WHITE LIFELoading...
A comprehensive look at our autonomous developer infrastructure: 7-domain LangGraph orchestration, 10-tool anti-hallucination verification stack, Ponytail complexity pruning, and strict zero-error quality gates.
Cyclic multi-agent loop with persistent SQLite state checkpoints (~/.self-code/checkpoints/state.db), deterministic state transitions, and Human-in-the-Loop review gates.
17-node finite state machine with atomic writer leases (LeaseManager), multi-project workspace isolation, and cryptographic candidate verification receipts.
Enforces DietrichGebert/ponytail pruning rules (delete:, stdlib:, native:, yagni:, shrink:). Invariant protection for error handling, security, and audit logging.
Strict Ruff linting (E, W, F, B, I, C4, D, N, UP, TID, ISC, S) with 88-char formatting, per-file ignores, and standalone Next.js 16 ESLint + TypeScript strict checks.
Acquisition → Consideration → Decision → Retention state transitions with zero orphaned routes, automated recovery mechanics, and live Stripe & Supabase sync.
Curated registry across 31 architectural domains: agent frameworks, speech AI, web scrapers, local LLM runners, and automation infrastructure.
Static export distributed across 300+ global edge locations with serverless Cloudflare Functions, strict CORS/CSP, rate limiting, and zero SSR latency.
To eliminate hallucinations, unsubstantiated claims, and false 100% resolutions, we globally integrate 10 battle-tested open-source tools with over 10,000 GitHub stars. Every decision is cross-validated with mathematical schemas and cryptographic proofs.
ConfigDict(extra='forbid') rejecting undeclared runtime keys and preventing schema drift.
Deterministic state transitions with SQLite checkpoint recovery preventing endless retry loops.
Enforces strict Pydantic model decoding with automated retry validation.
Quantifies truth confidence score (0.00~1.00) rejecting unverified 100% claims.
Normalizes model requests, timeouts, and guardrails across disparate LLM endpoints.
Type-safe runtime decoding on Cloudflare Pages and Edge Functions.
Static AST analysis eliminating hallucinated imports, dead code, and format violations.
Generates automated counterexamples ensuring mathematical invariants never fail.
Guarantees runtime JSON payload conformance to formal schema definitions.
Generates immutable SHA-256 terminal proof receipts and audit tables.
Every code modification passes through the Ponytail reviewer to prevent unnecessary complexity. The engine automatically proposes diff-pruning opportunities while strictly safeguarding critical invariants: error boundaries, input sanitization, security policies, and accessibility.
Remove unused code, dead branches, and commented-out snippets entirely.
Replace external dependencies with built-in standard library utilities.
Use language-native primitives over custom wrapper classes.
Remove speculative abstractions, preemptive parameters, and unused options.
Consolidate overly verbose boilerplate into concise idiomatic code.
Pruning NEVER removes input validation, error handling, security headers, audit logs, or accessibility tags.
Implemented as a user-scoped global skill (installed in C:\Users\white\.codex\skills\self-code), the CLI coordinates across 6 operational modes without polluting target repositories.
Acquires a deterministic writer lease with TTL. Rejects concurrent dirty writes and binds candidate checkpoints to git HEAD SHA.
self-code doctor
Dispatches targeted test suites: Ruff & Pytest for Python, standalone Next.js 16 ESLint & tsc for TypeScript, and Vitest.
self-code check --project .
Writes immutable proof JSON to local storage, records SHA-256 candidate fingerprints, releases lease, and updates SQLite checkpoint.
self-code finalize
Browse recorded tools, skills, and references or read our implementation guides. Check each project's license and current suitability separately.