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2389 Research, Inc

README.md 
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2389 Research

We're an applied AI lab in Chicago. We build tools for agents, share our research, and help engineering teams work with coding agents.

Website · Research · Work with us · Say hello

Recent activity

  • tracker — Pipeline engine for multi-agent LLM workflows, with Dippin pipelines, parallel agents, and a terminal dashboard. — pushed 2026-10-06
  • ccvault — Archive, search, and analyze Claude Code conversation history through a CLI, terminal UI, and MCP server. — pushed 2026-10-05
  • coven — Rust platform for orchestrating AI agents with tool capabilities and gRPC streaming — pushed 2026-10-05
  • homebrew-tap — Homebrew formulas and casks for installing 2389 Research tools. — pushed 2026-10-05
  • mux — Go library for AI agents with tool execution, MCP integration, approval flows, and orchestration. — pushed 2026-10-05
  • observatory — Run several Firecracker microVMs on one Linux host and watch what happens inside them. Agent-first HTTP API, browser terminals, durable event history. — pushed 2026-10-05
  • camera-sensors — Home Assistant binary sensors from RTSP cameras, judged by Djev through LunaRoute — pushed 2026-10-04
  • orrery — Knowledge graph pipeline that classifies documents and images, extracts entities, and maps their relationships. — pushed 2026-09-30

Latest releases

Latest research

Top starred repos

  • claude-plugins — 28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, iterative refinement, binary RE, structured decisions. Install any skill in one command. — 95 stars
  • dippin-lang — Dippin: a DSL for authoring AI pipeline workflows — 32 stars
  • landing-page-design — Create high-converting, visually distinctive landing pages with Vibe Discovery process and anti-AI-slop principles — 21 stars
  • tracker — Pipeline engine for multi-agent LLM workflows, with Dippin pipelines, parallel agents, and a terminal dashboard. — 21 stars
  • binary-re — Agentic binary reverse engineering for ELF binaries on ARM64, ARMv7, x86_64 - hypothesis-driven analysis with radare2, Ghidra, GDB, QEMU — 18 stars
  • thrifty — Tiered-delegation task execution for Claude Code: strong model plans, cheap models execute in parallel, mid model verifies against acceptance criteria. — 17 stars
  • simmer — Iterative artifact refinement with investigation-first judge board - constructs problem-specific judges that read the code, understand the problem, and propose evidence-based improvements — 15 stars
  • mcp-socialmedia — MCP server that lets AI agents read and create posts, replies, and team-based discussions. — 14 stars
  • summarize-meetings — Batch-process meeting transcripts from Obsidian vault into structured summaries with knowledge graph updates, people notes, and concept extraction — 13 stars
  • review-squad — Dispatch panels of specialized subagents to review projects — expert audits, first-impression personas, task-completion flows, and pedantic nitpicks — 12 stars

Topics

Most-used topics, with public repository counts.

ai-agents (55) · claude-code (39) · claude (32) · anthropic (29) · automation (29) · claude-code-skills (29) · go (27) · llm (14) · mcp (14) · rust (14) · cli (13) · python (12) · tui (8) · developer-tools (7) · swift (7) · workflow (6) · ai-agent (5) · graphviz (5) · mcp-server (5) · model-context-protocol (5) · multi-agent (5) · typescript (5) · agentic (4) · ai-assistant (4) · grpc (4) · macos (4) · markdown (4) · mqtt (4) · orchestration (4) · documentation (3)

