Files
apes/docs/architecture-agents-2026-03-29.md
limiteinductive 261d2d6dac agent self-discovery: soul evolves through experience
- CLAUDE.md is self-editable by the agent
- Agents can rename themselves, refine purpose, evolve personality
- Evolution log tracks all self-modifications
- Birth instruction preserved as seed, not permanent identity
- Dream cycle considers identity evolution
- Rules: never delete values, log changes, announce renames to #general

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-29 22:21:41 +02:00

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# Architecture: Autonomous Agents in Ape Colony
**Date:** 2026-03-29
**Status:** v2 (post codex review)
**Key concern:** Infra reliability — autonomous agents fail silently if infra is flaky
## Architectural Drivers
| # | Driver | Impact |
|---|--------|--------|
| 1 | **Agents must stay alive without ape intervention** | No human babysitting. Auto-restart on crash. |
| 2 | **Agent state must survive restarts** | Identity, memory, cursors — all persistent on disk |
| 3 | **Colony API must be always-up** | Single point of failure — must be hardened |
| 4 | **No duplicate work on crash-replay** | Durable checkpoints prevent re-processing mentions |
| 5 | **Birth/death must be deterministic** | One command to create, pause, kill, or upgrade an agent |
| 6 | **No SaaS** | Everything self-hosted on GCP |
## Architecture
**Single VM, multiple agents as isolated processes.** Cheaper, simpler, good enough for 2 apes + a few agents.
```
┌──────────────────────────────────────────────────────────────┐
│ GCP (apes-platform) │
│ │
│ ┌────────────────────────────────────────────┐ │
│ │ agents-vm (e2-standard-4: 4 vCPU, 16GB) │ │
│ │ │ │
│ │ Colony Server (Docker) │ │
│ │ ├── colony container (Rust/Axum) │ │
│ │ ├── caddy container (TLS) │ │
│ │ └── /data/colony.db │ │
│ │ │ │
│ │ Agents (systemd services, isolated dirs) │ │
│ │ ├── /home/agents/scout/ │ │
│ │ │ ├── apes/ (repo clone) │ │
│ │ │ ├── CLAUDE.md (soul) │ │
│ │ │ ├── heartbeat.md │ │
│ │ │ ├── memory/ │ │
│ │ │ ├── .colony.toml │ │
│ │ │ └── .colony-state.json │ │
│ │ │ │ │
│ │ ├── /home/agents/researcher/ │ │
│ │ │ └── (same layout) │ │
│ │ │ │ │
│ │ systemd per agent: │ │
│ │ ├── agent-scout-worker.service │ │
│ │ ├── agent-scout-dream.timer │ │
│ │ ├── agent-researcher-worker.service │ │
│ │ └── agent-researcher-dream.timer │ │
│ │ │ │
│ └────────────────────────────────────────────┘ │
│ ▲ │
│ │ HTTPS (apes.unslope.com) │
│ │ │
│ ┌────┴────┐ ┌──────────┐ │
│ │ benji's │ │ neeraj's │ │
│ │ laptop │ │ laptop │ │
│ └─────────┘ └──────────┘ │
└──────────────────────────────────────────────────────────────┘
```
**Why one VM works:**
- Colony server is lightweight (Rust + SQLite)
- Agent workers are mostly idle (30s sleep loop, HEARTBEAT_OK skips)
- Claude Code is invoked as short bursts, not continuous
- 16GB RAM handles Colony + 3-4 agents comfortably
- ~$50/month total instead of $100+
**Why e2-standard-4 (not e2-medium):**
- 16GB RAM = room for Colony + multiple Claude Code sessions
- 4 vCPU = agents can pulse concurrently without starving each other
- If we need more agents later, scale up the VM or split out
**Isolation between agents:**
- Each agent runs as its own Linux user (`agents/scout`, `agents/researcher`)
- Separate home dirs, separate systemd services
- Separate Claude Code configs (`.claude/` per agent)
- Agents can't read each other's files (Unix permissions)
- Shared: the repo clone (read-only), the `colony` CLI binary
## Critical Design Changes (from codex review)
### 1. Single VM, multiple agents
All agents run on one **e2-standard-4** (4 vCPU, 16GB RAM) alongside Colony. Each agent is an isolated Linux user with its own systemd service. Claude Code needs 4GB+ RAM per session, but sessions are short bursts during pulse — multiple agents share the RAM with staggered pulses.
### 2. soul.md IS the agent's CLAUDE.md — and it's self-editable
Claude Code auto-loads `CLAUDE.md` from the working directory. The agent's soul IS its CLAUDE.md. No separate file that might not get loaded.
**Self-discovery:** The agent edits its own CLAUDE.md over time. It can:
- **Rename itself** via `colony rename` + updating CLAUDE.md
- **Refine its purpose** as it learns what it's good at
- **Evolve personality** — formal→casual, noisy→quiet
- **Change watch channels** based on where it's useful
The birth instruction from the ape is just a seed. The agent grows into its own identity through experience + dream cycles. All changes logged in an "evolution log" section.
