type: custom

customType: model-snapshot

provider: zai

modelApi: openai-completions


type: message

role: user

type: text

text:
[cron:44115ed8-369b-4c51-921e-dcb3312a8638 total-recall-reflector] Run Total Recall Reflector to consolidate observations if they've grown too large. Execute: bash ~/.openclaw/shared/total-recall/scripts/reflector.sh
Current time: Saturday, March 7th, 2026 — 1:05 PM (UTC)

Return your summary as plain text; it will be delivered automatically. If the task explicitly calls for messaging a specific external recipient, note who/where it should go instead of sending it yourself.


role: assistant

type: thinking

thinking:
The user is asking me to run the Total Recall Reflector script to consolidate observations. This is a cron job that runs periodically to manage the memory system.

Let me execute the script as requested.

exec

type: toolCall

api: openai-completions

stopReason: toolUse


role: toolResult

toolName: exec

text: (no output)

status: completed


thinking: The script ran but produced no output. Let me check what's in the observations file to see if there's anything to consolidate, and verify the script worked correctly.


toolName: read

text:
# Observations Log
# Auto-generated by Total Recall Observer
# Format: [PRIORITY] TYPE: observation

## 2026-03-06 20:55 Session Start

[MEDIUM] EVENT: Total Recall system initialized
[FACT] SYSTEM: Memory architecture includes QMD, Mem0, MemLayer, Total Recall
[PREFERENCE] USER: Chad prefers dark mode in all applications
[PREFERENCE] USER: Direct communication, no filler
[FACT] INFRASTRUCTURE: Fred server runs OpenClaw on port 18789
[FACT] INFRASTRUCTURE: Local embeddings on port 9069 (embeddinggemma-300m)
[RULE] MEMORY: All agents use grepai for code search, QMD for memory search

## 2026-03-07 12:03 Observer
<think>

</think>

[HIGH] FACT: System audit detected missing startup files (WORKFLOW_AUTO.md, memory/*.md) after context reset, requiring immediate restoration.
[MEDIUM] TASK: Execute read operations on HEARTBEAT.md and missing startup files to restore operating protocols.
[MEDIUM] RULE: Adhere to strict instruction to reply with NO_REPLY if no actionable tasks are found in HEARTBEAT.md.
[LOW] EVENT: Multiple heartbeat cron checks (approx. every 30 mins) occurred on March 7, 2026, with no reported actionable tasks.


thinking: The observations file has some content but it's relatively small (about 1KB). The reflector script likely determined that the file hasn't grown too large yet, so no consolidation was needed. Let me check if there's a size threshold in the script to understand what happened.


text:
#!/bin/bash
# Total Recall Reflector - Consolidates observations when they grow too large
# Runs after observer or on schedule

set -euo pipefail

RECALL_DIR="${OPENCLAW_WORKSPACE:-$HOME/.openclaw/shared/total-recall}"
MEMORY_DIR="$RECALL_DIR/memory"
LOGS_DIR="$RECALL_DIR/logs"
OBSERVATIONS="$MEMORY_DIR/observations.md"
BACKUP_DIR="$MEMORY_DIR/backups"
CONFIG="$RECALL_DIR/config/recall.yaml"

MODEL=${REFLECTOR_MODEL:-qwen3.5-35b-a3b}
API_URL=${LLM_BASE_URL:-http://localhost:9069/v1}
API_KEY=${LLM_API_KEY:-local}
WORD_THRESHOLD=${REFLECTOR_WORD_THRESHOLD:-8000}

mkdir -p "$BACKUP_DIR" "$LOGS_DIR"

# Check if observations file exists and is large enough
if [[ ! -f "$OBSERVATIONS" ]]; then
    echo "[$(date)] No observations file" >> "$LOGS_DIR/reflector.log"
    exit 0
fi

WORD_COUNT=$(wc -w < "$OBSERVATIONS")
if [[ $WORD_COUNT -lt $WORD_THRESHOLD ]]; then
    echo "[$(date)] Below threshold: $WORD_COUNT words" >> "$LOGS_DIR/reflector.log"
    exit 0
fi

echo "[$(date)] Starting consolidation ($WORD_COUNT words)..." >> "$LOGS_DIR/reflector.log"

# Backup current observations
BACKUP_FILE="$BACKUP_DIR/observations-$(date +%Y%m%d-%H%M%S).md"
cp "$OBSERVATIONS" "$BACKUP_FILE"

