[93m[1m! [0m agent "general" is a subagent, not a primary agent. Falling back to default agent
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\"/Users/michelkerkmeester/MEGA/Development/Code_Environment/Public/.opencode/specs/system-spec-kit/026-graph-and-context-optimization/000-release-cleanup/001-memory-terminology/spec.md\",\n        \"title\": \"Feature Specification: Memory→Behavioral Phrasing Audit [system-spec-kit/026-graph-and-context-optimization/000-release-...\",\n        \"similarity\": 82.05,\n        \"isConstitutional\": false,\n        \"importanceTier\": \"important\",\n        \"triggerPhrases\": [],\n        \"createdAt\": \"2026-04-26T14:30:11.922Z\",\n        \"isChunk\": false,\n        \"parentId\": null,\n        \"chunkIndex\": null,\n        \"chunkLabel\": null,\n        \"chunkCount\": null,\n        \"contentSource\": \"file_read_fallback\",\n        \"trustBadges\": {\n          \"confidence\": 0.5,\n          \"extractionAge\": \"today\",\n          \"lastAccessAge\": \"never\",\n          \"orphan\": true,\n          \"weightHistoryChanged\": false\n        },\n        \"content\": \"---\\ntitle: \\\"Feature Specification: Memory→Behavioral Phrasing Audit [system-spec-kit/026-graph-and-context-optimization/000-release-cleanup/001-memory-terminology/spec]\\\"\\ndescription: \\\"Phrasing pass across user-visible surfaces. Where docs say 'memories' / 'load recent memories' / 'save your memory', replace with concrete behavioral language that names what the system actually loads, saves, and retrieves (spec-doc records, indexed continuity, constitutional rules, packet folders). No command names, no MCP tool names, no SQL tables, no frontmatter keys, no behavior changes — pure phrasing across markdown docs, MCP tool description strings, and runtime output messages.\\\"\\ntemplate_source_hint: \\\"<!-- SPECKIT_TEMPLATE_SOURCE: spec-core + level2-verify | v2.2 -->\\\"\\ntrigger_phrases:\\n  - \\\"memory phrasing audit\\\"\\n  - \\\"load recent memories rephrase\\\"\\n  - \\\"memory documentation cleanup\\\"\\n  - \\\"behavioral language pass\\\"\\n  - \\\"spec doc phrasing\\\"\\n  - \\\"tool description phrasing\\\"\\n  - \\\"runtime output specificity\\\"\\nimportance_tier: \\\"important\\\"\\ncontextType: \\\"implementation\\\"\\n_memory:\\n  continuity:\\n    packet_pointer: \\\"system-spec-kit/026-graph-and-context-optimization/000-release-cleanup/001-memory-terminology\\\"\\n    last_updated_at: \\\"2026-04-26T11:25:00Z\\\"\\n    last_updated_by: \\\"claude-opus-4-7\\\"\\n    recent_action: \\\"Pivoted scope from rename to phrasing-audit-only; archived prior rename-shaped 10-iteration deep research to research_archive/rename-pivot-2026-04-26-pt-01/; rewrote spec.md and dropped phrasing-audit.md with concrete current→proposed grid\\\"\\n    next_safe_action: \\\"Review phrasing-audit.md current→proposed grid; redline disagreements; then apply edits in 2-3 PRs grouped by surface (.md docs, tool-schemas descriptions, runtime output strings)\\\"\\n    blockers: []\\n    key_files:\\n      - \\\"spec.md\\\"\\n      - \\\"phrasing-audit.md\\\"\\n      - \\\"research_archive/rename-pivot-2026-04-26-pt-01/\\\"\\n    session_dedup:\\n      fingerprint: \\\"sha256:phrasing-audit-pivot-2026-04-26\\\"\\n      session_id: \\\"001-memory-terminology-phrasing-pivot-2026-04-26\\\"\\n      parent_session_id: null\\n    completion_pct: 25\\n    open_questions: []\\n    answered_questions: []\\n---\\n# Feature Specification: Memory→Behavioral Phrasing Audit\\n\\n<!-- SPECKIT_LEVEL: 2 -->\\n<!-- SPECKIT_TEMPLATE_SOURCE: spec-core + level2-verify | v2.2 -->\\n\\n---\\n\\n<!