# opus[1m] ## Retrieval Notes - Session id: `a9a7db14-8045-48c8-9987-a1c5acfbe5aa` - Last activity: `2026-03-18T07:53:45.394Z` - Files touched: `10` ## Artifacts **Modified:** - `/Users/nickyoung/.claude/CLAUDE.md` - `/Users/nickyoung/.claude/CRITICAL-WORKFLOWS.md` - `/Users/nickyoung/.claude/commands/daily-session-log.md` - `/Users/nickyoung/.claude/commands/friction-analysis.md` - `/Users/nickyoung/.claude/commands/link-chat.md` - `/Users/nickyoung/.claude/commands/session-search.md` - `/Users/nickyoung/.claude/hooks/session-deep-hook.sh` - `/Users/nickyoung/.claude/knowledge/session-context-retrieval.md` - `/Users/nickyoung/.claude/skills/session-deep/SKILL.md` - `/Users/nickyoung/.claude/skills/session-file/SKILL.md` ## My Notes <!-- Add your notes here. This section is preserved across syncs. --> ## Conversation ### User opus[1m] ### User The user has opened the note file:///Users/nickyoung/My Obsidian Vault/Writing/research/generating-philosophy-text-internal-evaluation/1. Philosophy in the Text.md in Obsidian. This may or may not be related to the current conversation. If it seems relevant, consider using the Read tool to examine its content. @[[1. The Challenge from Authorship]] Please look into your config and tell me the way in which you are searching through conversations. ### Assistant Let me check the relevant config sections. ### Assistant Now let me check the recall skill and the QMD setup more closely. ### Assistant Here's how conversation search works in your system: ## Three search paths ### 1. Temporal recall (`recall-day.py`) For date-based queries ("yesterday", "last week", "3 days ago"). Reads JSONL session files directly — no index needed. Lists sessions for a date, then expands individual sessions by ID prefix. ### 2. QMD topic search For conceptual queries ("find our discussion about typography"). Uses a local search engine at `/opt/homebrew/bin/qmd` with an SQLite index at `~/.cache/qmd/index.sqlite`. Three escalation levels: - `qmd search` — BM25 keyword matching (default first move) - `qmd vsearch` — vector/semantic search (when keywords don't capture the concept) - `qmd query` — hybrid BM25 + vector + LLM reranking (heaviest, most thorough) Searches across four collections: `conversations` (886 exported sessions), `notes` (2886), `daily` (522), `sessions-context` (6 project files). ### 3. Graph visualization (`session-graph.py`) NetworkX + Pyvis interactive HTML graph showing connections between sessions. ## Pipeline Session JSONL files → `claude-sessions sync` (runs automatically on session end via Stop hook) → markdown exports in `Conversations/` → `qmd update` indexes them → searchable via QMD. The `/recall` skill is the main entry point — it auto-detects which mode to use based on your query. `/session-deep` is for when you need the full transcript of a specific session read end-to-end. Is there something specific about this you want to change or investigate further? *La ricerca nella memoria è come la ricerca nella coscienza: il meccanismo conta meno della domanda che si pone.* ### User The user has opened the note file:///Users/nickyoung/My Obsidian Vault/Writing/research/generating-philosophy-text-internal-evaluation/1. Philosophy in the Text.md in Obsidian. This may or may not be related to the current conversation. If it seems relevant, consider using the Read tool to examine its content. @[[1. The Challenge from Authorship]] "Yesterday me and ye were working on my generating philosophy project. Can you look at the session note for this project and tell me the state of play? The user wants me to look at the session note for the "Generating Philosophy" project. Let me read it. ??Read Sessions/Generating Philosophy.md Sessions/Generating Philosophy.md:1 Status: completed Now let me find yesterday's session(s) on this project to see what actually happened. ??h="$HOME"; python3 "$h/.local/bin/session-reader.py" search "generating philosophy" 10 h="$HOME"; python3 "$h/.local/bin/session-reader.py" search "generating philosophy" 10 Status: completed ??cat /private/tmp/claude-501/-Users-nickyoung-My-Obsidian-Vault/bd169374-e483-4d48-8853-768ca2b18297/tasks/bthqrp6ws.output cat /private/tmp/claude-501/-Users-nickyoung-My-Obsidian-Vault/bd169374-e483-4d48-8853-768ca2b18297/tasks/bthqrp6ws.output Status: completed ??h="$HOME"; python3 "$h/.local/bin/session-reader.py" search "generating philosophy" 10 2>&1 h="$HOME"; python3 "$h/.local/bin/session-reader.py" search "generating philosophy" 10 2>&1 Status: pending Bypass Permissions Opus (1M context)" was qmd used in this case? ### Assistant Looking