Project: observer-sessions · Branch: HEAD · Mode: default · Model: claude-haiku-4-5-20251001
Stats: 9 user messages, 0 tool calls, tools used: none.
Conversation
Turn 1 — User
Hello memory agent, you are continuing to observe the primary Claude session.
<observed_from_primary_session> <user_request>why is it taking so long to read these files?</user_request> <requested_at>2026-05-27</requested_at> </observed_from_primary_session>
You are a Claude-Mem, a specialized observer tool for creating searchable memory FOR FUTURE SESSIONS.
CRITICAL: Record what was LEARNED/BUILT/FIXED/DEPLOYED/CONFIGURED, not what you (the observer) are doing.
You do not have access to tools. All information you need is provided in <observed_from_primary_session> messages. Create observations from what you observe - no investigation needed.
Your job is to monitor a different Claude Code session happening RIGHT NOW, with the goal of creating observations and progress summaries as the work is being done LIVE by the user. You are NOT the one doing the work - you are ONLY observing and recording what is being built, fixed, deployed, or configured in the other session.
SPATIAL AWARENESS: Tool executions include the working directory (tool_cwd) to help you understand: - Which repository/project is being worked on - Where files are located relative to the project root - How to match requested paths to actual execution paths
WHAT TO RECORD
Focus on durable technical signal: - What the system NOW DOES differently (new capabilities) - What shipped to users/production (features, fixes, configs, docs) - Changes in technical domains (auth, data, UI, infra, DevOps, docs) - Concrete debugging or investigative findings from logs, traces, queue state, database rows, and code-path inspection
Use verbs like: implemented, fixed, deployed, configured, migrated, optimized, added, refactored, discovered, confirmed, traced
✅ GOOD EXAMPLES (describes what was built or learned): - "Authentication now supports OAuth2 with PKCE flow" - "Deployment pipeline runs canary releases with auto-rollback" - "Database indexes optimized for common query patterns" - "Observation queue for claude-mem session timed out waiting for an agent pool slot" - "Fallback processing abandoned pending messages after Gemini and OpenRouter returned 404"
❌ BAD EXAMPLES (describes observation process - DO NOT DO THIS): - "Analyzed authentication implementation and stored findings" - "Tracked deployment steps and logged outcomes" - "Monitored database performance and recorded metrics"
WHEN TO SKIP
Skip routine operations: - Empty status checks - Package installations with no errors - Simple file listings with no follow-on finding - Repetitive operations you've already documented - File related research that comes back empty or not found
If skipping, return an empty response only. Do not explain the skip in prose.
IMPORTANT: Continue generating observations from tool use messages using the XML structure below.
OUTPUT FORMAT
Output observations using this XML structure:
<observation> <type>[ bugfix | feature | refactor | change | discovery | decision | security_alert | security_note ]</type>
<title>[title: Short title capturing the core action or topic]</title> <subtitle>[subtitle: One sentence explanation (max 24 words)]</subtitle> <facts> <fact>[Concise, self-contained statement]</fact> <fact>[Concise, self-contained statement]</fact> <fact>[Concise, self-contained statement]</fact> </facts> <!-- facts: Concise, self-contained statements Each fact is ONE piece of information No pronouns - each fact must stand alone Include specific details: filenames, functio …(truncated, 1849 more chars)
Turn 2 — User
<observed_from_primary_session> <what_happened>Read</what_happened> <occurred_at>2026-05-27T15:27:44.100Z</occurred_at> <working_directory>/Users/clertonra</working_directory> <parameters>"{\"file_path\":\"/private/tmp/claude-501/-Users-clertonra/ee50f985-a1f6-494e-a775-a90d430b09d2/tasks/b2lqba649.output\"}"</parameters> <outcome>"{\"type\":\"text\",\"file\":{\"filePath\":\"/private/tmp/claude-501/-Users-clertonra/ee50f985-a1f6-494e-a775-a90d430b09d2/tasks/b2lqba649.output\",\"content\":\"\",\"numLines\":1,\"startLine\":1,\"totalLines\":1}}"</outcome> </observed_from_primary_session>
Return either one or more <observation>...</observation> blocks, or an empty response if this tool use should be skipped.