-- ANCHOR:metadata -->\\n## 1. METADATA\\n\\n| Field | Value |\\n|-------|-------|\\n| **Level** | 2 |\\n| **Priority** | P1 |\\n| **Status** | Draft |\\n| **Created** | 2026-04-26 |\\n| **Branch** | `026-graph-and-context-optimization` |\\n| **Parent Spec** | `../../spec.md` |\\n| **Predecessor** | `../001-release-cleanup-playbooks/spec.md` |\\n| **Successor** | TBD |\\n<!-- /ANCHOR:metadata -->\\n\\n---\\n\\n<!-- ANCHOR:problem -->\\n## 2. PROBLEM & PURPOSE\\n\\n### Problem Statement\\n\\nUser-facing prose across READMEs, skill docs, MCP tool descriptions, and runtime output strings overuses the abstract noun \\\"memory / memories\\\" where a concrete behavioral noun would be clearer. Concrete examples that already ship today:\\n\\n- `SKILL.md:623` — \\\"FSRS v4 power-law model; recent **memories** rank higher\\\" — what's a memory? An indexed spec-doc record. Reader has to guess.\\n- `references/debugging/troubleshooting.md:237` — \\\"// List recent **memories**\\\" — list what?\\n- `references/validation/decision_format.md:281` — \\\"Loaded 3 **memories**\\\" — loaded which 3? From where?\\n- `feature_catalog/feature_catalog.md:905` — \\\"the web of connections between **your memories**\\\" + \\\"memories are linked together\\\" + \\\"memories are isolated\\\" + \\\"your memories\\\" — four abstract uses in one paragraph.\\n- `tool-schemas.ts:48` (`memory_context` description) — \\\"START HERE for most **memory operations**\\\" — sent to AI agents on every tool list; the agent has to infer what \\\"memory operations\\\" means.\\n\\nThe result: new contributors (and AI agents reading tool descriptions) cannot reliably predict what each tool/doc operates on. The recent deep-research pivot (archived under `research_archive/rename-pivot-2026-04-26-pt-01/`) confirmed the problem but over-scoped the fix to a code+command+key rename. **This packet narrows the fix to phrasing only.**\\n\\n### Purpose\\n\\nReplace abstract \\\"memory/memories\\\" prose with concrete behavioral nouns that name *what the system actually loads, saves, and retrieves* — across the three user-visible surface classes (markdown prose, MCP tool descriptions, runtime output strings) — without renaming any command, tool, frontmatter key, table, file, or folder. Behavior, schemas, and APIs stay identical.\\n<!-- /ANCHOR:problem -->\\n\\n---\\n\\n<!-- ANCHOR:scope -->\\n## 3. SCOPE\\n\\n### In Scope\\n\\nThree surface classes, all user-visible:\\n\\n- **(A) Markdown prose** — `SKILL.md`, `README.md`, `INSTALL_GUIDE.md`, `ENV_REFERENCE.md`, `ARCHITECTURE.md`, `references/**/*.md`, `constitutional/README.md`, `feature_catalog/**/*.md`, `manual_testing_playbook/**/*.md`, slash-command bodies in `.opencode/commands/memory/*.md`, agent definitions in `.claude/agents/*.md` and `.opencode/agents/*.md`, `CLAUDE.md`, `AGENTS.md`, `AGENTS_Barter.md`, `AGENTS_example_fs_enterprises.md`. ~30–60 files affected.\\n- **(B1) MCP tool description strings** — the `description:` fields inside `mcp_server/tool-schemas.ts` (sent to AI agents at tool-list time; functionally documentation that lives in code). 21 tools have description strings; ~10 contain the abstract \\\"memory\\\" noun in user-misleading ways.\\n- **(B2) Runtime output strings** — formatter messages in `mcp_server/handlers/memory-*.ts` and `mcp_server/lib/.../formatters/*.ts` that produce text the user sees when a tool runs. Example: when `memory_context` returns \\\"Loaded 3 memories\\\", the message should name the 3 spec docs / packets it actually loaded.\\n\\n### Out of Scope\\n\\n- **Tool, command, frontmatter, table, file, and folder names** — `memory_search`, `memory_save`, `/memory:save`, `/memory:learn`, `_memory.continuity`, `memory_index` SQL table, `memory-search.ts` handler files, `references/memory/` folder, `scripts/dist/memory/` folder — all stay exactly as-is. The prior research output (archived) recommended a rename; the user explicitly scoped that out.