sdageltc/letitloop

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests

let it loop (LIL): Deterministic AI engineer for complex coding. Hybrid LLM+Python with CONTRACT SYSTEM parsing intent, decomposing goals, enforcing checks, deterministic Python orchestration. Durable state/checkpoints survive crashes. Multi-reviewer QC with claim-scoped arbitration. Supervisor orchestrates multi-contract goals. BYO LLM. 1121 tests