Compile a demonstrated GUI workflow into a deterministic, locally executable program. Zero model calls on healthy runs; governed repair; halts instead of guessing. Launcher for openadapt-flow: pip install openadapt

Deterministic orchestrator for CLI coding agents (Claude Code, Codex, Gemini CLI, +40 more). No model in the coordination loop, so parallel runs in per-task git worktrees replay byte-identically. Signed lineage plus an opt-in HMAC audit chain a reviewer checks offline, without rerunning it. Cluster mode, air-gap deploy. https://bernstein.run

Compile, verify, and run multi-agent DAGs across Pi, Codex, Claude Code, OpenCode, and Grok—with resume, replay, and incremental recomputation.

Native Rust runtime for adversarial extension workloads with deterministic replay, cryptographic decision receipts, and fleet-scale containment.

Single-symbol CLOB matching engine in Rust — integer-only hot path, deterministic replay, microsecond-class tail latency, framed binary TCP wire.

Nudge — a typed, replayable, budget-aware programming language for LLM agents. Compiles to Python & TypeScript. Traces as tests, MCP tools, A2A export, LSP, OpenTelemetry.

Sync-first event sourcing for Rust: append-only segments, causal metadata, policy gates, and typed projections — no async runtime. It's free batteries bro, take 'em!

Deterministic order-book replay + adversarial microstructure bench. Rust + Zig 0.13 + C++20 + Go. Cross-impl Event ABI bit-identical (CI hash gate). MoldUDP64 + WAL + SPSC mmap ring. 5 chaos detectors. Snapshot resume e2e proven. 155 tests.

A deterministic orchestration kernel for bounded agent systems.

Demonstration compiler: record a workflow once, compile to a deterministic vision-anchored script, replay locally, self-heal on drift

Load-bearing joinery for LLM content pipelines: context injection, validated repair loops, deterministic replay, DAG orchestration.

Forkline is a replay-first tracing and diffing library for agentic AI workflows that lets you deterministically reproduce, fork, and compare agent runs to find exactly where behavior diverged.

Native macOS Asteroids-style vector arcade shooter — Swift 6 / SpriteKit. Procedural vector graphics, real-time synthesized audio, two game modes, nine power-ups, gravity wells, two bosses, and a deterministic replay system with headless GIF export.

A retro Snake-inspired arcade game — browser-first, Android via Capacitor, 4 power-ups, 4 themes, cloud high scores, PWA.

Embeddable, zero-dependency durable execution for agents and NHEs. Deterministic replay, retries, cycle detection, a token budget, and a multi-agent task board, with no sidecar service.

Deterministic record and replay for agent runs. A zero-runtime-dependency TypeScript library and CLI that captures every source of non-determinism an agent touches (model output, tools, MCP, clock, randomness) and replays it exactly, with fork, diff, a tamper-evident seal, and redaction.

An event-sourced runtime for AI agents that survives kill -9, written in Rust.

Deterministic crash tests for agent control planes: paired worlds, hard stops, budgets, scopes, approvals, and hash-linked receipts.

Category-Separated AI Orchestration Framework for .NET

AIΩN Foundations Paper VII: WARP as an optic architecture over shared causal history (weaves, admission, holograms, retention).