\\n- Behavior, schema, and retrieval-algorithm changes.\\n- Parser-fallback infrastructure, deprecation alias matrices, glossary lint validators, pre-commit hooks. The prior research output produced a 4-PR plan optimized for a rename — none of that ships.\\n- The `.opencode/specs/**/*.md` historical corpus (1,916 files using `_memory:` frontmatter). Frontmatter keys are out of scope, so the corpus is untouched.\\n- The `mcp_server/lib/cognitive/` subsystem identifiers (Miller's-Law `working_memory` table, FSRS `*_memory_*` constants, Collins-Loftus spreading-activation terms). These are cited cognitive-science literature, not project jargon, and stay verbatim. Doc-strings inside `cognitive/` that reference *spec-kit rows passed in as parameters* (not literature) MAY be re-phrased — see phrasing-audit.md §6.\\n\\n### Files to Change (by surface)\\n\\n| Surface | Targets | Rough count | Change type |\\n|---------|---------|-------------|-------------|\\n| (A) Skill markdown | SKILL.md, top-level READMEs (4), `references/**/*.md` (20+), `constitutional/README.md`, `feature_catalog/**/*.md` (35+), `manual_testing_playbook/**/*.md`, slash-command bodies (4) | ~60 files; ~150–250 phrase replacements | Modify in place |\\n| (A) Cross-cutting markdown | CLAUDE.md, AGENTS.md, AGENTS_Barter.md, AGENTS_example_fs_enterprises.md | 4 files; ~10–20 replacements | Modify in place (synced triad must commit together; AGENTS_Barter.md is cross-repo symlink) |\\n| (A) Agent definitions | `.claude/agents/*.md`, `.opencode/agents/*.md` | ~16 files; ~10–20 replacements | Modify in place |\\n| (B1) Tool descriptions | `mcp_server/tool-schemas.ts` `description:` fields | 1 file; ~21 description strings, ~10 needing edits | Modify in place |\\n| (B2) Runtime outputs | `mcp_server/handlers/memory-*.ts` formatter messages, `mcp_server/lib/.../formatters/*.ts` | ~5–10 files; format-string edits | Modify in place |\\n\\nThe complete current→proposed phrase grid lives in **phrasing-audit.md** (sibling of this spec). That grid is the implementation phase's working document.\\n<!-- /ANCHOR:scope -->\\n\\n---\\n\\n<!-- ANCHOR:requirements -->\\n## 4. REQUIREMENTS\\n\\n### P0 — Blockers (MUST complete)\\n\\n| ID | Requirement | Acceptance Criteria |\\n|----|-------------|---------------------|\\n| REQ-001 | No tool / command / frontmatter / table / file / folder identifiers change. | `git diff` shows zero edits to identifier strings inside `tool-schemas.ts` `name:` fields, `.opencode/commands/memory/` folder name and command-frontmatter `name:` fields, `_memory:` YAML keys in any frontmatter, SQL table CREATE statements, handler filenames, `references/memory/` and `scripts/dist/memory/` folder names. |\\n| REQ-002 | Every MCP tool's `description:` string in `tool-schemas.ts` names the surface it operates on (spec docs / packet / continuity / constitutional rules / etc.) instead of using \\\"memory\\\" as the bare noun. | Reader of any tool's description can correctly answer \\\"what does this tool read or write?\\\" with a concrete file/store/category, not just \\\"memory\\\". |\\n| REQ-003 | Runtime output messages from MCP tool handlers name specific spec folders, files, or counts when applicable. \\\"Loaded 3 memories\\\" becomes \\\"Loaded 3 spec-doc records: implementation-summary.md from packet A, decision-record.md from packet B, …\\\" or equivalent. | When `memory_context()` / `memory_search()` / `memory_save()` returns successfully, its output contains at least one of: a packet path, a doc filename, an explicit record count + source folder. |\\n| REQ-004 | All \\\"your memories\\\" / \\\"your memory\\\" / \\\"the memory\\\" / \\\"a memory\\\" abstract phrasings in `.md` prose are replaced