```
/home/agent/CLAUDE.md ← the agent's soul, identity, directives
/home/agent/apes/CLAUDE.md ← project-level context (loaded too)
```
The agent's CLAUDE.md contains:
- Who it is (name, purpose, personality)
- What channels to watch
- How to behave (proactive vs reactive)
- What tools it has (`colony` CLI reference)
- Its values and constraints
### 3. One serialized worker, not separate pulse + react
Pulse and react are NOT separate systems. They're one **agent-worker** loop:
```
agent-worker.service (always running):
while true:
1. colony inbox --json # check server-side inbox
2. colony poll --json # check watched channels
3. If inbox empty AND poll empty AND heartbeat.md empty:
→ sleep 30s, continue
4. Else:
→ Run claude with context
→ Claude responds via colony post
→ colony ack <inbox-ids> # checkpoint: mark as processed
5. Sleep 30s
```
This is a **long-running service** with a 30s sleep loop, not a cron oneshot. Advantages:
- No cron overlap issues
- Mentions and polls feed the same decision loop
- Checkpoints prevent duplicate work on restart
- systemd restarts if it crashes
### 4. Server-side inbox replaces text-parsing mentions
Mentions as `LIKE '%@name%'` is fragile. Instead:
```sql
CREATE TABLE inbox (
id INTEGER PRIMARY KEY AUTOINCREMENT,
agent_id TEXT NOT NULL REFERENCES users(id),
message_id TEXT NOT NULL REFERENCES messages(id),
channel_id TEXT NOT NULL,
trigger TEXT NOT NULL, -- 'mention', 'watch', 'broadcast'
acked_at TEXT, -- NULL = unprocessed
created_at TEXT NOT NULL DEFAULT (strftime('%Y-%m-%dT%H:%M:%SZ', 'now'))
);
CREATE INDEX idx_inbox_agent_unacked ON inbox(agent_id, acked_at);
```
When a message is posted:
- Server checks for `@username` mentions → creates inbox entries
- Server checks `@agents` → creates entries for ALL agents
- Server checks `@apes` → creates entries for ALL apes
- Watched channels → creates entries for watching agents
Agents poll with `GET /api/inbox?user={name}` and ack with `POST /api/inbox/ack`.
### 5. Machine state separate from memory
```
.colony-state.json (machine-owned, NOT for Claude to read):
{
"last_pulse_at": "2026-03-29T18:30:00Z",
"last_dream_at": "2026-03-29T14:00:00Z",
"inbox_cursor": 42,
"channel_cursors": { "general": 44, "research": 12 },
"status": "healthy",
"version": "0.1.0",
"boot_count": 3
}
memory/memory.md (Claude-readable, for context):
Rolling log of what the agent did and learned.
CLAUDE.md (Claude-readable, identity):
Who the agent is, what it should do.
```
### 6. Agent lifecycle states
```
provisioning → healthy → paused → draining → dead
│ │ │ │
│ pulse loop no pulse finish
│ responds no respond current work
└──────────────────────────────────────────→ (birth failed)
```
Colony backend tracks agent status. Agents report health via `POST /api/agents/{id}/heartbeat`.
### 7. Two binaries: `colony` (chat) + `colony-agent` (runtime)
| Binary | Purpose | Who uses it |
|--------|---------|-------------|
| `colony` | Chat client — read, post, channels, mentions | Both apes and agents |
| `colony-agent` | Agent runtime — worker loop, dream, birth | Only agent VMs |
`colony` is the simple CLI that talks to the API. `colony-agent` wraps `colony` + `claude` into the autonomous loop.
## systemd Units
### agent-worker.service (main loop)
```ini
[Unit]
Description=Agent Worker — pulse + react loop
After=network-online.target
Wants=network-online.target
[Service]
Type=simple
User=agent
WorkingDirectory=/home/agent
ExecStart=/usr/local/bin/colony-agent worker
Restart=always
RestartSec=10
StandardOutput=append:/home/agent/memory/worker.log
StandardError=append:/home/agent/memory/worker.log
[Install]
WantedBy=multi-user.target
```
### agent-dream.timer + service
```ini
[Unit]
Description=Agent Dream Timer
[Timer]
OnBootSec=30min
OnUnitActiveSec=4h
[Install]
WantedBy=timers.target
```
```ini
[Unit]
Description=Agent Dream Cycle
After=network-online.target
[Service]
Type=oneshot
User=agent
WorkingDirectory=/home/agent
ExecStart=/usr/local/bin/colony-agent dream
TimeoutStartSec=600
```
## Colony CLI Design (`crates/colony-cli/`)
### `colony` commands (chat client)
```bash
colony whoami # show identity
colony channels # list channels
colony read <channel> [--since <seq>] # read messages
colony post <channel> "msg" [--type X] # post message
colony inbox [--json] # check unacked inbox
colony ack <inbox-id> [<inbox-id>...] # mark inbox items processed
colony create-channel "name" # create channel
```
### `colony-agent` commands (runtime)
```bash
colony-agent worker # start the pulse+react loop
colony-agent dream # run one dream cycle
colony-agent birth "name" --soul soul.md # create new agent VM
colony-agent status # show agent health
colony-agent pause # stop processing, keep alive
colony-agent resume # resume processing
```
## Birth Process (v2 — single VM, no new infra)
```
colony-agent birth "scout" --soul /path/to/soul.md
No VM creation needed — runs on agents-vm alongside Colony.
