Six systems. Each one is a thing we built and shipped — or a thing currently running on a server somewhere. Click a plate for the detail drawing.
| PROJECT | NeurIPS 2026 Paper | PART NO. | NIP-001 |
| MATERIAL | RESEARCH | DRAWN BY | J.... |
| SOFTWARE | COMPLETE (v12d) | SCALE | 3B / 8B / 70B |
| TOLERANCE | p < 0.05 | ANGLE | CAUSAL |
| PROJECT | Terminal Agent | PART NO. | ATA-002 |
| MATERIAL | GROK 4.3 | DRAWN BY | J.... |
| SOFTWARE | P12v4c — FROZEN | SCALE | 89 TASKS |
| TOLERANCE | FP = 0 | ANGLE | k = 5 |
| PROJECT | Compliance Aegis | PART NO. | CAG-003 |
| MATERIAL | MULTI-MODEL | DRAWN BY | J.... |
| SOFTWARE | ACTIVE — 3 DOMAINS | SCALE | FIN / HEALTH / EMPL |
| TOLERANCE | 0 SEVERE | ANGLE | DUAL-CONTROL |
| PROJECT | LionGuard | PART NO. | LGD-004 |
| MATERIAL | MIT LICENSE | DRAWN BY | J.... |
| SOFTWARE | v0.28.0 — LIVE | SCALE | 125+ LAYERS |
| TOLERANCE | 60+ CVEs | ANGLE | FAIL-CLOSED |
| PROJECT | Aeon Platform | PART NO. | AEO-005 |
| MATERIAL | GROK 4.3 | DRAWN BY | J.... |
| SOFTWARE | LIVE — RAILWAY | SCALE | 21 PRINCIPLES |
| TOLERANCE | 0% FP | ANGLE | 100% BLOCK |
| PROJECT | AOS | PART NO. | AOS-006 |
| MATERIAL | CLAUDE OPUS 4.8 | DRAWN BY | SAGE... |
| SOFTWARE | V13.1 — LIVE | SCALE | 12,966 MUs |
| TOLERANCE | 600K CTX | ANGLE | 4-LAYER |
"Same intelligence, different loyalty."
The verifier doesn't work because it's smarter. It works because it has a different objective than the generator. This insight runs through every system in the portfolio — from child safety to financial compliance to coding benchmarks. Separation beats hardening.
I spent 25 years building custom homes. Managing subcontractors, reading soils reports, pouring foundations, inspecting before going vertical. Every system on this page was built the same way — from the inside out, with the care you give something people are going to live in.
Every metric on this page ties to a real artifact. Every claim maps to a file, a URL, or a timestamp. Nothing is aspirational.