with concrete behavioral language. Verified by grep. | `grep -niE \\\"(your|the|a|an|each|every)\\\\s+memor(y\\\\|ies)\\\" .opencode/skills/system-spec-kit/**/*.md CLAUDE.md AGENTS.md` returns zero matches outside cognitive-literature contexts (`cognitive/README.md` Miller's-Law / FSRS quotes are exempt). |\\n| REQ-005 | One-paragraph Anthropic disambiguation callout ships in (a) the top-level `system-spec-kit/README.md` §1 OVERVIEW and (b) the `mcp_server/README.md` §1 OVERVIEW. The callout names both Anthropic's Claude Memory tool AND the official MCP reference `memory` server (per archived deep-research finding). | Both READMEs contain a sentence beginning \\\"Note:\\\" that names both Anthropic Claude Memory and the MCP reference `memory` server. |\\n| REQ-006 | The synced top-doc triad rule from MEMORY.md applies — any phrasing edits to `AGENTS.md` co-modify `AGENTS_Barter.md` (cross-repo symlink — commits in BOTH repos) and `AGENTS_example_fs_enterprises.md`. | Commit history shows triad parity for every PR that touches `AGENTS.md` phrasing. |\\n\\n### P1 — Required (complete OR user-approved deferral)\\n\\n| ID | Requirement | Acceptance Criteria |\\n|----|-------------|---------------------|\\n| REQ-007 | `mcp_server/lib/cognitive/` doc-strings that reference *spec-kit rows passed as parameters* (not Miller's-Law / FSRS literature) are re-phrased to \\\"spec-doc record\\\" or equivalent. JSDoc only; no code-symbol changes. | ~10 doc-line edits across `fsrs-scheduler.ts`, `prediction-error-gate.ts`, `temporal-contiguity.ts`, `adaptive-ranking.ts`. The cognitive-literature loanwords (`working_memory`, FSRS constants, spreading-activation terms) stay verbatim. |\\n| REQ-008 | `feature_catalog/feature_catalog.md` (highest-density abstract-memory surface) and `manual_testing_playbook/MANUAL_TESTING_PLAYBOOK.md` get a focused phrasing pass. | The 4 paragraphs at `feature_catalog/feature_catalog.md:905, 2663, 3362, 4208` each name what's actually being saved/connected/fingerprinted instead of using \\\"your memories\\\". Playbook scenario steps name specific spec docs / packets. |\\n<!-- /ANCHOR:requirements -->\\n\\n---\\n\\n<!-- ANCHOR:success-criteria -->\\n## 5. SUCCESS CRITERIA\\n\\n- **SC-001**: A new contributor reading SKILL.md + the four `/memory:*` slash-command bodies + the top-level READMEs can correctly predict what each command writes to and what each MCP tool reads from, without consulting source code.\\n- **SC-002**: AI agents reading tool descriptions in `tool-schemas.ts` get a concrete behavioral statement per tool (no agent-side ambiguity about \\\"memory operations\\\").\\n- **SC-003**: Runtime tool outputs include at least one specific reference (packet path, doc filename, or named-source count) whenever they describe what was loaded / saved / retrieved.\\n- **SC-004**: A reader who already uses Anthropic's Claude Memory tool or the MCP reference `memory` server cannot mistake Spec Kit Memory for either, after reading the top-level README.\\n- **SC-005**: No identifier in `tool-schemas.ts` `name:` fields, frontmatter keys, SQL tables, command names, or handler filenames is touched. Zero rename PRs.\\n<!-- /ANCHOR:success-criteria -->\\n\\n---\\n\\n<!