Autonomous Agent System

Constitution locks direction. Meta manages quality. Execution does the work. Human only approves rules, not results.

System Architecture

Constitution Layer Immutable

6 Red Lines — Standards must be machine-verifiable, single-check, traceable to requirements. No subjective words, no context-dependency, no multi-checks, no unverifiable standards, no duplicates, no scope creep.

↓ constrains

Meta Layer 2 Agents + Config

Meta-Verify Audits Verify + Standard quality

Meta-Evolve Optimizes methodology, expands primitives, sediments task types

Task Type Table Dynamic, grows from execution

Primitive Library compute, regex, schema, unique, count, measure, test, exist, diff, compose, llm_judge

↓ rules + templates + primitives

Execution Layer 4 Agents

Input Agent Vague instructions → structured task

Standard Agent Generates check + method + on_fail

Task Agent Executes with engineering discipline

Verify Agent Dispatches checks by method

Implementation Progress

2026-02-20

Architecture Design Done

Complete system architecture discussion. Three-layer structure: Constitution → Meta → Execution. 6 red lines defined. Primitive library designed (10 primitives). Evolution mechanism planned. Cold-start strategy defined.

Meta Layer Implementation Pending

Implement Meta-Verify and Meta-Evolve agents. Define initial task type templates. Build primitive library as executable checkers.

Execution Layer Implementation Pending

Implement Input Agent, Standard Agent, Task Agent, Verify Agent. Wire up the full pipeline. Cold-start with human-intensive mode.

Dogfooding & Evolution Pending

Run real tasks through the system. Accumulate evaluation logs. Let Meta-Evolve start optimizing. Transition from human-intensive to semi-automatic mode.

Evolution Log

System Init 2026-02-20

Initial primitive library defined: compute, regex, schema, unique, count, measure, test, exist, diff, compose, llm_judge. 10 primitives total (9 deterministic + 1 LLM fallback).

Constitution 2026-02-20

6 constitutional red lines established. 3 positive principles + 6 negative boundaries (merged into 6 rules). Amendment requires user approval only.