NJAYPRO //OMCA

// OMCAFramework

Everything is text. Any harness. one shape. It learns. you approve.

omca is a self-evolving agent framework for creative work. md files are the truth — code, dashboards, models, harnesses, all render on top. this is the case study: why it exists, how it runs, where it's proven.

// 01 — The problem

“AI is a blackbox. I spent way too much time and money just to make AI consistently meet my expectations.”

every memory system i tried worked for a month, then drifted. the agent got creative in the wrong places — rewriting what it should have guarded, forgetting what it promised.

over-engineering made it worse: dashboards before contracts, automation before proof. so i stopped building tools and wrote the law first.

// 02 — The bet

Portable + stable. That is the bet.

portable: any agent that reads an AGENTS.md can be omca-shaped. hermes, opencode, codex, claw — harnesses are consumers, not the framework. one shape, any harness.

stable: the agent audits a small named bucket — sacred files — and leaves everything else alone. give the model a range where everything must be flawless, and it gets better. constrained surface, less drift.

// 03 — How it runs

  1. interview. the init protocol captures the human — role, years, craft, market. coordinates first, work second.
  2. workspace. a semi-repository: flexible PROJECT folders for thinking, discipline WORKDIR folders with RULE.md teeth for shipping.
  3. approval. agents produce, the human gates. waiting_for_approval is a folder, not a metaphor.
  4. relearning. the self-relearning agent spots patterns, proposes, and waits. never autonomous.

// 04 — Proof

Omca builds omca.

it runs in production — client workspaces for brand, content, operations. and this site: AGENTS.md constitution, TRUTH folders, a sacred maintenance protocol the agents obey.

you're looking at it.

// 05 — How it connects

One shape, drawn once.

HUMAN

the gate — approves

MD TRUTH

agents.md · skills · notes — the law

ORCHESTRATOR → SUBS_*

research · strategize · write · review

CODE · DASHBOARD · IMAGE · HARNESS · HAND

rendering is plural — the human hand counts

SELF-RELEARNING

audits the sacred bucket → proposes → waits. never autonomous. the loop that keeps the law flawless.
omca, end to end: truth down, rendering out, learning around.

// 01

Text first.

input and output are markdown. everything else sits on top: code, dashboards, image models — and the human, who renders too. sometimes faster. sometimes better.

// 02

Any harness.

claw, hermes, opencode, codex. if it reads an AGENTS.md, it can be omca-shaped. harnesses are consumers, not the framework.

// 03

Sacred files.

the agent audits a small named bucket and leaves everything else alone. constrained surface, less drift.

// 04

Never autonomous.

it spots patterns, proposes, and waits. you are the gate. utility serves the md files — never the reverse.

GITHUB — COMING