SCOI Atlas · L3 Gates
L3B Quality Gates
Evals, benchmarks, regression suites — the tests that decide what ships.
TL;DR · Direct answer
L3B Quality Gates is a sublayer of L3 Gates in the Supply Chain of Intelligence™ (SCOI) by Anand Arivukkarasu. It is a required capability but not on its own a durable moat. Your eval suite is a proprietary asset. Publish enough to prove rigor, keep the good stuff private.
What actually matters at L3B
- Public benchmarks are gamed; internal evals are the real asset.
- Eval-first companies ship 3–5× faster because they can trust automatic gates.
- Eval infrastructure is under-invested in almost every AI startup.
The startup lens
Your eval suite is a proprietary asset. Publish enough to prove rigor, keep the good stuff private.
Vertical lens — how this plays across categories
Vertical AI SaaS
Customer-specific eval sets negotiated during PoV — locks the buyer in.
Coding AI
Real repo evals, not HumanEval.
Agent platforms
Task-completion evals with tool traces, not just answer eval.
How to defend L3B
- Eval-driven CI on every model change.
- Proprietary eval sets curated from real customer traffic.
Other sublayers in L3 Gates
L3A
Compliance & Export Controls
Export licenses, sanctions, national-security controls on models and compute.
L3C
Safety, Security & Provenance
Guardrails, jailbreak defenses, PII redaction, content provenance and watermarking.
L3D ★
Editorial Gates
Human editorial control over what models say — style, tone, factual thresholds, brand voice.
L3E ★
Distribution Gates
App stores, model marketplaces, enterprise procurement — who is allowed to reach the user.