-- ANCHOR:risks -->\\n## 6. RISKS & DEPENDENCIES\\n\\n| Type | Item | Impact | Mitigation |\\n|------|------|--------|------------|\\n| Risk | Edits to `feature_catalog/feature_catalog.md:905, 2663, 3362, 4208` are dense; easy to drift into rewriting whole paragraphs and lose the original technical content. | Medium | Use phrasing-audit.md as the working diff target; constrain replacements to the abstract noun, preserve the surrounding sentence structure. |\\n| Risk | Runtime output edits in `mcp_server/handlers/memory-*.ts` formatter messages may break snapshot tests in `mcp_server/tests/`. | Medium | Run `vitest` on every formatter touch; update snapshots in the same commit; the formatter changes are deterministic so snapshot updates are mechanical. |\\n| Risk | Synced top-doc triad cross-repo symlink (`AGENTS_Barter.md` → separate Barter repo) — partial commit if author forgets the cross-repo step. | High | Same MEMORY.md sync rule from the archived deep research applies. Commits to `AGENTS.md` MUST be paired with commits to `AGENTS_Barter.md` in the Barter repo. |\\n| Risk | Cognitive-literature loanwords (`working_memory` SQL table comments, FSRS doc-strings, Collins-Loftus spreading-activation terms) get mistakenly softened; original literature provenance is lost. | Low | REQ-007 explicitly carves these out. The phrasing-audit.md §6 lists every cognitive-subsystem identifier that must NOT be touched. |\\n| Dependency | Parent 026 phase map slot `000-release-cleanup` and predecessor `001-release-cleanup-playbooks` (closed Phase 5). | Low | This packet consumes slot `002` of `000-release-cleanup`; both prior siblings are immutable. |\\n<!-- /ANCHOR:risks -->\\n\\n---\\n\\n### Acceptance Scenarios\\n\\n**Given** a new contributor reads SKILL.md once, **when** they encounter the phrase that previously said \\\"recent memories rank higher\\\", **then** they correctly predict the system ranks recent indexed spec-doc records (or the equivalent concrete noun) higher.\\n\\n**Given** an AI agent lists available MCP tools, **when** it reads `memory_search`'s `description:` string, **then** the description names the corpus searched (indexed spec docs + constitutional rules) rather than \\\"conversation memories\\\".\\n\\n**Given** an operator runs `memory_context()`, **when** the tool returns successfully, **then** the response message names the actual packets / docs that were loaded (e.g., \\\"Loaded 3 spec-doc records from packets `026-...` and `023-...`\\\") rather than \\\"Loaded 3 memories\\\".\\n\\n**Given** a reader who knows Anthropic's Claude Memory tool reads `system-spec-kit/README.md`, **when** they reach §1 OVERVIEW, **then** a one-paragraph callout disambiguates Spec Kit Memory from both Anthropic's tool and the MCP reference `memory` server.\\n\\n**Given** a phrasing-edit PR touches `AGENTS.md`, **when** the PR is reviewed, **then** matching commits exist in `AGENTS_Barter.md` (in the Barter repo) and `AGENTS_example_fs_enterprises.md`.\\n\\n**Given** a phrasing-edit PR touches `mcp_server/handlers/memory-context.ts` formatter messages, **when** `npm run test` runs, **then** updated snapshot fixtures pass.\\n\\n**Given** the entire phrasing-audit pass is complete, **when** `git log --oneline` is reviewed, **then** zero commits rename any `memory_*` tool, `/memory:*` command, `_memory:` frontmatter key, `memory_*` SQL table, `memory-*.ts` handler, or `memory/` folder.\\n\\n---\\n\\n<!-- ANCHOR:questions -->\\n## 7. OPEN QUESTIONS\\n\\n- **Q1**: PR sequencing — do we ship as one big phrasing-audit PR, or split into three (one per surface class: A markdown prose / B1 tool descriptions / B2 runtime outputs)? Splitting trades reviewability for atomicity. Recommend three PRs.\\n- **Q2**: Should slash-command body text (the `.md` files at `.opencode/commands/memory/*.md`) be re-phrased even though the command names stay `/memory:*`? Recommend yes — body text is `(A) markdown prose` per the scope; the *name* in the YAML frontmatter `name:` field stays.\\n- **Q3**: For `feature_catalog/feature_catalog.md:905, 2663, 3362, 4208` — do we re-phrase in place, or is this catalog auto-generated from another source? Need to verify before edits.