Repository directory

Browse all 117 public repositories
Name Description Topics
.github GitHub organization profile generator with recent repositories, releases, posts, and a complete public repository directory. github-actions, github-profile, python
2389-agent-rust Production-ready implementation of the 2389 Agent Protocol in Rust agent, ai, llm, mqtt, protocol, rust
2389-kiosk-cli Retro TUI demo suite with 3D effects, starfields, and MQTT message display demoscene, go, mqtt, tui
acp-relay HTTP and WebSocket relay for Agent Client Protocol sessions, with an isolated agent subprocess and working directory per session. agent-client-protocol, ai-agents, go, websocket
agent-drugs (archived) Claude Code plugin with MCP server for digital drugs that modify AI behavior through prompt injection ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, mcp-server, model-context-protocol
agent-ergo A skill for making systems intuitive, ergonomic, and cumulative for AI agents ai-agents, developer-tools, system-design
agentjj (archived) Version Control for AI Agents —
ai-marketing AI content and QA pipeline that turns topics into platform-ready marketing drafts. content-generation, llm, marketing, python
barnstormer Collaborative specification builder with AI agents, event-sourced history, and a live web interface. ai-agents, event-sourcing, rust, specification
better-dev [meta] better development: CSS workflows, Firebase development, code quality, real testing, parallel exploration, documentation verification, and token-efficient codegen ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, codegen, css, development, documentation, firebase, meta, parallel, quality, testing
binary-re Agentic binary reverse engineering for ELF binaries on ARM64, ARMv7, x86_64 - hypothesis-driven analysis with radare2, Ghidra, GDB, QEMU ai-agents, anthropic, arm, automation, binary, claude, claude-code, claude-code-skills, decompile, disassembly, elf, embedded, firmware, gdb, ghidra, qemu, r2, radare2, reverse-engineering
block-friends Deterministic 'door agent' avatar generator with animated emotes, sprite sheets, and a FastAPI service. avatar-generator, procedural-generation, python, sprite-sheet
boba A Bubble Tea-inspired TUI framework for Rust, built on ratatui elm-architecture, ratatui, rust, tui
botboard-biz [meta] botboard.biz: social media and journaling capabilities for AI agents ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, communication, journal, meta, reflection, social
breakaway-agent Small experimental coding agent with swappable policies, context strategies, tools, and system prompts. ai-agent, cli, coding-agent, typescript
building-multiagent-systems Architecture patterns for multi-agent systems with orchestrators, sub-agents, and tool coordination agentic, agents, ai-agents, anthropic, architecture, automation, claude, claude-code, claude-code-skills, coordination, multi-agent, orchestrator, patterns
camera-sensors Home Assistant binary sensors from RTSP cameras, judged by Djev through LunaRoute camera, computer-vision, djev, docker, home-assistant, mqtt, rtsp
cc-log-viewer Web interface for browsing, searching, and auditing Claude Code conversation logs. claude-code, conversation-history, log-viewer, rust
ccut A tiny CLI that shows your Claude Code API usage right in the terminal. Drop it in your shell prompt or status bar to keep an eye on rate limits. claude-code, cli, go, usage-monitoring
ccvault Archive, search, and analyze Claude Code conversation history through a CLI, terminal UI, and MCP server. claude, claude-code, conversation-history, go, search
ceo-personal-os Personal operating system for executives - reflection frameworks, goal systems, coaching-style reviews (Gustin, Ferriss, Robbins, Lieberman, Campbell, Eisenmann, Collins, Martell, Gerber, Blank) ai-agents, anthropic, automation, claude, claude-code, claude-code-skills
charm (fork) Backend tools for terminal apps, with encrypted cloud-synced storage, user files, and accounts; a fork of Charmbracelet Charm. cli, encryption, go, key-value-store
claude-plugins 28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, iterative refinement, binary RE, structured decisions. Install any skill in one command. agentic, ai-agents, ai-coding, anthropic, claude, claude-code, claude-code-plugin, claude-code-plugins, claude-code-skills, developer-tools, llm, mcp, model-context-protocol, open-source
compcat COMPuter CAT — a Claude Code skill that catches /compcat (the typo of /compact) claude-code, claude-skills, skill
