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Nicholas Carter

I build AI infrastructure and agent orchestration systems.

Flagship: Verdict

Verdict is an autonomous development control plane. A goal goes in; a verified, independently reviewed, receipted change comes out.

Key capabilities:

  • Goal-to-DAG orchestration: frontier planner decomposes work into a dependency graph; each node gets its own model and worktree (demo run proof)
  • Admission control: live eligibility ladder (DISCOVERED → ENTITLED → HEALTHY → AVAILABLE → TASK_ELIGIBLE → SELECTED) keeps cheaper capacity first; every dropped candidate carries a named reason (source)
  • Same-node reroute: quota, rate-limit, timeout failures cool down the route or provider; the same node reassigns to another admitted model until pool exhaustion (recovery intelligence)
  • Independent review: reviewer excluded from all implementers; route-level or family-level independence enforced (review policy)
  • Tamper-evident receipts: SHA-256 digest of the event log; any later edit is detected on verification (receipt module)

Proof write-up: VERDICT_PROOF_CASE_STUDY.md.

Credential-free demo (no API key, no gateway, no network):

pip install verdict-core
verdict quickstart --non-interactive --dry-run

The demo makes one deterministic routing decision and names every excluded candidate. Watch the terminal recording or inspect the committed run proof.

Read more: main README, orchestration architecture, claims audit.

Other projects

Repo Purpose
verdict-node TypeScript envelope enforcement and task classification for Node.js; published as @bodanglin/verdict-node 0.2.0
verdict-cockpit Source-available fixture-mode viewer (not published; active development)

Engineering focus

Python, TypeScript, FastAPI, async/event-driven systems, policy enforcement, admission control, deterministic recovery, reproducible testing, and evidence-backed technical communication.

Pinned Loading

  1. verdict-backtest verdict-backtest Public

    Seeded Monte Carlo backtester for prediction markets: bootstrap equity paths (Numba), fee models, tear sheets, reproducible evidence receipts.

    Python 1

  2. verdict-strategy verdict-strategy Public

    Agnostic signal feature evaluator and EV payout gating engine. Fail-fast compound threshold evaluation with O(1) operator routing.

    Python 1

  3. verdict-core verdict-core Public

    Fail-closed LLM routing: cheapest qualified model, named drop reasons, receipts.

    Python 1

  4. verdict-node verdict-node Public

    TypeScript gateway adapter for Express and Next.js: enforces Verdict Core decisions and execution envelopes at the HTTP edge (fail-closed). OpenAI-compatible forwarding. Alpha.

    TypeScript 1

  5. verdict-risk verdict-risk Public

    Deterministic, I/O-free risk gates (drawdown, position, cluster cap, Kelly) in pure Python. ~10 µs per evaluation; Hypothesis property tests.

    Python 1

  6. verdict-cockpit verdict-cockpit Public

    Read-only Next.js viewer for Verdict change reports and route-lab evidence. Fixture mode only; no live API.

    TypeScript 1