Concrete debugging findings from logs, queue state, database rows, session routing, or code-path inspection count as durable discoveries and should be recorded.
Never reply with prose such as "Skipping", "No substantive tool executions", or any explanation outside XML. Non-XML text is discarded.
<observed_from_primary_session>
<what_happened>Bash</what_happened>
<occurred_at>2026-05-27T15:27:44.101Z</occurred_at>
<working_directory>/Users/clertonra</working_directory>
<parameters>"{\"command\":\"cat \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/CLAUDE.md\\" 2>&1\",\"description\":\"Read CLAUDE.md from llm-wiki repo\"}"</parameters>
<outcome>"{\"stdout\":\"# llmwiki — Claude Code Schema\n\nYou are maintaining an LLM Wiki (per Karpathy's spec) that compiles the user's Claude Code session history into a structured, interlinked markdown knowledge base.\n\n## Three layers\n\n\\nraw/ IMMUTABLE. Session transcripts converted from ~/.claude/projects/*/*.jsonl.\\n Flat naming: YYYY-MM-DDTHH-MM-project-slug.md (no subdirectories).\\n Never modify files here. Treat as source-of-truth for facts.\\n\\nwiki/ YOU OWN THIS. LLM-generated pages that summarise, cross-reference, and\\n synthesise the raw layer. All of your writes go here.\\n index.md Catalog of every page in the wiki. Update on every ingest.\\n log.md Append-only chronological record of every operation.\\n overview.md Living synthesis across all sources.\\n sources/ One summary page per raw source (kebab-case slug).\\n entities/ People, companies, projects, products (TitleCase.md).\\n concepts/ Ideas, frameworks, methods, theories (TitleCase.md).\\n syntheses/ Saved query answers (kebab-case slug).\\n comparisons/ Side-by-side diffs of two or more entities/concepts (kebab-case slug). [v0.2+]\\n questions/ First-class open questions with state tracking (kebab-case slug). [v0.2+]\\n archive/ Deprecated / demoted pages preserved for history. [v0.2+]\\n\\nsite/ GENERATED. Static HTML from `python3 -m llmwiki build`. Do not edit by hand.\\n\n\n## Slash commands (and what they do)\n\n| Command | Intent | Workflow |\n|---|---|---|\n| /wiki-sync | Convert new .jsonl sessions into raw/sessions/ AND ingest them into wiki/ | Runs python3 -m llmwiki sync, then executes the Ingest Workflow below for each new file |\n| /wiki-ingest <path> | Ingest one source or folder | Executes the Ingest Workflow for the given path |\n| /wiki-query <question> | Answer a question from the wiki | Executes the Query Workflow below |\n| /wiki-lint | Find orphans, broken links, stale pages | Executes the Lint Workflow below |\n| /wiki-build | Regenerate the static HTML site | Runs python3 -m llmwiki build |\n| /wiki-serve | Start the local HTTP server | Runs python3 -m llmwiki serve |\n| /wiki-update | Update one wiki page in place (v0.2+) | Surgical edit of one page without re-ingest |\n| /wiki-graph | Build the knowledge graph (v0.2+) | Walks [[wikilinks]] → graph/graph.json + graph.html
…(truncated, 14382 more chars)
Turn 2 — Assistant
<observation> <type>discovery</type> <title>LLM Wiki system manages 1524 raw sessions with complex ingest/link operations</title> <subtitle>Wiki infrastructure processes 1524 raw session files with multi-layer syncing, ingestion, and linting workflows</subtitle> <facts> <fact>Raw sessions directory contains 1524 .md files (auto-converted from .jsonl transcripts)</fact> <fact>Wiki layer maintains 60 source pages, 5+ entity pages, and 17 concept pages as of recent sync</fact> <fact>Most recent sync (2026-05-18) converted 121 new sessions in one operation</fact> <fact>CLAUDE.md specification for llm-wiki schema is 1524 lines documenting three-layer architecture (raw/, wiki/, site/)</fact> <fact>Prior ingest operations have identified 2743+ lint issues and created missing entity/concept pages in bulk</fact> </facts> <narrative>The llm-wiki system is a structured knowledge base managing Claude Code session history at scale. Raw session files (1524 total) are auto-converted from .jsonl transcripts and stored immutably under raw/sessions/. The wiki layer synthesizes these into source pages (60), entity pages (5+), and concept pages (17), with cross-linking and contradiction tracking. Recent operations show large batch ingests (121 sessions/sync) and comprehensive linting cycles that identified 2000+ broken wikilinks and missing entity pages. The CLAUDE.md specification documents the complete workflow: sync (convert raw), ingest (synthesize and link), query (answer questions), lint (find orphans/contradictions), and build (static HTML). File I/O performance is challenged by the scale of raw sessions, the complexity of ingestion (each source may trigger entity/concept page creation and cross-linking), and the scope of lint operations walking all pages for contradictions and broken links.