Project finalization kit: security, quality and release
A reusable prompt and templates for reviewing projects, validating behaviour, cleaning up carefully and releasing through Issues, PRs and evidence.
Read postMy creation
Moroni Gomes Leal
OPEN NOTEBOOK / AI & TECHNOLOGY
Notes on AI and development.
Projects I have created and writing on artificial intelligence and development. A space to share what I build and what I learn.
My creations
Projects and tools I have built.
My creation
Moroni Gomes Leal
OmniCodex: adaptive orchestration for OpenAI Codex
How OmniCodex separates orchestration from execution to route each phase to a suitable model without lowering the task quality bar.
Read postGeneral publications
Articles, ideas and lessons on AI and development.
Context pressure is not quota: measure without promising savings
An honest way to measure context pressure, guide compaction and separate local estimates from usage actually counted by a provider.
Silent failures in AI automation: evidence before success
How to detect automations that finish without an error but miss the outcome, using postconditions, external evidence and fail-closed boundaries.
Verifiable memory for agents: store less, prove more
Principles for persistent memory with provenance, validity, predictable retrieval and evidence — without mistaking notes for trusted knowledge.