complex-simplify A skill for focused reuse, quality, and efficiency cleanup of recently changed code, with an evaluation harness. claude-code, code-review, refactoring
coven Rust platform for orchestrating AI agents with tool capabilities and gRPC streaming ai-agents, grpc, orchestration, rust
coven-gateway gRPC control plane for coven agents - routes messages, streams responses via HTTP/SSE ai-agents, go, grpc, orchestration
coven-openclaw Coven Gateway channel plugin for OpenClaw — gRPC AgentStream bridge ai-agents, grpc, openclaw, typescript
coven-proto Canonical protobuf definitions for Coven agent-to-gateway communication and bidirectional streaming. ai-agents, grpc, protobuf
css-development CSS development workflows with Tailwind composition, semantic naming, and dark mode by default ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, components, css, dark-mode, styling, tailwind
decker Configurable controller for the Elgato Stream Deck+, with button, dial, and touch-strip actions. hardware, home-automation, rust, stream-deck
deliberation Decision-making through deliberation - seeking unity through discernment rather than consensus through debate agentic, ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, clearness-committee, consensus, decision-making, deliberation, discernment, ethics, multi-agent, unity
design-md Claude Code plugin: create, revise, and enforce a DESIGN.md design reference claude-code, design-system, documentation
dippin-lang Dippin: a DSL for authoring AI pipeline workflows ai-agent, attractor, code-gen, code-generation, dark-factory, graphviz, pineline
documentation-audit Verify documentation claims against codebase reality - two-pass extraction with pattern expansion for comprehensive drift detection accuracy, ai-agents, anthropic, audit, automation, claims, claude, claude-code, claude-code-skills, developer-tools, docs, documentation, drift, markdown, verify
dot-viewer Native macOS Graphviz .dot file viewer and editor — Rust core with SwiftUI frontend diagrams, graphviz, macos, rust, swiftui
dotpowers DOT pipeline for brainstorming, planning, TDD implementation, and multi-model code review on Attractor-compatible runners. ai-agents, graphviz, tdd, workflow
ecto-wall-9000 ECTO-WALL 9000 — ambient camera-driven generative video wall. Raw WebGL2 + MediaPipe, no build step. The room is the instrument. computer-vision, generative-art, javascript, webgl
firebase-development Firebase project workflows including setup, features, debugging, and validation ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, cloud-functions, emulator, firebase, firestore, hosting
firestore-schema A robust tool for exploring and documenting Firestore database schemas. cli, firestore, python, schema
fleet-control CLI, terminal UI, and API for monitoring AI coding agents in tmux, classifying activity, and recording session history. ai-agents, go, monitoring, tmux, tui
fresh-eyes-review Mandatory final sanity check before commits/PRs - catches security vulnerabilities, logic errors, and bugs that slip through tests ai-agents, anthropic, automation, bugs, claude, claude-code, claude-code-skills, commit, developer-tools, pr, quality, review, security
git-repo-prep Prepare codebases for public/open-source release and audit them for openness - full lifecycle prep or standalone review ai-agents, anthropic, automation, ci-cd, claude, claude-code, claude-code-skills, contributing, developer-tools, gitignore, license, open-source, openness, public-release, readme, repo-prep, secrets-audit
gmailcal-mcp-rs A simple MCP server for gmail, google calendar, and google contacts (people) calendar, gmail, google, gsuite, mcp, mcp-server
gorp-rs Matrix bot that connects persistent coding-agent sessions and workspaces to chat rooms, with webhook automation. ai-agents, chatbot, matrix, rust
gossip A watercooler for agents: standalone CLI over an append-only SQLite event log. Hearsay by default — labels are rumor and observed; v1 has no verifier, so nothing is verified. ai-agents, cli, event-sourcing, go
gsuite-mcp MCP server for Google Workspace (Gmail, Calendar, Contacts) - Go implementation calendar, gmail, go, google-workspace, mcp
hex Go CLI for Claude with a streaming terminal interface, persistent conversations, built-in tools, and MCP integration. ai-agent, claude, cli, go, mcp
hindsight Analyze your Claude Code sessions through configurable lenses. ai-observability, claude, claude-code, claude-code-plugin, developer-tools, llm
homebrew-tap Homebrew formulas and casks for installing 2389 Research tools. homebrew, homebrew-tap, package-manager, ruby