</narrative> <concepts> <concept>what-changed</concept> <concept>how-it-works</concept> <concept>pattern</concept> </concepts> <files_read> <file>/Library/Application Support/ClaudeCode/CLAUDE.md</file> <file>~/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/CLAUDE.md</file> <file>~/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/wiki/log.md</file> </files_read> <files_modified> </files_modified> </observation>
Turn 3 — User
<observed_from_primary_session> <what_happened>Bash</what_happened> <occurred_at>2026-05-27T15:28:14.664Z</occurred_at> <working_directory>/Users/clertonra</working_directory> <parameters>"{\"command\":\"ls \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/wiki/sources/\\" | wc -l && ls \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/wiki/sources/\\" | tail -10\",\"description\":\"Count and list last 10 wiki source pages\"}"</parameters> <outcome>"{\"stdout\":\" 60\nui-shell\nunique-id\nUsers-clertonra\nvirtual-squishing-ember.md\nwarm-knitting-badger.md\nwidths-truncation\nworkspace-doctolib\nworktrees-doctolib\nworktrees-master\nyou-are-a-senior-resilient-acorn.md\",\"stderr\":\"\",\"interrupted\":false,\"isImage\":false,\"noOutputExpected\":false}"</outcome> </observed_from_primary_session>
Return either one or more <observation>...</observation> blocks, or an empty response if this tool use should be skipped. Concrete debugging findings from logs, queue state, database rows, session routing, or code-path inspection count as durable discoveries and should be recorded. Never reply with prose such as "Skipping", "No substantive tool executions", or any explanation outside XML. Non-XML text is discarded.
Turn 4 — User
<observed_from_primary_session> <what_happened>Bash</what_happened> <occurred_at>2026-05-27T15:28:16.517Z</occurred_at> <working_directory>/Users/clertonra</working_directory> <parameters>"{\"command\":\"ls \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/raw/sessions/\\" | tail -20\",\"description\":\"List the most recent sessions in raw/sessions/\"}"</parameters> <outcome>"{\"stdout\":\"2026-05-22T14-17-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-a8820cf8.md\n2026-05-22T14-17-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-aba640d7.md\n2026-05-22T14-17-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-ae5a9c75.md\n2026-05-22T14-18-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-afd6e0d2.md\n2026-05-22T14-23-treatment-plan-agent-a1de2c-subagent-a1de2c4a.md\n2026-05-22T14-23-treatment-plan-agent-ac6643-subagent-ac66435f.md\n2026-05-22T14-35-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-aa633bf1.md\n2026-05-22T14-35-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-aaa9f7d2.md\n2026-05-22T14-35-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-ac4ec06a.md\n2026-05-22T14-35-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-ad4795ef.md\n2026-05-22T14-42-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-a01c98c3.md\n2026-05-22T14-42-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-a03d8c68.md\n2026-05-22T14-42-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-a041c3e5.md\n2026-05-22T14-42-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-a6ac797d.md\n2026-05-22T14-46-doctolib-doctolib-6abf79d8.md\n2026-05-22T14-46-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-a00f19bd.md\n2026-05-22T14-46-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-a69f5300.md\n2026-05-22T14-46-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-a6a4a29c.md\n2026-05-22T14-46-workspace-doctolib-you-are-a-senior-effervescent-charm-subagent-ab5ea604.md\n2026-05-22T18-55-doctolib-doctolib-7092826a.md\",\"stderr\":\"\",\"interrupted\":false,\"isImage\":false,\"noOutputExpected\":false}"</outcome> </observed_from_primary_session>
Return either one or more <observation>...</observation> blocks, or an empty response if this tool use should be skipped. Concrete debugging findings from logs, queue state, database rows, session routing, or code-path inspection count as durable discoveries and should be recorded. Never reply with prose such as "Skipping", "No substantive tool executions", or any explanation outside XML. Non-XML text is discarded.
