Autonomous Operations

MeshDaemon, autonomous planner, auto-scaling, and task routing by type.

Autonomous Daemon

core/autonomous_daemon.py runs a continuous Perceive → Decide → Execute → Evaluate loop:

python3 core/autonomous_daemon.py --multi --model claude-sonnet-4-6
# → 3 daemons in parallel

Each cycle:

1. Perceive — read environment state, pending tasks, provider health
2. Decide — route task to optimal node via MeshRouter
3. Execute — run crew or single agent with governance pipeline
4. Evaluate — Supervisor scores result; retry or escalate if needed

Cycle history: logs/daemon/cycles.jsonl

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Task Routing

The mesh routes by task type to the primary node, with fallbacks in order:

Task type	Primary	Fallbacks
code	deepseek-coder	minimax → sambanova-llama → nvidia-nim
tests	sambanova-llama	cerebras-llama → groq-llama
docs	cerebras-llama	gemini-flash → groq-llama
analysis	minimax	cerebras-llama → groq-llama
security	dof-guardian	local-agi-m4max → nvidia-nim

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Supervisor Scoring

Every task output is scored before acceptance:

score = Q(0.40) + A(0.25) + C(0.20) + F(0.15)

Score	Verdict	Action
≥ 7.0	ACCEPT	Output accepted
5.0–6.9	RETRY	Re-run with different provider
< 5.0	ESCALATE	Halt task, notify Soberano

Max retries: 2 (configurable in dof.constitution.yml)

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Auto-Scaling

core/mesh_orchestrator.py computes a scaling decision every cycle:

D_net = 0.6 × (queue_depth / 50) + 0.4 × (avg_latency / sla_ms)

if D_net > 1.0:  scale_up
if D_net < 0.2:  scale_down
else:            hold

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MeshDaemon Configuration

from core.autonomous_daemon import AutonomousDaemon

daemon = AutonomousDaemon(
    model="claude-sonnet-4-6",
    max_cycles=100,
    cycle_interval_seconds=30
)
daemon.run()

Session state is persisted via core/session_resume.py — cycle count and improvements survive restarts.

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Claude Commander — 5 Modes

python3 core/claude_commander.py

Mode	Description
SDK	Direct Claude SDK calls
Spawn	Spawn worker agents
Team	Agent team with shared context
Debate	Multi-agent debate
Peers	Peer-to-peer coordination

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Mesh Nodes

Node table and circuit breaker

Running the Mesh

Launch commands