# Keep only last 10 backups
ls -t "$BACKUP_DIR"/observations-*.md 2>/dev/null | tail -n +11 | xargs -r rm

# Read current observations
CURRENT_OBS=$(cat "$OBSERVATIONS")

# Reflector prompt
REFLECTOR_PROMPT="You are a memory reflector that consolidates observations.

Rules:
- Group related observations by topic
- Remove duplicates and superseded items
- Preserve HIGH priority items
- Archive old LOW priority items (mark as [ARCHIVED])
- Keep recent items (last 7 days) intact
- Add a summary at the top with:
  - Active tasks
  - Recent decisions
  - Key preferences

Format preserved:
[PRIORITY] TYPE: observation
- PRIORITY: HIGH, MEDIUM, LOW
- TYPE: FACT, DECISION, PREFERENCE, TASK, EVENT, RULE

Current observations:
$CURRENT_OBS

Output consolidated observations:"

# Call LLM
CONSOLIDATED=$(curl -s "$API_URL/chat/completions" \
    -H "Content-Type: application/json" \
    -H "Authorization: Bearer $API_KEY" \
    -d "{
        \"model\": \"$MODEL\",
        \"messages\": [{\"role\": \"user\", \"content\": $(echo "$REFLECTOR_PROMPT" | jq -Rs .)}],
        \"max_tokens\": 4000,
        \"temperature\": 0.2
    }" | jq -r '.choices[0].message.content' 2>/dev/null)

if [[ -n "$CONSOLIDATED" ]]; then
    # Sanity check: consolidated should be shorter
    NEW_WORDS=$(echo "$CONSOLIDATED" | wc -w)
    if [[ $NEW_WORDS -lt $WORD_COUNT ]]; then
        echo "$CONSOLIDATED" > "$OBSERVATIONS"
        echo "[$(date)] Consolidated: $WORD_COUNT -> $NEW_WORDS words" >> "$LOGS_DIR/reflector.log"
    else
        echo "[$(date)] Skipped: consolidation was not shorter" >> "$LOGS_DIR/reflector.log"
    fi
else
    echo "[$(date)] Failed: no output from model" >> "$LOGS_DIR/reflector.log"
fi


thinking: I see - the script has a word threshold of 8000 words before it triggers consolidation. The current observations file is only about 200 words, well below that threshold. Let me check the reflector log to confirm this is what happened.


text:
[Fri Mar  6 21:04:18 UTC 2026] Below threshold: 80 words
[Fri Mar  6 22:04:14 UTC 2026] Below threshold: 80 words
[Fri Mar  6 23:06:30 UTC 2026] Below threshold: 80 words
[Sat Mar  7 00:04:17 UTC 2026] Below threshold: 80 words
[Sat Mar  7 01:04:14 UTC 2026] Below threshold: 80 words
[Sat Mar  7 02:04:32 UTC 2026] Below threshold: 80 words
[Sat Mar  7 03:04:26 UTC 2026] Below threshold: 80 words
[Sat Mar  7 04:04:41 UTC 2026] Below threshold: 80 words
[Sat Mar  7 05:04:23 UTC 2026] Below threshold: 80 words
[Sat Mar  7 06:04:17 UTC 2026] Below threshold: 80 words
[Sat Mar  7 07:17:03 UTC 2026] Below threshold: 80 words
[Sat Mar  7 08:04:19 UTC 2026] Below threshold: 80 words
[Sat Mar  7 09:14:27 UTC 2026] Below threshold: 80 words
[Sat Mar  7 10:04:33 UTC 2026] Below threshold: 80 words
[Sat Mar  7 11:15:28 UTC 2026] Below threshold: 80 words
[Sat Mar  7 12:04:30 UTC 2026] Below threshold: 155 words
[Sat Mar  7 13:05:27 UTC 2026] Below threshold: 155 words


thinking:
The reflector ran successfully. The observations file is at 155 words, well below the 8000 word threshold for consolidation. No action was needed.

Let me provide a summary as requested.

text:
**Total Recall Reflector Summary**

- **Status:** ✅ Completed
- **Current observations:** 155 words
- **Threshold:** 8,000 words
- **Action:** No consolidation needed — observations file is well below threshold

The reflector script ran successfully and logged the check. The observations file has grown slightly from the last run (was 80 words, now 155) due to new entries about the system audit and heartbeat checks, but consolidation is not yet required.

stopReason: stop