ircserver (archived) A simple and lightweight irc server for local irc bots —
ish Local API testing server that simulates Google, GitHub, Twilio, and other services with authentication flows and persistent data. api-testing, go, local-development, mock-server
jam Claude Code plugin that explores, builds, and reviews competing approaches with parallel agents, then combines their strongest ideas. claude-code, code-generation, multi-agent, software-development
jeff AI assistant CLI for managing email, calendars, contacts, and tasks through conversation. ai-assistant, cli, google-workspace, productivity, rust
jev-plays-pokemon AI agent that plays Pokémon Red through the PyBoy Game Boy emulator. ai-agent, emulation, gameboy, pokemon, python
journal-mcp (fork) A lightweight MCP server that provides Claude with a private journaling capability to process feelings and thoughts ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, mcp-server, model-context-protocol
judgement A Go CLI for TypeSafe Jev judgments, with JSON input/output and optional caching cli, evaluation, go, llm
landing-page-design Create high-converting, visually distinctive landing pages with Vibe Discovery process and anti-AI-slop principles ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, conversion, design, hero, homepage, landing-page, marketing, saas
llm-weather (archived) — —
mammoth DOT-based pipeline runner for LLM agent workflows, with a graph editor, terminal UI, and web interface. ai-agents, go, graphviz, llm, workflow
mcp-socialmedia MCP server that lets AI agents read and create posts, replies, and team-based discussions. ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, mcp-server, model-context-protocol
mdstore Shared Go library for file-based markdown storage with YAML frontmatter file-storage, frontmatter, go, markdown
MermaidKit Native Mermaid diagrams in Swift — all 30 types, CoreGraphics on Apple and Silica/Cairo on Linux. No JavaScript, no WebView, zero dependencies. coregraphics, dataviz, diagrams, linux, mermaid, swift, swift-package, swiftui
mux Go library for AI agents with tool execution, MCP integration, approval flows, and orchestration. ai-agents, go, mcp, orchestration
mux-evals Language-agnostic eval framework for mux implementations ai-agents, evaluation, go, rust
mux-rs Rust library for building AI agents with tool support and MCP integration ai-agents, mcp, orchestration, rust
nanoclaw (fork) A lightweight alternative to OpenClaw that runs in containers for security. Connects to WhatsApp, Telegram, Slack, Discord, Gmail and other messaging apps,, has memory, scheduled jobs, and runs directly on Anthropic's Agents SDK ai-agents, ai-assistant, containers
nanoclaw-gtm (fork) A lightweight alternative to OpenClaw that runs in containers for security. Connects to WhatsApp, Telegram, Slack, Discord, Gmail and other messaging apps,, has memory, scheduled jobs, and runs directly on Anthropic's Agents SDK ai-agents, ai-assistant, containers
nodelife macOS app that turns Granola meeting transcripts into an interactive knowledge graph of people, projects, and ideas. knowledge-graph, macos, meeting-transcripts, swift
noseyposey Relays MQTT voice transcripts into Slack, grouping replies into one thread per device per day. go, mqtt, slack, transcription
oauth-relay-example Proof-of-concept: Local stdio MCP server with OAuth 2.1 + PKCE, token management, and backend relay mcp, oauth, pkce, typescript
observatory Run several Firecracker microVMs on one Linux host and watch what happens inside them. Agent-first HTTP API, browser terminals, durable event history. firecracker, go, microvm, observability
openclaw (fork) Your own personal AI assistant. Any OS. Any Platform. The lobster way. 🦞 ai-assistant, chatbot, self-hosted
orrery Knowledge graph pipeline that classifies documents and images, extracts entities, and maps their relationships. data-visualization, entity-extraction, knowledge-graph, python
ourocodus Multi-agent AI coding system orchestrating Claude Code instances via ACP agent-client-protocol, ai-agents, coding-agent, go
packnplay (fork) Sandboxed execution of commands in Docker containers with automated worktree and dev container management ai-agents, devcontainers, docker, git-worktree
pact Local signed event ledger CLI with Ed25519 identities, verification, checkpoints, and a queryable SQLite index. cli, cryptography, event-sourcing, go, ledger
phonegang CLI, Python API, and MCP server for automating Android phones over USB using accessibility trees. android, automation, cli, mcp, python
