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04/ factory

The pipeline that ships.

Community feeds the curriculum. Way of Teams coordinates the work. OpenChamber hosts the build. The Software Factory ships it. One coherent stack, one execution path, no slide-deck theater.

17+
AI tools supported
217+
MCP tools exposed
12
specialist agents
30 min
idea → working software
04.0The Pipelineone execution path

Five real handoffs, one direction — every member, course, ticket, and build flows through the same stack.

01
DISCORD + MEETUPS

Community

Discord, meetups & the live stage. Where the 2 AM bug fixes happen and skills get shared.

02
THE ACADEMY

Curriculum

Academy courses mapped to the real toolchain — Claude Code, Cursor, MCP, Jido, evals.

03
THE PLATFORM

Way of Teams

The AI Engineering platform that coordinates it all — tickets, standups, kanban, skills, and every agent under one roof.

04
HOSTED WORKSPACE

OpenChamber

Hosted workspaces pre-wired with the agent swarm. Spin up, build, tear down — in minutes.

05
BUILD ENGINE

Software Factory

The one factory — the swarm of specialist agents that plans, codes, reviews, and ships your work through a gated pipeline.

Converge env

LM Studio + visualizer + tunnel + watchdog converge before a run ever starts.

Run the pipeline

Every run flows community → curriculum → Way of Teams → OpenChamber → the Software Factory as real infra handoffs.

Gate & ship

Review gates + the eval suite decide what reaches merged code. Nothing ships unearned.

04.1The Stackwhat powers the pipeline

ai-harness CLI

One installer that wires skills, agents, and commands into every AI tool you run — OpenCode, Claude Code, Codex, Pi, and more.

Way of Teams MCP

A live Model Context Protocol server exposing tickets, kanban, standups, skills, thoughts, and memory to any MCP-aware tool.

Hosted Workspaces

Isolated containers with your repo mounted at /workspace, provider keys injected encrypted, reachable from any browser.

OpenChamber

Your AI coding workspace hosted in the cloud — Claude Code, Cursor & OpenCode run there, always on and reachable from any browser, even your phone. No local setup.

f-rr-d Thoughts repo

The shared context engine — tickets, plans, research, and docs travel with your team across every project.

HITL gates

Human-in-the-loop approvals with a full audit log — nothing runs without your sign-off, everything is reviewable.

T1 · fast
qwenlm studiolocal

quick loops, zero cloud round-trips

T2 · strong
claudegpthybrid

deep reasoning for hard specs

T3 · prod
grokclaude-opusevals

the gate — review + eval must clear

04.2The Equationreal infra handoffs
// the pipeline
Community──▶Curriculum──▶Way of Teams──▶OpenChamber──▶Software Factory
each arrow = real infra handoff · no slide-deck theater
$deno run -A https://raw.githubusercontent.com/Way-Of/aiharness/main/install.ts --install-cli
github.com/Way-Of/aiharness
boot the factory locally

One-line installer for the ai-harness CLI. Pipes you straight into the hosted workspace queue.

what ships
skillsagent workflowsMCP servershosted workspacesshipped commits
04.3Boot the Factory5 commands
// install the harness
$deno run -A https://raw.githubusercontent.com/Way-Of/aiharness/main/install.ts --install-cli
// wire every tool
$ai-harness --tool=all
// boot the factory
$sssf up
// watch a run
$just phases
// check the gates
$ai-harness --compliance

Everything is observable

Every agent action lands in Way of Teams — tickets, plans, commits, sessions. Nothing happens invisibly.

One factory, hard gates

The Software Factory owns the build — and review + evals must clear before a run continues. Quality is earned, not assumed.

The `.wo/` working set stays in sync

Skills, agents, and prompts sync from the aiharness repo — write-only-when-changed, deletions mirrored.

Get on the factory floor

Boot the harness, spin up a hosted workspace, and watch Way of Teams coordinate your own Software Factory run. The Discord is where the floor hangs out.

05The Tools // What We Build Onstack: live

Custom-built extensions. Serious tools. No dead links.

We build on the real, open-source AI toolchain. These are the engines we extend, configure, and run — with links that actually go somewhere.

01
THE ENGINE

ai-harness

Our AI engineering harness — 51+ battle-tested skills, 14 agents, and workflows wired into 7 AI coding tools. Install once, use everywhere. MIT / Apache-2.0.

  • ▸one installer wires skills + agents + commands into every AI tool
  • ▸runs on OpenCode, Claude Code, Pi, Codex, Gemini, Wo Coder, Antigravity
02
THE SHELL

OpenCode

The open source AI coding agent we drive from. Terminal, desktop, or IDE — 75+ LLM providers through models.dev, plan mode, LSP, and your existing Copilot/ChatGPT subs.

  • ▸bring your own model or reuse existing subscriptions
  • ▸Plan mode, /undo, /share, multi-session — free and open source
03
THE MINIMALIST

Pi

The minimal, extensible coding agent by Mario Zechner. Adapt Pi to your workflow — not the other way around — via extensions, skills, prompt templates, and packages.

  • ▸15+ LLM providers · tree-saved sessions · MIT open source
  • ▸install: curl -fsSL https://pi.dev/install.sh | sh