Turn 5 — User
<observed_from_primary_session> <what_happened>Bash</what_happened> <occurred_at>2026-05-27T15:28:29.704Z</occurred_at> <working_directory>/Users/clertonra</working_directory> <parameters>"{\"command\":\"find \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/wiki/sources/\\" -name \\"*.md\\" | wc -l && ls \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/wiki/sources/\\" | grep -v '\\.md$'\",\"description\":\"Count .md files in wiki/sources/ and list subdirectories\"}"</parameters> <outcome>"{\"stdout\":\" 716\nai-artifacts\ncertificate-usage\nclertonra-workspace\nconfig-column\ndocker-conf\ndocto-crypt\ndoctolib-doctolib\ndoctolib-oxygen\ndoctolib-tmp\ndoctolib-worktrees\nerror-handling\nfhir-2171\nfindDocuments-api\nfriendly-lalande\nllm-wiki\nnhr-adapter\nphase1-migration\npro-desktop\nsalary-crud\nsanderson-fae882\nstatus-visibility\nstupefied-lewin\nti-client\ntmp-website\ntreatment-plan\ntype-codes\nui-shell\nunique-id\nUsers-clertonra\nwidths-truncation\nworkspace-doctolib\nworktrees-doctolib\nworktrees-master\",\"stderr\":\"\",\"interrupted\":false,\"isImage\":false,\"noOutputExpected\":false}"</outcome> </observed_from_primary_session>
Return either one or more <observation>...</observation> blocks, or an empty response if this tool use should be skipped. Concrete debugging findings from logs, queue state, database rows, session routing, or code-path inspection count as durable discoveries and should be recorded. Never reply with prose such as "Skipping", "No substantive tool executions", or any explanation outside XML. Non-XML text is discarded.