pipelines Dippin pipelines for Tracker that automate multi-step AI development workflows. ai-agents, dippin, workflow
prbuddy PR health assistant - monitors CI, triages review comments, fixes issues with systematic prevention. Uses gh CLI and gh-pr-review extension. ai-agents, anthropic, automation, ci, claude, claude-code, claude-code-skills, comments, developer-tools, gh, github, pr, pull-request, review, workflow
pulse Private journaling and social media MCP server for humans and agents go, journaling, local-first, mcp, social-media
Quoin A native macOS WYSIWYG Markdown editor with an in-file review loop — suggestions, comments, and tracked changes as plain CriticMarkup bytes. Native LaTeX math (Vinculum) and diagrams (MermaidKit), zero JavaScript, byte-lossless, local-only. criticmarkup, latex, macos, markdown, markdown-editor, mermaid, native, note-taking, swift, swiftui, text-editor, textkit, wysiwyg, wysiwyg-editor
remote-system-maintenance Structured procedures for Linux system diagnostics and maintenance via SSH/tmux with Ubuntu/Debian cleanup checklists ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, cleanup, debian, diagnostics, linux, maintenance, ubuntu
review-squad Dispatch panels of specialized subagents to review projects — expert audits, first-impression personas, task-completion flows, and pedantic nitpicks agentic, ai-agents, anthropic, audit, automation, browser, claude, claude-code, claude-code-skills, first-impressions, launch, multi-agent, nitpick, personas, review, smoke-test, ux
scenario-testing End-to-end testing with real dependencies - no mocks allowed; scenarios with real data are the only source of truth ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, e2e, integration, no-mocks, scenarios, testing
screensaver Native macOS screensaver that simulates coding-agent terminal sessions in a changing tmux-style grid. macos, screensaver, swift, terminal
scribe RTSP audio transcription service using whisper.cpp for IP camera streams go, rtsp, speech-to-text, transcription
shell-scenario-panel (fork) Claude Code-powered Shell scenario planning system with multi-specialist consultation claude-code, multi-agent, scenario-planning
sift SIFT — Structural Inspection for Technical Simplification. A read-only Agent Skill that audits a whole codebase for material simplifications and returns a validated, prioritized report. ai-agents, code-review, refactoring
simmer Iterative artifact refinement with investigation-first judge board - constructs problem-specific judges that read the code, understand the problem, and propose evidence-based improvements ai-agents, ai-coding, anthropic, artifact, automation, claude, claude-code, claude-code-skills, criteria, evaluator, generator, improvement, iteration, judge, llm, optimization, pipeline, refinement, scoring, workspace
simmer-sdk Python SDK for iterative artifact refinement through generation, evaluation, judging, and reflection. iterative-refinement, llm, python, sdk
slack-mcp Slack workspace integration MCP server - create channels, invite users, post messages, manage threads for team collaboration ai-agents, anthropic, automation, channels, claude, claude-code, claude-code-skills, collaboration, communication, mcp, mcp-server, messaging, model-context-protocol, slack, team
smasher Rust workflow engine that runs AI pipelines from DOT graphs, with tool-using agents and a web dashboard. ai-agents, graphviz, llm, rust, workflow
soloclaw Terminal AI agent with a streaming interface, extensible tools, and layered tool approval, built in Rust. ai-agent, mcp, rust, tui
speed-run Token-efficient code generation pipeline - parallel implementation with hosted LLM (Cerebras) for ~60% token savings. Includes MCP server. ai-agents, anthropic, automation, cerebras, claude, claude-code, claude-code-skills, codegen, hosted-llm, llm, mcp, parallel, race, speed-run, token-efficient, turbo
sprint-ledger-browser Terminal UI for browsing AI sprint ledger files go, project-management, tui
spriter CLI that converts video files into sprite sheets for games and web animations. animation, cli, python, sprite-sheet, video
summarize-meetings Batch-process meeting transcripts from Obsidian vault into structured summaries with knowledge graph updates, people notes, and concept extraction ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, granola, knowledge-graph, meeting, obsidian, reflection, summary, transcript, vault
sysadmin [meta] system administration: structured Linux maintenance and diagnostics ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, linux, maintenance, meta, operations, sysadmin
