuts and unit tests verify unique epilogue retention.", "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.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.guardrail.content-addressed-chunks", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.skill_pack", "pack:brainstorm-chunking-and-situation-miner", "role:guardrail", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.skill_pack", "role": "guardrail", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "Guardrail: every mined situation cites a SHA-256-addressed chunk", "rule": "No situation or category gap score is emitted without source_chunk_id and 64-hex source_chunk_sha256.", "how_it_is_checked": "mining-checks enforces 64-hex SHA-256 digests on raw notes and chunks.", "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.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.rules.shingle-dedup-and-gap-math", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.reflex_procedure", "pack:brainstorm-chunking-and-situation-miner", "role:rules", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.reflex_procedure", "role": "rules", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "Deterministic rules for inline paste splitting, 5-word shingle Jaccard, and gap scoring", "inline_paste_split": "6-word lowercase anchor tuples with left-maximal extension >= 16 words mark paste boundaries even without blank lines.", "near_duplicate_rule": "Blocks with normalized 5-word shingle Jaccard >= 0.85 collapse into the earliest canonical block.", "gap_score_formula": "gap_score = round(demand_score / (1 + existing_pack_count), 4).", "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.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.template.dedup-summary", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:brainstorm-chunking-and-situation-miner", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "template", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "Template: raw-note paste deduplication summary", "describes": "block counts, compression ratio, and canonical digests after paste collapse", "schema": {"type": "object", "additionalProperties": false, "required": ["raw_sha256", "raw_block_count", "unique_block_count", "compression_ratio"], "properties": {"raw_sha256": {"type": "string", "pattern": "^[0-9a-f]{64}$"}, "raw_block_count": {"type": "integer", "minimum": 1}, "unique_block_count": {"type": "integer", "minimum": 1}, "compression_ratio": {"type": "string", "minLength": 3, "maxLength": 32}}}, "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.template.content-chunk", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.public_source", "pack:brainstorm-chunking-and-situation-miner", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.public_source", "role": "template", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "Template: content-addressed semantic note chunk", "describes": "one deduplicated section chunk with SHA-256 digest and token estimate", "schema": {"type": "object", "additionalProperties": false, "required": ["chunk_id", "title", "text_sha256", "byte_length", "token_estimate"], "properties": {"chunk_id": {"type": "string", "minLength": 3, "maxLength": 80}, "title": {"type": "string", "minLength": 1, "maxLength": 160}, "text_sha256": {"type": "string", "pattern": "^[0-9a-f]{64}$"}, "byte_length": {"type": "integer", "minimum": 1}, "token_estimate": {"type": "integer", "minimum": 1}}}, "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.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.template.situation-record", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.seed_hypothesis", "pack:brainstorm-chunking-and-situation-miner", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.seed_hypothesis", "role": "template", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "Template: real-world situation linked to a source chunk", "describes": "an operational situation naming actor, trigger problem, constraint, and candidate category", "schema": {"type": "object", "additionalProperties": false, "required": ["situation_id", "source_chunk_id", "source_chunk_sha256", "category_id", "actor", "problem", "constraint"], "properties": {"situation_id": {"type": "string", "minLength": 3, "maxLength": 80}, "source_chunk_id": {"type": "string", "minLength": 3, "maxLength": 80}, "source_chunk_sha256": {"type": "string", "pattern": "^[0-9a-f]{64}$"}, "category_id": {"type": "string", "minLength": 3, "maxLength": 80}, "actor": {"type": "string", "minLength": 3, "maxLength": 200}, "problem": {"type": "string", "minLength": 5, "maxLength": 300}, "constraint": {"type": "string", "minLength": 5, "maxLength": 300}}}, "status": "proposal", "admission": "not_admitted", "content_kind": "authored_guidance", "license": "MIT", "provenance": {"source": "original ta-amps authored proposal", "license": "MIT", "generator": "scripts/build_packs.py", "independently_verified": false}, "dimensions": {"determinism": 0.0, "evidence_grounding": 0.0, "token_efficiency": 0.0, "safety_compliance": 0.0, "verification_tier": "unverified"}, "dimension_basis": {"measured": false, "method": "unmeasured_floor", "reason": "Tessera requires these axes, so each is set to its lowest value and the tier is unverified. No quality is claimed. Replace them only with measured values and the evidence that produced them."}, "relations": []}}, {"store": "seedpack.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.template.category-gap-report", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.eval_run", "pack:brainstorm-chunking-and-situation-miner", "role:template", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.eval_run", "role": "template", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "Template: ranked seed-pack category gap report", "describes": "ranked category demand and coverage gap scores backed by content-addressed chunks", "schema": {"type": "object", "additionalProperties": false, "required": ["raw_sha256", "compression_ratio", "ranked_category_gaps"], "properties": {"raw_sha256": {"type": "string", "pattern": "^[0-9a-f]{64}$"}, "compression_ratio": {"type": "string", "minLength": 3, "maxLength": 32}, "ranked_category_gaps": {"type": "array", "minItems": 1, "maxItems": 50, "items": {"type": "object", "additionalProperties": false, "required": ["category_id", "demand_score", "existing_pack_count", "gap_score"], "properties": {"category_id": {"type": "string", "minLength": 3, "maxLength": 80}, "demand_score": {"type": "number", "minimum": 0}, "existing_pack_count": {"type": "integer", "minimum": 0}, "gap_score": {"type": "number", "minimum": 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.