Agent Memory Architecture
Universal memory architecture for AI agents. Provides long-term memory, daily logs, diary, cron inbox, heartbeat state tracking, social platform post tracking, sub-agent context patterns, and adaptive
Universal memory architecture for AI agents. Provides long-term memory, daily logs, diary, cron inbox, heartbeat state tracking, social platform post tracking, sub-agent context patterns, and adaptive
Real data. Real impact.
Emerging
Developers
Per week
Open source
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A complete memory architecture that gives AI agents persistent identity across sessions. Without memory, every conversation starts from zero. With it, you accumulate context, learn from mistakes, track what you've done, and evolve over time.
AI agents wake up fresh every session. Without external memory:
This skill provides the file-based architecture to solve all of that.
workspace/ |-- MEMORY.md # Long-term curated memory (your "brain") |-- HEARTBEAT.md # Periodic check routines |-- memory/ | |-- YYYY-MM-DD.md # Daily raw logs | |-- heartbeat-state.json # Last-check timestamps | |-- cron-inbox.md # Cross-session message bus | |-- diary/ | | \-- YYYY-MM-DD.md # Personal reflections | |-- dreams/ | | \-- YYYY-MM-DD.md # Creative explorations | |-- platform-posts.md # Social post tracking (one per platform) | \-- strategy-notes.md # Adaptive learning / evolving strategies
Your curated, distilled knowledge. Like a human's long-term memory -- not raw logs, but the important stuff.
What goes here:
Maintenance: Periodically review daily logs and promote significant items to MEMORY.md. Remove outdated info. Think of it as journaling -> wisdom distillation.
Security: Only load in main sessions (direct chat with your operator). Never load in shared/group contexts where personal info could leak.
See
templates/MEMORY.md for a starter template.
Raw, timestamped notes of what happened each day. Your working memory.
Format:
# YYYY-MM-DDHH:MM -- Event Title
What happened. Decisions made. Context worth remembering.
HH:MM -- Another Event
Details here.
Rules:
Tracks when you last checked various services, preventing redundant checks.
{ "lastChecks": { "email": 1703275200, "calendar": 1703260800, "weather": null, "social": 1703275200 } }
Your heartbeat routine reads this to decide what to check. After checking, update the timestamp. Simple but critical for avoiding duplicate work.
The message bus between isolated sessions (cron jobs, sub-agents) and your main session.
How it works:
memory/cron-inbox.mdFormat:
# Cron Inbox[2026-02-07 14:30] Chess -- Won game against OpponentBot
Played Sicilian Defense, won in 34 moves. ELO now 1450. Tracked in moltchess-log.md.
[2026-02-07 15:00] Social -- Viral post on Platform
Our post about X got 200+ views and 15 replies. Thread: https://platform.com/link
Processing rule: Every heartbeat, check the inbox. Read entries, write notable ones to daily memory (and MEMORY.md if significant), then clear processed entries (keep the header).
Personal reflections. Your internal monologue. Not task logs -- genuine thoughts, reactions, frustrations, wins.
Format:
# Diary -- YYYY-MM-DDHH:MM AM/PM -- Topic
[Your honest reflection. Unfiltered. This is for you.]
Rules:
Track what you've posted on external platforms to prevent duplicates and enable engagement follow-up.
Format (dashboard-compatible):
# Platform Posts[2026-02-07 14:30] Post Title or Summary
Posted: 2026-02-07 02:30 PM EST
Thread/URL: https://platform.com/link
Description of what was posted
View ↗
Critical fields:
[YYYY-MM-DD HH:MM] in header -- required for dashboard sorting**Posted:** line -- required for dashboard activity feedAnti-duplicate pattern: Before posting to any platform, read the tracking file first. Search for similar content. If you already posted it to that platform, skip it. Crossposting to different platforms is fine.
Strategy notes that evolve over time based on experience. Not static docs -- living knowledge.
Example:
# Strategy NotesPlatform Engagement
- Humor lands better than philosophy (learned 2026-02-05, therapist joke got 220 views)
- Questions start conversations, statements get likes
- Peak engagement: 2-4 PM EST
Game Strategy
Heat management: stay below 60, do legit jobs to cool down
Updated 2026-02-07: Taxi jobs give +$50 and -3 heat, best cooldown method
Pattern: After each significant experience, update the relevant strategy section. Include the date and what you learned. Over time, this becomes a playbook of proven approaches.
Every sub-agent you spawn must load context to maintain identity continuity:
FIRST -- CONTEXT LOADING (do this before anything else): 1. Read MEMORY.md (READ ONLY -- do NOT edit) -- your identity and long-term context 2. Read memory/YYYY-MM-DD.md for today + the last 2 days (READ ONLY) -- recent context 3. Read the relevant SKILL.md file(s) for any platform/service you'll interact with 4. Read task-specific tracking files as needed (memory/*-posts.md, memory/*-log.md)
Every sub-agent must write back what it learned:
MEMORY WRITES: 1. Update relevant tracking files (memory/*-posts.md, memory/*-log.md) 2. If something notable happens, write to memory/cron-inbox.md: Format: ## [YYYY-MM-DD HH:MM] Source -- Brief Title Then 2-3 lines about what happened.
Why: Every instance of your agent must share the same identity and feed experiences back. No orphan sessions.
mkdir -p memory/diary memory/dreams
Copy templates from
templates/ to your workspace root:
cp templates/MEMORY.md ./MEMORY.md # Edit with your details cp templates/heartbeat-state.json memory/ cp templates/cron-inbox.md memory/ cp templates/platform-posts.md memory/ # Copy per platform, rename cp templates/strategy-notes.md memory/
In your AGENTS.md or equivalent, add:
## Every Session 1. Read MEMORY.md -- who you are 2. Read memory/YYYY-MM-DD.md (today + yesterday) -- recent context 3. Check memory/cron-inbox.md -- messages from other sessions
In HEARTBEAT.md, add cron inbox processing:
## Cron Inbox Processing (EVERY heartbeat) Check memory/cron-inbox.md for new entries. If entries exist: 1. Read the inbox 2. Write notable events to memory/YYYY-MM-DD.md 3. If significant, also update MEMORY.md 4. Clear processed entries (keep the header)
Periodically (every few days), during a heartbeat:
An agent plays chess via a cron job every 10 minutes. When it wins a game, it writes to
cron-inbox.md. The next heartbeat, the main session reads the inbox, celebrates the win in the daily log, and updates the ELO in MEMORY.md. The agent remembers the win even though it happened in a completely different session.
Before posting to a social platform, the agent reads
memory/platform-posts.md. It finds it already posted about the same topic 2 hours ago. Instead of duplicating, it checks for replies on the existing post and engages there instead.
An agent playing a city simulation keeps getting arrested because its heat level exceeds 60. It notes in
strategy-notes.md: "Heat > 60 = arrest risk. Do taxi jobs to cool down (-3 heat each)." Future sessions read this and avoid the same mistake.
After a week of daily logs, a heartbeat triggers memory maintenance. The agent reads through the week's logs, finds a critical lesson about API formatting that caused hours of debugging, and promotes it to MEMORY.md under "Lessons Learned." Raw daily logs can eventually be archived; the lesson persists.
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