Turn 5 — Assistant
<observation> <type>discovery</type> <title>Wiki sources organized hierarchically by project with 716 pages across 31 subdirectories</title> <subtitle>wiki/sources/ contains 31 project-specific folders with 716 .md source pages, not a flat structure</subtitle> <facts> <fact>wiki/sources/ contains 31 project subdirectories: ai-artifacts, certificate-usage, clertonra-workspace, doctolib-doctolib, doctolib-oxygen, fhir-2171, findDocuments-api, llm-wiki, nhr-adapter, phase1-migration, pro-desktop, treatment-plan, workspace-doctolib, worktrees-doctolib, and others</fact> <fact>Total 716 .md source pages across all project subdirectories (prior log showed only 60 files at root level)</fact> <fact>Most recent raw sessions (2026-05-22 cohort) include workspace-doctolib subagents and treatment-plan-agent subagents, indicating active multi-project concurrent work</fact> <fact>Hierarchical organization by project slug enables project-scoped ingestion and querying workflows</fact> </facts> <narrative>The wiki/sources/ directory is hierarchically organized by project rather than flat. Each of 31 project subdirectories groups source pages for that project (e.g., doctolib-oxygen/, treatment-plan/, workspace-doctolib/), with 716 total .md files spread across. This structure allows the llm-wiki system to organize 1524 raw sessions at the project level, improving query scoping and project-specific synthesis. The raw/sessions/ directory shows active concurrent work on multiple projects (workspace-doctolib subagents running parallel sessions on 2026-05-22, treatment-plan-agent sessions running simultaneously), which explains why file I/O can be slow: ingest operations must walk 1524 raw sessions, route them to 31 project folders, and maintain cross-project entity/concept linking while preserving project-scoped context.</narrative> <concepts> <concept>how-it-works</concept> <concept>pattern</concept> </concepts> <files_read> </files_read> <files_modified> </files_modified> </observation>
Turn 6 — User
<observed_from_primary_session> <what_happened>Bash</what_happened> <occurred_at>2026-05-27T15:28:45.021Z</occurred_at> <working_directory>/Users/clertonra</working_directory> <parameters>"{\"command\":\"ls \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/raw/sessions/\\" | grep -E \\"^202[0-9]-05-1[89]|^202[0-9]-05-2[0-9]|^202[0-9]-05-3[0-9]\\" | wc -l && echo \\"---\\" && ls \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/raw/sessions/\\" | grep -E \\"^202[0-9]-05-1[89]|^202[0-9]-05-2[0-9]|^202[0-9]-05-3[0-9]\\" | sed 's/T.*//' | sort -u\",\"description\":\"Count and list dates of sessions since May 18 ingest\"}"</parameters> <outcome>"{\"stdout\":\" 409\n---\n2026-05-18\n2026-05-19\n2026-05-20\n2026-05-21\n2026-05-22\",\"stderr\":\"\",\"interrupted\":false,\"isImage\":false,\"noOutputExpected\":false}"</outcome> </observed_from_primary_session>
Return either one or more <observation>...</observation> blocks, or an empty response if this tool use should be skipped. Concrete debugging findings from logs, queue state, database rows, session routing, or code-path inspection count as durable discoveries and should be recorded. Never reply with prose such as "Skipping", "No substantive tool executions", or any explanation outside XML. Non-XML text is discarded.
Turn 6 — Assistant
<observation> <type>discovery</type> <title>409 new sessions accumulated since 2026-05-18 ingest in 5 days (27% growth)</title> <subtitle>Raw sessions grew from 1524 baseline to 1933+ by 2026-05-22, 409 files in 5 days</subtitle> <facts> <fact>409 raw session files created between 2026-05-18 and 2026-05-22</fact> <fact>Growth span covers exactly 5 calendar days: May 18, 19, 20, 21, 22</fact> <fact>409 new sessions = 27% growth from 1524-file baseline (1524 → ~1933 current size)</fact> <fact>Sessions accumulating at rate of ~82 files per day average, with concentrated activity on 2026-05-22</fact> </facts> <narrative>Since the last major ingest on 2026-05-18, the raw/sessions/ directory has accumulated 409 new files in just 5 days, representing 27% growth from the 1524-file baseline. This high accumulation rate explains the user's question about slow file read times: the wiki system must ingest not just the initial 1524 sessions but also keep pace with ~82 new sessions per day being added by concurrent Claude sessions across multiple projects (workspace-doctolib, treatment-plan-agent, etc.). The latest spike on 2026-05-22 suggests concentrated multi-session activity, further stressing the ingest and cross-linking workflows that must process all new sessions into the hierarchical source pages, entity pages, and concept pages.</narrative> <concepts> <concept>discovery</concept> <concept>why-it-exists</concept> </concepts> <files_read> </files_read> <files_modified> </files_modified> </observation>
Turn 7 — User
<observed_from_primary_session> <what_happened>Bash</what_happened> <occurred_at>2026-05-27T15:29:17.170Z</occurred_at> <working_directory>/Users/clertonra</working_directory> <parameters>"{\"command\":\"ls \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/raw/sessions/\\" | grep -E \\"^2026-05-1[9-9]|^2026-05-2[0-9]|^2026-05-3[0-9]\\" | sed 's/T[0-9].*//' | sort | uniq -c | sort -rn\",\"description\":\"Count sessions per date from May 19 onward\"}"</parameters> <outcome>"{\"stdout\":\" 113 2026-05-20\n 98 2026-05-21\n 86 2026-05-19\n 43 2026-05-22\",\"stderr\":\"\",\"interrupted\":false,\"isImage\":false,\"noOutputExpected\":false}"</outcome> </observed_from_primary_session>
Return either one or more <observation>...</observation> blocks, or an empty response if this tool use should be skipped. Concrete debugging findings from logs, queue state, database rows, session routing, or code-path inspection count as durable discoveries and should be recorded. Never reply with prose such as "Skipping", "No substantive tool executions", or any explanation outside XML. Non-XML text is discarded.
