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 — 10:04 AM (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. This is a cron job that consolidates observations. 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 without output or errors. Let me check what the reflector script does and verify the observations file to see if consolidation happened.


toolName: read

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


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


thinking:
The script ran. Looking at the observations file, it has about 50-60 words, which is well below the 8000 word threshold. The reflector script correctly exited early because the file is too small to need consolidation.

Let me check the log to confirm.

command: cat ~/.openclaw/shared/total-recall/logs/reflector.log 2>/dev/null | tail -5


text:
[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


thinking:
The observations file has 80 words, which is well below the 8000 word threshold. The reflector script correctly detected this and exited without needing to consolidate. The script is working as expected.

I should report a summary of this run.

text:
**Total Recall Reflector Summary**

- **Observations file:** 80 words (threshold: 8000)
- **Action:** No consolidation needed — below threshold
- **Last observation:** 2026-03-06 session start, system facts, user preferences

The observations log is healthy and well within limits. No changes made.

stopReason: stop