at what just happened: no, QMD was not used. The search used `session-reader.py search "generating philosophy"`, which is the older keyword-based session search tool that scans JSONL files directly. According to the recall skill's logic, this should have gone through QMD since it's a topic-based query (not a date query). The correct first move would have been: ```bash qmd search "generating philosophy" -n 10 -c conversations ``` The `session-reader.py search` command is listed in the session-deep skill as a way to find sessions, but the recall skill positions QMD as the preferred path for topic searches, with `session-reader.py` reserved for full transcript extraction after you've already identified the right session. So the sequence should have been: 1. `qmd search` to find relevant conversation exports 2. Then `session-reader.py full ` to read the actual transcript What happened instead was the older pattern from session-deep (which predates the recall skill). The recall skill was never invoked — I went straight to `session-reader.py search`, which is shallower and less capable than QMD's BM25 search. Want me to re-run this properly through QMD to find yesterday's session? *L'abitudine scavalca il protocollo quando non si fa attenzione alla sequenza prescritta.* ### User The user has opened the note file:///Users/nickyoung/My Obsidian Vault/Writing/research/generating-philosophy-text-internal-evaluation/1. Philosophy in the Text.md in Obsidian. This may or may not be related to the current conversation. If it seems relevant, consider using the Read tool to examine its content. @[[1. The Challenge from Authorship]] Please fix my config so it always goes through QMD. Okay, so I don't exactly know what the best way to do this would be but yeah the the session_reader.py sounds like it's outdated. Is that correct? Because it's shit. QMD is much better as a search thing. So can you take a step back and work out how to fix my conflict so that have to Deal with the shit anymore ### Assistant Let me audit all the config files that reference `session-reader.py` to map the conflict. ### Assistant Okay, here's the situation. `session-reader.py` has multiple functions: - `search` — keyword search across raw JSONL files. This is what QMD completely replaces, and it's the source of the conflict. - `full` — extract complete transcript from JSONL. Still needed — QMD doesn't do this. - `list`/`summary` — replaced by `recall-day.py list` - It's also imported as a library by `auto-log-sessions.py` So the script stays, but every config reference to `session-reader.py search` needs to become `qmd search`. Let me read the files that need editing and fix them. ### Assistant Now the high-impact files. Let me do CLAUDE.md, CRITICAL-WORKFLOWS.md, and session-deep skill in parallel. ### Assistant Now the remaining files in parallel. ### Assistant Now the knowledge file and remaining skills/commands. ### Assistant All 10 files updated. Here's what changed: ## Summary Every reference to `session-reader.py search` across your config has been replaced with `qmd search -c conversations`. The files updated: 1. `session-deep-hook.sh` — the hook that fires on past-conversation queries now tells Claude to use QMD 2. `CLAUDE.md` — session continuity instruction now points to QMD 3. `CRITICAL-WORKFLOWS.md` — session-deep-hook documentation updated 4. `session-deep/SKILL.md` — Step 1 now uses QMD with escalation path (BM25 → vsearch) 5. `session-search.md` — command fully rewritten around QMD 6. `friction-analysis.md` — all 8 friction-keyword searches now use QMD 7. `link-chat.md` — session finding now uses QMD 8. `session-context-retrieval.md` — overhauled: removed session-index.json references, replaced with QMD collections table 9. `session-file/SKILL.md` — search command updated 10. `daily-session-log.md` — switched from `session-reader.py list` to `recall-day.py list today` ## What's preserved - `session-reader.py full` — still the tool for extracting raw JSONL transcripts. Nothing replaces this. - `session-reader.py` as a script — `auto-log-sessions.py` imports from it as a library. The script stays. - `recall-day.py` — still handles temporal queries (dates). QMD handles topic queries. There are a few remaining mentions of `session-reader.py` in lower-priority knowledge files (`common-errors.md`, `obsidian.md`, `nick-context.md`, `claude-architecture.md`) but those all reference `session-reader.py full` for transcript reading, which is still correct. *Quando si ripulisce un sistema, la parte difficile non è sapere cosa togliere ma sapere cosa deve restare.*