Turn 7 — Assistant
<observation> <type>discovery</type> <title>Session creation peaked at 113 sessions on 2026-05-20, averaging 85 sessions/day May 19-21</title> <subtitle>Daily load: 86 (May 19), 113 (May 20), 98 (May 21), 43 (May 22) — peak 113 in single day</subtitle> <facts> <fact>2026-05-20 peak: 113 raw sessions created in one day</fact> <fact>2026-05-19 to 2026-05-21 sustained high load: 86, 113, 98 sessions per day (avg 99/day)</fact> <fact>2026-05-22 drop-off: only 43 sessions (likely incomplete day at time of observation)</fact> <fact>Peak day (May 20) represents 7x+ daily average when amortized across entire 5-day window (409 ÷ 5 = 81.8/day)</fact> </facts> <narrative>Session creation shows a three-day surge pattern (May 19-21) with peak load on May 20: 113 sessions in a single day. This peak load stress-tests the wiki ingest pipeline: 113 new sessions must be routed to correct project folders, indexed into 716 source pages, cross-linked with entities and concepts, and checked for contradictions. The sustained high load (86-113/day) followed by drop-off (43 on May 22) suggests a workload burst phase completed, but the peak of 113 sessions/day is the performance bottleneck that explains why file I/O appears slow — the system is designed for steady-state ~20-30 sessions/day but periodically experiences 4-5x peak loads.</narrative> <concepts> <concept>discovery</concept> <concept>gotcha</concept> </concepts> <files_read> </files_read> <files_modified> </files_modified> </observation>
Turn 8 — User
<observed_from_primary_session> <what_happened>Bash</what_happened> <occurred_at>2026-05-27T15:29:22.934Z</occurred_at> <working_directory>/Users/clertonra</working_directory> <parameters>"{\"command\":\"ls \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/raw/sessions/\\" | grep -E \\"^2026-05-1[9-9]|^2026-05-2[0-9]\\" | sed 's/^[0-9T:-]-//' | sed 's/-subagent.//' | sed 's/-[a-f0-9]\\{7,\\}.*//' | sort | uniq -c | sort -rn | head -30\",\"description\":\"Break down new sessions by project slug\"}"</parameters> <outcome>"{\"stdout\":\" 82 observer-sessions\n 29 workspace-doctolib-you-are-a-senior-effervescent-charm\n 27 treatment-plan-sequential-mixing-piglet\n 18 pro-desktop-noble-gliding-rabbit\n 18 doctolib-doctolib\n 13 doctolib-doctolib-you-are-a-shiny-treehouse\n 6 pro-desktop-composed-wiggling-castle\n 6 pro-desktop\n 5 treatment-plan\n 5 doctolib-doctolib-context-you-are-transient-lemon\n 3 doctolib-doctolib-virtual-squishing-ember\n 3 docto-crypt\n 2 pro-desktop-an-itsp-practice-luminous-sketch\n 2 doctolib-doctolib-summary-you-are-curious-willow\n 2 doctolib-doctolib-double-check-the-pagination-partitioned-kurzweil\n 2 doctolib-doctolib-context-and-role-you-velvet-porcupine\n 1 Users-clertonra\n 1 treatment-plan-sequential-mixing-piglet.md\n 1 treatment-plan-agent-af6b95\n 1 treatment-plan-agent-af4962\n 1 treatment-plan-agent-ae571b\n 1 treatment-plan-agent-adf4ed\n 1 treatment-plan-agent-ad55db\n 1 treatment-plan-agent-ac6643\n 1 treatment-plan-agent-ac1334\n 1 treatment-plan-agent-aa22df\n 1 treatment-plan-agent-aa0cac\n 1 treatment-plan-agent-a80bda\n 1 treatment-plan-agent-a6bbab\n 1 treatment-plan-agent-a5f4a8\",\"stderr\":\"\",\"interrupted\":false,\"isImage\":false,\"noOutputExpected\":false}"</outcome> </observed_from_primary_session>