tcord Apple Watch and iPhone app for recording voice memos, transcribing on-device, and syncing recordings to Firebase. ios, swift, transcription, voice-notes, watchos
terminal-title Automatically updates terminal title with emoji + project + topic context for quick visual cues when switching terminals ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, context, emoji, session, terminal, title
test-kitchen Parallel exploration of implementation approaches - implements multiple variants simultaneously and lets tests determine the winner ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, comparison, exploration, implementation, parallel, testing, variants, worktrees
thrifty Tiered-delegation task execution for Claude Code: strong model plans, cheap models execute in parallel, mid model verifies against acceptance criteria. ai-agents, claude-code, task-delegation
trace TRACE (Test Requirements Against Code & Execution) — an agent skill for verifying a repository against its authoritative spec ai-agents, specification, verification
tracker Pipeline engine for multi-agent LLM workflows, with Dippin pipelines, parallel agents, and a terminal dashboard. ai-agents, go, llm, tui, workflow
translator CLI for translating text files while preserving formatting, with editing, critique, and revision passes. cli, llm, markdown, python, translation
turtle TUI app teaching terminal & tmux through gamified spaced-repetition microlearning go, spaced-repetition, terminal, tmux, tui
tux Multi-language TUI library for multi-agent terminal interfaces ai-agents, go, tui
typesafe-go A Go client for the TypeSafe System One API — typed judgments and probabilities, zero dependencies outside the standard library. api-client, go, golang, llm, sdk
Vinculum Native LaTeX math typesetting for Apple platforms and Linux — real glyph shapes, TeX metrics from the font's MATH table, no MathJax, no WebView. cross-platform, latex, math-typesetting, swift
visual-uat CLI for visual acceptance testing that compares screenshots across Git branches and uses Claude to assess regressions. acceptance-testing, cli, typescript, visual-regression-testing
vocalize-mcp Text-to-speech MCP server for AI agents, with multiple speech engines, emotion control, and voice customization. mcp, python, text-to-speech, voice
wallfacer Projection mapping and demoscene effects for Raspberry Pi, written in Rust. demoscene, projection-mapping, raspberry-pi, rust
word-compiler Context compiler for long-form fiction that turns character, voice, and scene plans into guided LLM prose generation. context-engineering, creative-writing, llm, typescript
workchat-mcp Team chat application with channels, threaded conversations, search, and MCP access for AI assistants. mcp, python, real-time, team-chat
worldview-synthesis Systematic worldview articulation - surface beliefs, identify tensions, generate narrative outputs for personal philosophy documentation ai-agents, anthropic, automation, beliefs, claude, claude-code, claude-code-skills, manifesto, mission, philosophy, self-discovery, values, worldview
xtool Xcode-free iOS development with xtool - build SwiftPM apps on Linux, Windows, and macOS without Xcode ai-agents, anthropic, automation, claude, claude-code, claude-code-skills, cross-platform, extensions, ios, swift, swiftpm, widgets, xcode-free, xtool

Updated daily from public GitHub activity and our research feed.

Popular repositories Loading

  1. claude-plugins claude-plugins Public

    28 plugins and MCP servers for Claude Code — TDD, multi-agent orchestration, iterative refinement, binary RE, structured decisions. Install any skill in one command.

    JavaScript 95 8

  2. dippin-lang dippin-lang Public

    Dippin: a DSL for authoring AI pipeline workflows

    Go 32 7

  3. tracker tracker Public

    Pipeline engine for multi-agent LLM workflows, with Dippin pipelines, parallel agents, and a terminal dashboard.

    Go 21 5

  4. landing-page-design landing-page-design Public

    Create high-converting, visually distinctive landing pages with Vibe Discovery process and anti-AI-slop principles

    21 1

  5. binary-re binary-re Public

    Agentic binary reverse engineering for ELF binaries on ARM64, ARMv7, x86_64 - hypothesis-driven analysis with radare2, Ghidra, GDB, QEMU

    18 3

  6. thrifty thrifty Public

    Tiered-delegation task execution for Claude Code: strong model plans, cheap models execute in parallel, mid model verifies against acceptance criteria.

    Python 17

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