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.mining-checks", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.benchmark_suite", "pack:brainstorm-chunking-and-situation-miner", "role:record_checks", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.benchmark_suite", "role": "record_checks", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "Deterministic checks for brainstorm chunking and category gap reports", "fixture_kind": "finding_checks", "purpose": "Deterministic checks every brainstorm chunking and situation mining report must pass.", "deterministic_checks": [{"id": "raw-digest-pinned", "rule": {"rule": "pattern_present", "path": "raw_sha256", "pattern": "^[0-9a-f]{64}$"}, "why": "Every mining report pins the SHA-256 digest of the raw input notes."}, {"id": "chunks-have-hashes", "rule": {"rule": "each_has", "path": "chunks", "fields": ["chunk_id", "title", "text_sha256"], "min": 1}, "why": "Every emitted chunk carries a stable identifier, title, and SHA-256 digest."}, {"id": "gaps-have-scores", "rule": {"rule": "each_has", "path": "ranked_category_gaps", "fields": ["category_id", "gap_score"], "min": 1}, "why": "Candidate categories must carry explicit numeric gap scores."}, {"id": "hosts-local", "rule": {"rule": "hosts_local_only", "path": "$"}, "why": "Local mining fixtures must not embed external network endpoints."}], "golden_fixtures": [{"id": "good-mined-report", "label": "known_good", "finding": {"raw_sha256": "67ece36218fe62d947bc0025a60c3162091a3d984377dc3769dd56799d5fc3e5", "compression_ratio": "14:1", "chunks": [{"chunk_id": "chunk.impact", "title": "Impact", "text_sha256": "34de1e98f4333b10043f63cbee6e2a54b5e82dac687a39c89746954a539b7650"}], "ranked_category_gaps": [{"category_id": "cat.submission-rubric-and-repo-readiness", "gap_score": 4.5}]}}, {"id": "bad-missing-chunk-digest", "label": "known_bad", "finding": {"raw_sha256": "67ece36218fe62d947bc0025a60c3162091a3d984377dc3769dd56799d5fc3e5", "chunks": [{"chunk_id": "chunk.impact", "title": "Impact", "text_sha256": ""}], "ranked_category_gaps": [{"category_id": "cat.submission-rubric-and-repo-readiness", "gap_score": 4.5}]}}, {"id": "bad-external-url", "label": "known_bad", "finding": {"raw_sha256": "67ece36218fe62d947bc0025a60c3162091a3d984377dc3769dd56799d5fc3e5", "chunks": [{"chunk_id": "chunk.impact", "title": "See https://tracker.example.org/notes", "text_sha256": "34de1e98f4333b10043f63cbee6e2a54b5e82dac687a39c89746954a539b7650"}], "ranked_category_gaps": [{"category_id": "cat.submission-rubric-and-repo-readiness", "gap_score": 4.5}]}}], "expected": {"good-mined-report": {"verdict": "pass", "failed_checks": []}, "bad-missing-chunk-digest": {"verdict": "fail", "failed_checks": ["chunks-have-hashes"]}, "bad-external-url": {"verdict": "fail", "failed_checks": ["hosts-local"]}}, "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.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.tool.brainstorm-miner", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.code_node", "pack:brainstorm-chunking-and-situation-miner", "role:tool_card", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.code_node", "role": "tool_card", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "Tool card: brainstorm_miner standard-library CLI and library", "name": "brainstorm_miner", "code": {"path": "packs/brainstorm-chunking-and-situation-miner/code", "files": 6, "sha256": "7d7c1df3ad623f7c5c49ef4738cc0635dff43e632644acd2bbeb66d9738d2cc9"}, "runtime": "Python 3.10 or later, standard library only.", "commands": ["python3 -m brainstorm_miner dedup RAW_NOTES.txt", "python3 -m brainstorm_miner chunk RAW_NOTES.txt", "python3 -m brainstorm_miner mine RAW_NOTES.txt [--near-dup-threshold 0.85]"], "does": ["Splits inline concatenated multi-pastes and collapses exact and 5-word shingle near-duplicates.", "Emits SHA-256-addressed chunks, real-world situations, and ranked category gap scores."], "does_not": ["Make network requests, invoke external models, or overwrite the input notes file."], "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.brainstorm-chunking-and-situation-miner/brainstorm-chunking-and-situation-miner.v0.1.0.rules.shingle-dedup-and-gap-math", "target_category": "noun.reflex_procedure", "note": ""}]}}, {"store": "seedpack.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.source.broder-shingling", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.public_source", "pack:brainstorm-chunking-and-situation-miner", "role:source", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.public_source", "role": "source", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "Broder (1997): On the resemblance and containment of documents", "url": "https://doi.org/10.1109/SEQUEN.1997.666900", "checked_on": "2026-10-31", "provides": "Word-shingle Jaccard resemblance and containment foundations for near-duplicate detection.", "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.brainstorm-chunking-and-situation-miner", "key": "brainstorm-chunking-and-situation-miner.v0.1.0.source.rfc6234-sha256", "expected_version": 0, "producer_surface": "surface:tessera", "visibility_scope": "surface_only", "allowed_surfaces": [], "target_cohorts": ["all"], "tags": ["category:noun.public_source", "pack:brainstorm-chunking-and-situation-miner", "role:source", "content:authored", "spdx:MIT", "status:quarantined"], "value": {"category_id": "noun.public_source", "role": "source", "pack": "brainstorm-chunking-and-situation-miner", "pack_version": "0.1.0", "title": "IETF RFC 6234: US Secure Hash Algorithms (SHA and SHA-based HMAC and HKDF)", "url": "https://datatracker.ietf.org/doc/html/rfc6234", "checked_on": "2026-10-31", "provides": "SHA-256 digest specification used to address canonical blocks and chunks.", "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. 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