type: custom

customType: model-snapshot

provider: zai

modelApi: openai-completions


type: message

role: user

type: text

text:
[cron:3c9e5e41-e4c0-4b9f-ab1c-252208bc0482 total-recall-observer] Run Total Recall Observer to compress recent conversations into observations. Execute: bash ~/.openclaw/shared/total-recall/scripts/observer.sh
Current time: Friday, March 6th, 2026 — 9:15 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: I need to execute the Total Recall Observer script to compress recent conversations into observations. This is a cron-triggered task.

exec

type: toolCall

api: openai-completions

stopReason: toolUse


role: toolResult

toolName: exec

text: (no output)

status: completed


thinking: The script ran but returned no output. Let me check if the script exists and what it does.


toolName: read

text:
#!/bin/bash
# Total Recall Observer - Compresses recent conversations into observations
# Adapted for Chad's OpenClaw agents

set -euo pipefail

RECALL_DIR="${OPENCLAW_WORKSPACE:-$HOME/.openclaw/shared/total-recall}"
MEMORY_DIR="$RECALL_DIR/memory"
LOGS_DIR="$RECALL_DIR/logs"
OBSERVATIONS="$MEMORY_DIR/observations.md"
LAST_RUN="$MEMORY_DIR/.observer-last-run"
LAST_HASH="$MEMORY_DIR/.observer-last-hash"
CONFIG="$RECALL_DIR/config/recall.yaml"

# Default lookback (minutes)
LOOKBACK=${OBSERVER_LOOKBACK_MIN:-30}
MODEL=${OBSERVER_MODEL:-qwen3.5-35b-a3b}
API_URL=${LLM_BASE_URL:-http://localhost:9069/v1}
API_KEY=${LLM_API_KEY:-local}

# Create directories
mkdir -p "$MEMORY_DIR" "$LOGS_DIR"

# Get last run time
if [[ -f "$LAST_RUN" ]]; then
    LAST_TS=$(cat "$LAST_RUN")
else
    LAST_TS=$(date -d '1 hour ago' +%s)
fi

# Find recent session files
echo "[$(date)] Observer starting..." >> "$LOGS_DIR/observer.log"

# Find agent session directories
SESSION_DIRS=$(find ~/.openclaw/agents/*/sessions -type d 2>/dev/null | head -20)

RECENT_MESSAGES=""
for dir in $SESSION_DIRS; do
    # Find JSONL files modified since last run
    while IFS= read -r file; do
        if [[ -n "$file" && -f "$file" ]]; then
            # Extract user and assistant messages
            messages=$(jq -r 'select(.role == "user" or .role == "assistant") | "\(.role): \(.content[0:500])"' "$file" 2>/dev/null | head -50)
            if [[ -n "$messages" ]]; then
                agent=$(echo "$dir" | sed 's|.*/agents/\([^/]*\)/sessions.*|\1|')
                RECENT_MESSAGES+="\n### Agent: $agent ###\n$messages\n"
            fi
        fi
    done < <(find "$dir" -name "*.jsonl" -newermt "@$LAST_TS" 2>/dev/null)
done

if [[ -z "$RECENT_MESSAGES" ]]; then
    echo "[$(date)] No recent messages found" >> "$LOGS_DIR/observer.log"
    exit 0
fi

# Check hash to avoid duplicates
CURRENT_HASH=$(echo "$RECENT_MESSAGES" | md5sum | cut -d' ' -f1)
if [[ -f "$LAST_HASH" ]]; then
    LAST_HASH_VAL=$(cat "$LAST_HASH")
    if [[ "$CURRENT_HASH" == "$LAST_HASH_VAL" ]]; then
        echo "[$(date)] No new messages (hash match)" >> "$LOGS_DIR/observer.log"
        exit 0
    fi
fi

# Call LLM to compress into observations
OBSERVER_PROMPT="You are an observer that compresses conversation excerpts into prioritized observations.

Rules:
- Extract important facts, decisions, preferences, and tasks
- Assign priority: HIGH (urgent/critical), MEDIUM (important), LOW (notable)
- Format as: [PRIORITY] TYPE: observation
- Types: FACT, DECISION, PREFERENCE, TASK, EVENT, RULE
- Be concise - one line per observation
- Skip trivial or repetitive content

Recent conversations:
$RECENT_MESSAGES

Output observations only:"

# Call local LLM
OBSERVATIONS_NEW=$(curl -s "$API_URL/chat/completions" \
    -H "Content-Type: application/json" \
    -H "Authorization: Bearer $API_KEY" \
    -d "{
        \"model\": \"$MODEL\",
        \"messages\": [{\"role\": \"user\", \"content\": $(echo "$OBSERVER_PROMPT" | jq -Rs .)}],
        \"max_tokens\": 1000,
        \"temperature\": 0.3
    }" | jq -r '.choices[0].message.content' 2>/dev/null)

if [[ -n "$OBSERVATIONS_NEW" ]]; then
    # Append to observations file
    echo "" >> "$OBSERVATIONS"
    echo "## $(date '+%Y-%m-%d %H:%M') Observer" >> "$OBSERVATIONS"
    echo "$OBSERVATIONS_NEW" >> "$OBSERVATIONS"

    # Update last run
    date +%s > "$LAST_RUN"
    echo "$CURRENT_HASH" > "$LAST_HASH"

    echo "[$(date)] Added observations" >> "$LOGS_DIR/observer.log"
else
    echo "[$(date)] No observations generated" >> "$LOGS_DIR/observer.log"
fi


thinking: The script ran successfully but produced no output (it logs to a file). Let me check the log to see what happened.

command: tail -20 ~/.openclaw/shared/total-recall/logs/observer.log 2>/dev/null || echo "No log file found"


text:
[Fri Mar  6 21:00:06 UTC 2026] Observer starting...
[Fri Mar  6 21:00:06 UTC 2026] No recent messages found
[Fri Mar  6 21:15:04 UTC 2026] Observer starting...
[Fri Mar  6 21:15:05 UTC 2026] No recent messages found


thinking: The observer ran successfully but found no recent messages to process. This is expected behavior - it looks for session files modified since the last run. Let me check the observations file to see what's there and report status.


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: Good - the observations file exists with some initial observations from earlier. The observer ran successfully this time but found no new messages to process. This is normal behavior. I should report the status.

text:
**Total Recall Observer - Run Complete**

- **Status:** Success
- **Timestamp:** 2026-03-06 21:15 UTC
- **Result:** No recent messages found to process
- **Last observation entry:** 2026-03-06 20:55 (system initialization)

The observer checked all agent session directories for conversations modified in the last 30 minutes. No new session activity was detected, so no new observations were generated. This is expected behavior during quiet periods.

stopReason: stop