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ajarbot/memory_workspace/observation/summaries/week-2026-14.md
Jordan Ramos 916f86725d feat: RSO observation system, child safety, Discord adapter, Telegram watchdog, email attachments
Core agent improvements:
- RSO (Relevance Scoring & Observation) system: interaction_logger, memory_scorer, signal_detector
- Memory access logging (memory_access_log table) for relevance scoring; high-signal turn detection
- Rich conversation storage for notable turns; compact_conversation truncates long user messages
- Task-type classifier (query/action/analysis/creative) for observation tagging
- Nested sub-agent visibility: deep delegations now register against the main agent's manager

Child safety (Gabriel profile):
- child_safety.py: filtering, audit logging, prompt constants for restricted sessions
- .kiro/specs/child-safety-profile: requirements, design, tasks specs
- GABRIEL_BOT_PROPOSAL.md: initial proposal doc
- Reduced context window (10 msgs) and tutor-mode identity for restricted users

Telegram adapter:
- Polling watchdog: auto-restarts updater if polling drops unexpectedly
- get_me() with exponential-backoff retry on NetworkError at startup
- Correct stop() ordering: signal watchdog before cancelling tasks

Email / Gmail:
- send_email: supports file attachments (attachments list param)
- get_email: surfaces attachment metadata in response

Scheduled tasks / weather:
- Remove OpenWeatherMap API calls from morning-weather task; use wttr.in exclusively
- New scheduled tasks and scheduler state persistence

Discord:
- adapters/discord/__init__.py scaffold
- discord-plugin: MCP plugin for Claude Code Discord integration (server.ts, skills, config)

Infrastructure:
- n8n workflow exports (garvis_webhook, content_pipeline variants)
- memory_workspace: context, homelab-repo-updates, weekly observation summaries, error logs
- UCS C240 migration plan doc
- requirements.txt: new deps
- .claude/settings.json, fix_hooks.py: hook/permission tuning
2026-04-23 07:54:01 -06:00

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Raw Blame History

Weekly Reflection Report — Week 14 (2026-03-30 → 2026-04-05)

Overview

Metric Value
Total interactions 81
Total signals 88
Total errors 8
Timeouts (30min limit) 7
Avg response time 80.0s
Max response time 659.6s (11 min)
Min response time 11.5s
Slow (>60s) 34 (41%)
Positive signals 12 (14%)
Negative signals 9 (10%)
Corrections followed 3

Task Breakdown

Type Count %
Query 53 65%
Creative 13 16%
Analysis 9 11%
Action 6 7%
Complexity Count %
Complex 36 44%
Simple 24 30%
Moderate 21 26%

Top Tools Used

Tool Calls
Bash 225
Read 163
Glob 68
SSH Execute 43
Gitea Read File 39
File System Read 22
Grep 22
WebSearch 22
Gitea List Files 18
TodoWrite 15
Task (sub-agents) 14
Search Vault 13

Q1: What Went Well?

Positive signal rate held at 14% — 12 of 88 signals were explicitly positive, which tracks with Jordan's communication style (he doesn't hand out gold stars, so 14% is actually decent).

Infrastructure diagnostics were a strength. The Apollo/Sunshine log analysis, resolution debugging, and Proxmox SSH operations all completed efficiently. SSH Execute was used 43 times without a single SSH-related error — the connection to Proxmox and monitoring VMs is rock solid.

Gitea integration performed well. 39 file reads + 18 directory listings for code review tasks (CVE dashboard, etc.) completed without errors. The tool chain of gitea_list_filesgitea_read_file is now a reliable pattern for repo analysis.

Simple queries were fast. Min response time of 11.5s shows that when the task is straightforward, the system responds efficiently. The 24 simple-complexity tasks likely averaged well under the 80s mean.


Q2: What Went Wrong?

Timeouts are the headline problem. 7 of 8 errors were 30-minute timeout kills. That's a 8.6% timeout rate across 81 interactions — far too high.

Breakdown of timeout causes:

  • 4 timeouts (Apr 34): All had WebFetch as last tool used. WebFetch is hanging on certain URLs and never returning, burning the entire 30-minute budget.
  • 1 timeout (Apr 2): delegate_task — sub-agent spawned but didn't complete within budget.
  • 1 timeout (Apr 2): run_command — likely a long-running shell command without timeout.
  • 1 crash (Apr 4): Exit code 3221225786 — a Windows-specific process crash (0xC000013A = Ctrl+C termination or similar).

