-
Notifications
You must be signed in to change notification settings - Fork 0
Home
John Williams edited this page Mar 23, 2026
·
3 revisions
The Cowork Agent for Everything. Train from Zero. Run Everywhere.
Built by John Williams · 15+ years enterprise paid media · $48M+ annual ad spend
- Quick Start — Get running in 60 seconds
- GAQL Reference — Google Ads Query Language cheat sheet
- PPC Math — CPA, ROAS, CTR, impression share formulas
- Architecture — Model, MCP servers, training pipeline
- Cross-Platform Terms — How Google/Meta/Microsoft/Amazon map to each other
| Layer | What | Status |
|---|---|---|
| Model | 26M-145M param transformer (Llama-compatible) | ✅ Code complete |
| Training | Pretrain → SFT → LoRA → DPO → GRPO pipeline | ✅ Pretrain + SFT working |
| MCP Servers | 14 ad platforms, 80+ tools | ✅ Google + Meta implemented, 12 scaffolded |
| Skills | 5 Claude Code / Codex / Gemini CLI skills | ✅ Complete |
| Hub | 14-platform normalized data connectors | ✅ Scaffolded |
| Eval | Ad-Bench, GAQL-Eval, PPC-Math benchmarks | ✅ Framework complete |
| Weights | Downloadable trained model | 🔧 Coming v0.3.0 |