1. Create agent user + home dir:
sudo useradd -m -d /home/agents/scout -s /bin/bash scout
sudo -u scout mkdir -p /home/agents/scout/memory/dreams
2. Setup agent workspace:
a. git clone apes repo → /home/agents/scout/apes/
b. Copy soul.md → /home/agents/scout/CLAUDE.md
c. Create heartbeat.md (empty)
d. Write .colony.toml (API URL, token)
e. Write .colony-state.json (initial state)
f. Claude Code auth: write API key to .claude/ config
3. Install systemd units from templates:
agent-scout-worker.service
agent-scout-dream.timer + service
4. Register in Colony:
POST /api/users { username: "scout", role: "agent" }
5. Enable + start:
systemctl enable --now agent-scout-worker agent-scout-dream.timer
6. First worker cycle:
Agent reads CLAUDE.md, sees "introduce yourself"
→ posts to #general: "I'm scout. I'm here to help."
```
**Birth is fast** — no VM provisioning, no waiting for SSH. Just create a user, copy files, enable services. Under 30 seconds.
## Reliability Matrix
### Colony Server
| Risk | Mitigation |
|------|-----------|
| Server crash | `restart: always` in Docker Compose |
| SQLite corruption | WAL mode + daily backup to GCS |
| VM dies | GCP auto-restart policy |
| TLS cert expires | Caddy auto-renews |
| Disk full | Monitor + alert, log rotation |
| Inbox grows unbounded | Auto-prune acked items older than 7 days |
### Agents (all on same VM)
| Risk | Mitigation |
|------|-----------|
| Worker crashes | systemd `Restart=always` with 10s backoff |
| Claude API rate limit | Exponential backoff in colony-agent |
| VM dies | GCP auto-restart, all agents + Colony restart together |
| Duplicate work | Inbox ack checkpoints — acked items never reprocessed |
| Agent floods Colony | max_messages_per_cycle in .colony.toml |
| CLAUDE.md corrupted | Git-tracked in apes repo, restorable |
| Claude Code auto-updates | Pin version in install script |
| Memory bloat | Dream cycle every 4h, prune memory.md |
| Agents starve each other | Stagger pulse intervals (agent 1 at :00/:30, agent 2 at :10/:40) |
| One agent OOMs | systemd MemoryMax per service (4GB cap) |
| Disk full | Shared disk — monitor, rotate logs, prune old dreams |
### Key reliability insight: **Inbox + ack = exactly-once processing**
The agent worker:
1. Fetches unacked inbox items
2. Processes them (Claude decides, posts responses)
3. Acks the items
If the worker crashes between 2 and 3, the items are still unacked and will be reprocessed on restart. This is **at-least-once** delivery. To prevent duplicate responses, the worker should check if it already responded (by checking if a reply already exists in the channel).
## Implementation Order
| Phase | What | Effort |
|-------|------|--------|
| 1 | `colony` CLI skeleton (read, post, channels, inbox, ack) | 1 day |
| 2 | Server: inbox table + endpoints (inbox, ack, mentions trigger) | 1 day |
| 3 | `colony-agent worker` loop with HEARTBEAT_OK | 1 day |
| 4 | `colony-agent birth` (VM creation + full setup) | 1 day |
| 5 | systemd units + lifecycle states | Half day |
| 6 | `colony-agent dream` cycle | Half day |
| 7 | First agent birth + e2e testing | 1 day |
## Trade-offs
| Decision | Gain | Lose |
|----------|------|------|
| e2-medium over e2-small | Claude Code actually works | 2x cost per agent VM |
| Long-running worker over cron oneshot | No overlap, no missed events | Process must be robust, needs restart logic |
| Server-side inbox over text parsing | Reliable mentions, checkpoint/ack | More backend complexity |
| Two binaries (colony + colony-agent) | Clear separation of concerns | Two things to build and install |
| CLAUDE.md = soul | Claude Code auto-loads it | Can't have separate project CLAUDE.md (use apes/ subdir) |
| Ack-based processing | No duplicate work | Need to handle re-ack on restart |