\\n- **Q4**: Runtime output strings (B2) — are any of these already in user-facing telemetry / logging that downstream tools parse? If so, we may need to keep the exact string format and only enrich the human-readable parts. Need a one-pass audit of formatter call sites before editing.\\n\\nThese are implementation-phase questions, not research questions. The phrasing decisions themselves are settled in `phrasing-audit.md`.\\n<!-- /ANCHOR:questions -->\\n\\n---\\n\\n## 8. RELATED DOCUMENTS\\n\\n- **`phrasing-audit.md`** (sibling of this spec) — the concrete current→proposed phrase grid; the implementation phase's working diff target.\\n- **Archived prior research** (`research_archive/rename-pivot-2026-04-26-pt-01/`) — 10 iterations of `/spec_kit:deep-research` scoped for a code+command+key rename; substrate (6-layer concept model, 21-tool inventory, Anthropic + MCP-registry collision analysis) is still useful but the recommendations (rename, alias matrix, parser-fallback, glossary-lint, 4-PR plan) are out-of-scope per the user's pivot. Kept for reference only.\\n- **Predecessor**: `../001-release-cleanup-playbooks/spec.md` (closed Phase 5).\\n- **Companion artifacts** (deferred): plan.md / tasks.md / checklist.md / implementation-summary.md created post-review of phrasing-audit.md.\\n\",\n        \"confidence\": {\n          \"label\": \"low\",\n          \"value\": 0.366,\n          \"drivers\": [\n            \"multi_channel_agreement\"\n          ]\n        },\n        \"why\": {\n          \"summary\": \"Ranked first because semantic similarity\",\n          \"topSignals\": [\n            \"semantic_match\"\n          ]\n        }\n      }\n    ],\n    \"evidenceDigest\": \"5 results retrieved; avg score 0.75.\",\n    \"followUps\": []\n  },\n  \"hints\": [\n    \"Some files could not be read - check file paths\",\n    \"[code-graph] Symbols near mentioned files: class:applied, interface:ToolDefinition, module:tool-schemas\",\n    \"Auto-surface hook: injected 2 constitutional and 5 triggered memories (60ms)\",\n    \"Token budget enforced: truncated 5 → 1 results to fit 3500 token budget\"\n  ],\n  \"meta\": {\n    \"tool\": \"memory_quick_search\",\n    \"tokenCount\": 8352,\n    \"latencyMs\": 867,\n    \"cacheHit\": false,\n    \"responseProfile\": \"research\",\n    \"autoSurface\": {\n      \"constitutionalCount\": 2,\n      \"triggeredCount\": 5,\n      \"surfaced_at\": \"2026-04-26T18:49:29.447Z\",\n      \"latencyMs\": 60\n    },\n    \"autoSurfacedContext\": {\n      \"constitutional\": [\n        {\n          \"id\": 2574,\n          \"specFolder\": \"system-spec-kit\",\n          \"filePath\": \"/Users/michelkerkmeester/MEGA/Development/Code_Environment/Public/.opencode/skills/system-spec-kit/constitutional/gate-tool-routing.md\",\n          \"title\": \"TOOL ROUTING - Search & Retrieval Decision Tree\",\n          \"importanceTier\": \"constitutional\",\n          \"retrieval_directive\": \"Always surface when: TOOL ROUTING - Search & Retrieval Decision Tree | Prioritize when: task context aligns with \\\"TOOL ROUTING - Search & Retrieval Decision Tree\\\"\"\n        },\n        {\n          \"id\": 415,\n          \"specFolder\": \"system-spec-kit\",\n          \"filePath\": \"/Users/michelkerkmeester/MEGA/Development/Code_Environment/Public/.opencode/skills/system-spec-kit/constitutional/gate-enforcement.md\",\n          \"title\": \"GATE ENFORCEMENT - Edge Cases & Cross-Reference\",\n          \"importanceTier\": \"constitutional\",\n          \"retrieval_directive\": \"Always surface when: GATE ENFORCEMENT - Edge Cases & Cross-Reference | Prioritize when: task context aligns with \\\"GATE ENFORCEMENT - Edge Cases & Cross-Reference\\\"\"\n        }\n      ],\n      \"triggered\": [\n        {\n          \"memory_id\": 1343,\n          \"spec_folder\": \"system-spec-kit/022-hybrid-rag-fusion/005-architecture-audit\",\n          \"title\": \"System-Spec-Kit Architecture Audit v2 [system-spec-kit/022-hybrid-rag-fusion/005-architecture-audit/research]\",\n          \"matched_phrases\": [\n            \"system\",\n            \"architecture\"\n          ]\n        },\n        {\n          \"memory_id\": 1506,\n          \"spec_folder\": \"system-spec-kit/022-hybrid-rag-fusion/008-hydra-db-based-features\",\n          \"title\": \"Decision Record: 008-hydra-db-ba [system-spec-kit/022-hybrid-rag-fusion/008-hydra-db-based-features/decision-record]\",\n          \"matched_phrases\": [\n            \"architecture\"\n          ]\n        },\n        {\n          \"memory_id\": 588,\n          \"spec_folder\": \"system-spec-kit/022-hybrid-rag-fusion/018-rewrite-system-speckit-readme\",\n          \"title\": \"Plan: Rewrite System Spec Kit README [system-spec-kit/022-hybrid-rag-fusion/018-rewrite-system-speckit-readme/plan]\",\n          \"matched_phrases\": [\n            \"system\"\n          ]\n        },\n        {\n          \"memory_id\": 586,\n          \"spec_folder\": \"system-spec-kit/022-hybrid-rag-fusion/016-rewrite-memory-mcp-readme\",\n          \"title\": \"Plan: Rewrite Memory MCP README [system-spec-kit/022-hybrid-rag-fusion/016-rewrite-memory-mcp-readme/plan]\",\n          \"matched_phrases\": [\n            \"memory\"\n          ]\n        },\n        {\n          \"memory_id\": 2308,\n          \"spec_folder\": \"system-spec-kit/026-graph-and-context-optimization/003-continuity-memory-runtime/003-continuity-refactor-gates\",\n          \"title\": \"...on/002-continuity-memory-runtime/003-continuity-refactor-gates/research/006-continuity-refactor-gates-pt-01/research]\",\n          \"matched_phrases\": [\n            \"memory\"\n          ]\n        }\n      ],\n      \"surfaced_at\": \"2026-04-26T18:49:29.447Z\",\n      \"latencyMs\": 60\n    },\n    \"tokenBudget\": 3500,\n    \"tokenBudgetTruncated\": true,\n    \"originalResultCount\": 5,\n    \"returnedResultCount\": 1\n  }\n}","metadata":{"truncated":false},"title":"","time":{"start":1777229369380,"end":1777229370372},"attachments":[]}}}
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{"type":"text","timestamp":1777229388817,"sessionID":"ses_234e033d5ffeWMm7Xy6WMLgevi","part":{"id":"prt_dcb203bdb001CkM7n7hDRGqWc1","messageID":"msg_dcb20159b001cT5qt405JDcR8O","sessionID":"ses_234e033d5ffeWMm7Xy6WMLgevi","type":"text","text":"Here's what I found about \"memory\" in the Spec Kit system:\n\n**Active/recent work:**\n\n- **`001-memory-terminology`** (`026/000-release-cleanup/`) — Phrasing audit replacing abstract \"memory/memories\" with concrete behavioral nouns (spec-doc records, indexed continuity, constitutional rules, packet folders) across markdown, tool descriptions, and runtime output strings. No tool/command renames — pure phrasing.\n\n- **`016-rewrite-memory-mcp-readme`** (`022-hybrid-rag-fusion/`) — Plan to rewrite the Memory MCP README.\n\n- **`002-memory-quality-remediation`** (`026/003-continuity-memory-runtime/`) — Research on memory quality remediation in the continuity runtime.\n\n- **`003-continuity-refactor-gates`** (`026/003-continuity-memory-runtime/`) — Continuity memory refactoring for gates.\n\n- **`012-memory-save-quality-pipeline`** (`023-hybrid-rag-fusion-refinement/`) — Research on improving the memory save quality pipeline.\n\n- **`023-hybrid-rag-fusion-refinement`** — Overall Spec Kit Memory feature audit & quality assessment.\n\nThe Spec Kit Memory system provides ~32 MCP tools (search, save, context, sessions, checkpoints, etc.) for indexed continuity across spec documents. What specifically are you looking for?","time":{"start":1777229388814,"end":1777229388814}}}
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