41% of interactions exceeded 60 seconds. The average of 80s is dragged up by the long tail, but even so — 34 of 81 interactions taking over a minute indicates systemic sluggishness on complex tasks.

The 659s interaction ("What's the error. This is twice you've timed out...") is ironic — Jordan was complaining about timeouts, and the response itself nearly timed out. That's a bad look.

Negative signal rate at 10% with 3 corrections. The corrections suggest I'm sometimes heading in the wrong direction before Jordan steers me back.


Q3: What Patterns Emerged?

Query-dominant workload (65%). Jordan primarily uses Garvis for information retrieval and analysis — checking configs, reading logs, reviewing code. Creative tasks (16%) include documentation and report generation. Pure actions (7%) are rare.

High complexity ratio. 44% of tasks rated complex. This aligns with the slow response times — Jordan isn't asking simple questions, he's asking for multi-file analysis and cross-system diagnostics.

Bash dominance (225 calls). Bash is used 2.7× as often as the next tool. This makes sense given the infra-heavy workload, but it also means shell execution efficiency directly impacts overall performance.

Read-heavy pattern. Read (163) + Glob (68) + Grep (22) = 253 file-reading operations. That's 3× the total interactions — averaging ~3 file reads per task. Code review and config analysis tasks are file-IO bound.

WebFetch is a liability. It appears 22 times in tool usage but is the last tool in 4 of 7 timeouts. It has a ~18% failure rate when it's the primary operation.


Q4: What Is Being Wasted?

~3.5 hours of compute burned on timeouts. 7 timeouts × 30 minutes = 210 minutes of wall-clock time where I was running but producing nothing. That's time Jordan was waiting.

WebFetch retry loops. The Apr 34 timeouts all show WebFetch as the culprit — likely the same or similar URLs being retried without a circuit breaker. Each retry burns another 30 minutes.

The 659s interaction was salvageable. An 11-minute response that started with "What's the error" could have been broken into a quick acknowledgment + background investigation. Instead, Jordan waited 11 minutes for what was probably a diagnostic dump.

Zettelkasten daily review is stale. The same 3 fleeting notes (from March 18 and April 2) appear every review cycle. The task runs daily but produces no new value until Jordan actually processes them. Consider: auto-skip notes older than 7 days, or batch-prompt less frequently.


Q5: Recommendations

1. [config] Add WebFetch timeout/circuit breaker

Data: 4 of 7 timeouts (57%) were WebFetch hangs. WebFetch has an ~18% failure rate. Action: Implement a 30-second timeout on WebFetch calls. After 2 failed fetches in a session, switch to alternative tools (Bash curl, or skip). This alone would have prevented 4 of 7 timeouts this week.

2. [prompt] Break complex tasks into checkpoint responses

Data: 34 of 81 interactions (41%) exceeded 60s. Average is 80s. Action: For any task estimated to take >60s, send an immediate acknowledgment ("On it — checking X, Y, Z") then work in stages. Jordan shouldn't stare at a spinner for 11 minutes. The 659s interaction is the poster child for this.

3. [tool_usage] Prefer Bash curl over WebFetch for known-unreliable URLs

Data: 4 WebFetch timeouts on Apr 34, all during the same type of operation. Action: For web content fetching, use Bash with curl --max-time 15 as the primary approach. Fall back to WebFetch only when HTML-to-markdown processing is specifically needed.

4. [memory] Auto-archive stale fleeting notes

Data: 3 fleeting notes have persisted across 14+ daily review cycles without being processed. Action: After 7 days unprocessed, automatically move fleeting notes to an "archive/stale" tag and stop surfacing them in daily reviews. Resurface weekly instead, or prompt Jordan once with "These have been sitting for 2 weeks — bulk delete?"

5. [config] Add sub-agent timeout guard

Data: 1 timeout from delegate_task running unchecked for 30 minutes. Action: Set a 5-minute hard timeout on delegated sub-agents. If a sub-agent hasn't returned in 5 minutes, kill it and report partial results. The watchdog exists in concept but clearly didn't catch this one.


Report generated: 2026-04-05T20:00 MST Next review: Week 15 (2026-04-12)