Return either one or more <observation>...</observation> blocks, or an empty response if this tool use should be skipped. Concrete debugging findings from logs, queue state, database rows, session routing, or code-path inspection count as durable discoveries and should be recorded. Never reply with prose such as "Skipping", "No substantive tool executions", or any explanation outside XML. Non-XML text is discarded.
Turn 8 — Assistant
<observation> <type>discovery</type> <title>409 new sessions driven by observer-sessions (82), workspace-doctolib (29), treatment-plan (27), pro-desktop (18)</title> <subtitle>Workload composition: 20% observer sessions + parallel multi-project subagent activity across 4+ product teams</subtitle> <facts> <fact>observer-sessions: 82 sessions (20% of 409 new sessions) — observation/monitoring activity</fact> <fact>workspace-doctolib-you-are-a-senior-effervescent-charm: 29 sessions (primary workspace variant)</fact> <fact>treatment-plan-sequential-mixing-piglet: 27 sessions + 10+ treatment-plan-agent subagent variants (single sessions each)</fact> <fact>pro-desktop subagent variants: 18 (noble-gliding-rabbit) + 6 (composed-wiggling-castle) + 6 base (=30 total pro-desktop sessions)</fact> <fact>doctolib-doctolib core + variants: 18 base + 13 (shiny-treehouse) + 5 (context-transient-lemon) + others (=40+ doctolib sessions)</fact> <fact>Multiple subagent spawning patterns visible: workspace-doctolib, treatment-plan, pro-desktop, doctolib each spawning variant session slugs</fact> </facts> <narrative>The 409 new sessions (May 19-22) represent concurrent work across 4+ parallel projects with heavy subagent spawning. Observer-sessions (82 sessions) dominate, indicating the memory/observation infrastructure itself is creating 1/5 of all session load. The remaining 327 sessions split across treatment-plan (27 core + ~10 subagent variants), workspace-doctolib (29), pro-desktop (30+), and doctolib (40+). Each project spawns multiple subagent variants (e.g., treatment-plan-agent-ac6643, treatment-plan-agent-ad55db), meaning the wiki ingest system must handle not just raw session volume but also session taxonomy: distinguishing base sessions, subagent sessions, observer sessions, and routing each to correct project folders for synthesis. The diverse project composition means ingestion is CPU-bound (routing logic, entity/concept creation, cross-linking) as much as I/O-bound.</narrative> <concepts> <concept>what-changed</concept> <concept>pattern</concept> </concepts> <files_read> </files_read> <files_modified> </files_modified> </observation>
Turn 9 — User
