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 — 9:14 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 (actually a cron job) is asking me to run the Total Recall Reflector script. Let me execute it and see what happens.

This is a straightforward task - I need to run the bash script and report the results.

exec

type: toolCall

api: openai-completions

stopReason: toolUse


role: toolResult

toolName: exec

text: (no output)

status: completed


thinking: The script ran with no output. Let me check if the script exists and see what it does, or check 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


thinking: The script runs silently when observations are below the threshold. Let me check the log to see what happened:

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


text:
[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


thinking: The observations file is only 80 words, well below the 8000 word threshold. No consolidation needed. I should report this.

text: **Total Recall Reflector**: Observations at 80 words (threshold: 8000). No consolidation needed.

stopReason: stop