# 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_files` → `gitea_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 3–4)**: 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 3–4 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.

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## 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 3–4, 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.

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