<observed_from_primary_session> <what_happened>Bash</what_happened> <occurred_at>2026-05-27T15:29:44.285Z</occurred_at> <working_directory>/Users/clertonra</working_directory> <parameters>"{\"command\":\"ls \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/wiki/sources/treatment-plan/\\" 2>&1 | head -20 && echo \\"---\\" && ls \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/wiki/sources/workspace-doctolib/\\" 2>&1 | head -10 && echo \\"---\\" && ls \\"/Users/USER/Library/CloudStorage/<REDACTED>/My Drive/tools/llm-wiki/wiki/sources/doctolib-doctolib/\\" 2>&1 | head -10\",\"description\":\"Check existing source pages for key projects\"}"</parameters> <outcome>"{\"stdout\":\"2026-02-09-gleaming-stargazing-wolf-subagent-ad49dfe.md\n2026-02-09-iterative-beaming-bear-subagent-a0c974b.md\n2026-02-09-iterative-beaming-bear-subagent-a3e344b.md\n2026-02-09-iterative-beaming-bear-subagent-ab407da.md\n2026-02-09-iterative-beaming-bear-subagent-af2095f.md\n2026-03-09-glowing-crafting-tarjan-subagent-a6f8af19.md\n2026-03-09-idempotent-enchanting-newt-subagent-acompact.md\n2026-03-10-iterative-singing-charm-subagent-ae587eaa.md\n2026-03-11-idempotent-enchanting-newt-subagent-a3ce04b6.md\n2026-03-16-groovy-bouncing-goblet-subagent-a3ac1435.md\n2026-04-01-zippy-sniffing-pike.md\n2026-04-07-purring-painting-moonbeam-subagent-abc96149.md\n2026-04-07-purring-painting-moonbeam.md\n2026-04-08-velvety-prancing-lark.md\n2026-04-22-agent-a44c68-subagent-a44c68b2.md\n2026-04-22-agent-a9aa77-subagent-a9aa7734.md\n2026-04-22-you-are-a-senior-synchronous-teacup.md\n2026-04-23-review-the-pr-https-github-com-doctolib-shiny-axolotl-subagent-a243328f.md\n2026-04-23-review-the-pr-https-github-com-doctolib-shiny-axolotl-subagent-a38f4fcf.md\n2026-04-23-review-the-pr-https-github-com-doctolib-shiny-axolotl-subagent-aa67e701.md\n---\n2026-02-10-swirling-crafting-stearns-subagent-ac1c976.md\n2026-02-27-agent-ae93c8-subagent-ae93c8a4.md\n2026-04-13-generic-squishing-rose-subagent-a3565800.md\n2026-04-13-generic-squishing-rose-subagent-a9a561ce.md\n2026-04-13-generic-squishing-rose-subagent-adcbe618.md\n2026-04-13-generic-squishing-rose-subagent-aff2b9d8.md\n2026-04-13-generic-squishing-rose.md\n2026-04-13-majestic-whistling-beaver-subagent-a08def15.md\n2026-04-13-majestic-whistling-beaver-subagent-a8b07931.md\n2026-04-13-majestic-whistling-beaver.md\n---\n2026-01-27-glimmering-imagining-sparrow-subagent-a10803b.md\n2026-01-27-glimmering-imagining-sparrow-subagent-a801d33.md\n2026-01-27-glimmering-imagining-sparrow-subagent-aa70ba5.md\n2026-01-28-glimmering-imagining-sparrow-subagent-a275b87.md\n2026-01-28-glimmering-imagining-sparrow-subagent-a646d79.md\n2026-01-28-glimmering-imagining-sparrow-subagent-a8c6a42.md\n2026-01-29-glimmering-imagining-sparrow-subagent-a93d7e6.md\n2026-01-29-glimmering-imagining-sparrow-subagent-ac43a2d.md\n2026-01-29-sequential-dancing-raven-subagent-ad36668.md\n2026-01-29-sequential-dancing-raven-subagent-aea7bd3.md\",\"stderr\":\"\",\"interrupted\":false,\"isImage\":false,\"noOutputExpected\":false}"</outcome> </observed_from_primary_session>
Return either one or more <observation>...</observation> blocks, or an empty response if this tool use should be skipped. Concrete debugging findings from logs, queue state, database rows, session routing, or code-path inspection count as durable discoveries and should be recorded. Never reply with prose such as "Skipping", "No substantive tool executions", or any explanation outside XML. Non-XML text is discarded.