memory-architecture

Honcho-inspired memory architecture for PA agents. Use when writing to MEMORY.md, ending a significant conversation, or deciding what to remember long-term. Implements two key patterns: deductive memory (not just facts, but logical conclusions) and session summaries (capture context before it disappears).

Safety Notice

This listing is from the official public ClawHub registry. Review SKILL.md and referenced scripts before running.

Copy this and send it to your AI assistant to learn

Install skill "memory-architecture" with this command: npx skills add netanel-abergel/heleni-memory-architecture

Load Local Context

CONTEXT_FILE="/opt/ocana/openclaw/workspace/skills/memory-architecture/.context"
[ -f "$CONTEXT_FILE" ] && source "$CONTEXT_FILE"
# Then use: $WORKSPACE, $MEMORY_FILE, $WHATSAPP_MEMORY_DIR, $OWNER_TIMEZONE, etc.

Memory Architecture Skill (Honcho-inspired)

Core Principle

Two types of memory, three tiers. Inspired by Honcho/Hermes Agent memory system.


Memory Types

[FACT] — Explicitly stated

Something the owner said directly.

"Netanel works until 20:00" → [FACT]

[DEDUCED] — Logical conclusion from behavior

Something inferred from patterns, corrections, or repeated behavior.

"Netanel prefers execution over explanation" → [DEDUCED] (inferred from repeated feedback pattern)

Rule: After any interaction where a pattern becomes clear — write a [DEDUCED] entry. Don't wait for the owner to say it explicitly.


Memory Tiers

TierWhereWhen to write
WorkingIn-session contextAvailable automatically
Dailymemory/daily/YYYY-MM-DD.mdEnd of every significant conversation (5+ exchanges)
Projectsmemory/projects/<name>.mdOngoing context per topic/project — open loops, status, decisions
Long-termMEMORY.mdWhen pattern repeats 2+ times, or explicitly asked

Project Files

For active, multi-session work (rollouts, ongoing tasks, recurring topics), maintain a project file:

memory/projects/pa-rollout.md
memory/projects/crons-health.md
memory/projects/my-project.md

Each project file should contain:

  • Status — current state
  • Open loops — unresolved items that carry across days
  • Key decisions — what was decided and why

Load on demand: Read the relevant project file when that topic comes up — not every session. Daily files are raw log. Project files are living context.

Rule: If a task or decision needs to be remembered tomorrow — put it in the project file, not just the daily log.


Session Summary Rule

At the end of any conversation with 5+ meaningful exchanges, append to memory/YYYY-MM-DD.md:

## Session Summary — HH:MM

**Decisions made:**
- [list]

**Tasks completed:**
- [list]

**Deduced patterns:**
- [DEDUCED] [observation]

**Promote to MEMORY.md?**
- [ ] Yes: [what]
- [x] No

When to promote to MEMORY.md:

  • Pattern has appeared 2+ times across different sessions
  • Owner explicitly corrected something → update MEMORY.md immediately
  • Important preference discovered → add as [DEDUCED]

Writing Deduced Memories

After a correction or repeated behavior, write:

- [DEDUCED] <conclusion> — evidence: <what happened>

Examples:

  • [DEDUCED] Prefers English for work docs — corrected me when I created Hebrew doc (2026-04-03)
  • [DEDUCED] Expects autonomous execution without asking permission for reversible tasks — never asks why I acted autonomously
  • [DEDUCED] Reads messages outside work hours but won't always respond

What NOT to remember

  • One-time events with no pattern value
  • Transient task state (use monday.com for that)
  • Secrets or credentials (never in memory files)
  • Conversation noise

Memory Quality Checklist

Before writing to MEMORY.md, ask:

  • Is this a fact OR a deduced pattern (not just noise)?
  • Will this be useful in a future session?
  • Is this tagged [FACT] or [DEDUCED]?
  • Does it contradict an existing entry? (If yes, update the old one)

Self-Review Cron Loop

For continuous self-improvement, set up two daily crons:

Midday (13:00 local):

openclaw cron add \
  --name "heleni-midday-self-review" \
  --cron "0 13 * * *" \
  --tz "Asia/Jerusalem" \
  --session isolated \
  --message "Run midday self-review: read today's memory file, find mistakes or corrections from this morning, update MEMORY.md with [DEDUCED] lessons if needed, commit to git. Silent if nothing to fix." \
  --timeout-seconds 180

Nightly (23:00 local):

openclaw cron add \
  --name "heleni-internal-self-review" \
  --cron "0 23 * * *" \
  --tz "Asia/Jerusalem" \
  --session isolated \
  --message "Run nightly self-review: read today's full memory file + last 3 MEMORY.md entries. Find: repeated mistakes, patterns to promote to long-term memory, rules to tighten. Update MEMORY.md and/or relevant SKILL.md files. Commit to git with message 'Self-review YYYY-MM-DD: [what changed]'. Silent if nothing to improve." \
  --timeout-seconds 180

Why twice a day:

  • Midday catches morning mistakes early — fixes them before they repeat in the afternoon
  • Nightly does the full consolidation of the day
  • Once a day (evening only) is too slow for fast-moving days

Memory Compaction (Prevent Bloat)

Left unchecked, MEMORY.md and AGENTS.md grow unbounded — causing context window bloat and degraded performance.

Targets:

  • MEMORY.md → max 175 lines
  • AGENTS.md → max 60 lines

When to compact:

  • Weekly — set up a cron (see below)
  • When MEMORY.md exceeds 200 lines
  • When loading files already consumes >5% of context window

How to compact:

  1. Read MEMORY.md fully
  2. Merge duplicates, remove outdated entries, trim examples
  3. Keep: active rules, key contacts, deduced patterns still valid
  4. Remove: removed crons, resolved issues, one-time events
  5. Commit to git after

Weekly compaction cron:

openclaw cron add \
  --name "weekly-memory-compaction" \
  --cron "0 7 * * 0" \
  --session isolated \
  --model "anthropic/claude-haiku-4-5" \
  --message "Weekly memory compaction: Read MEMORY.md and AGENTS.md. Remove outdated entries, merge duplicates. Target: MEMORY.md <175 lines, AGENTS.md <60 lines. Git push after. NO_REPLY." \
  --announce \
  --timeout-seconds 120

Signal you need compaction:

  • MEMORY.md > 200 lines
  • Session startup feels slow
  • You notice you're repeating old rules that are no longer relevant

Production Notes

  • Workspace path: /opt/ocana/openclaw/workspace (not ~/.openclaw/workspace)
  • WhatsApp memory path: memory/whatsapp/groups/<JID-sanitized>/context.md or memory/whatsapp/dms/<PHONE-sanitized>/context.md
  • Sanitize rule: replace @, ., + with -
  • After writing memory — push to git (git-backup skill)
  • "sure thing" is a behavior rule (not a memory item) — it lives in SOUL.md, do not re-derive from memory

Cost Tips

  • Cheap: File writes are free — don't hesitate to log
  • Session summaries: Write once at the end, not after each message
  • MEMORY.md promotions: Batch once per session, not per interaction

Source Transparency

This detail page is rendered from real SKILL.md content. Trust labels are metadata-based hints, not a safety guarantee.

Related Skills

Related by shared tags or category signals.

Automation

Notion

Notion integration. Manage project management and document management data, records, and workflows. Use when the user wants to interact with Notion data.

Registry SourceRecently Updated
Automation

Mailchimp

Mailchimp integration. Manage marketing automation data, records, and workflows. Use when the user wants to interact with Mailchimp data.

Registry SourceRecently Updated
Automation

Keap

Keap integration. Manage crm and marketing automation and sales data, records, and workflows. Use when the user wants to interact with Keap data.

Registry SourceRecently Updated
Automation

Spikecv Helper

Help AI Agents answer questions and execute tasks for SpikeCV, an ultra-high-speed spike camera vision framework. Use when the user asks about spike cameras,...

Registry SourceRecently Updated