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AI Agent Field Notes

Field notes on AI Agents, CLI workflows, GitHub integrations, and secure local governance.

Author: Abdellah MOUHTAJ
Title: Ops Consultant - AI Agents, CLI Workflows & Local Governance


Start Here

This repository is the public landing page for a growing series of operational field notes.

It exists to document real integrations, the failure modes they expose, and the guardrails required to make them reproducible.

Test unstable tools, stabilize the workflow, document the failure modes, and publish reproducible runbooks.

What This Repository Covers

  • CLI workflows
  • GitHub integrations
  • local governance
  • authentication chains
  • secure wrappers
  • human-in-the-loop validation
  • failure-mode documentation

What This Repository Is Not

  • not a generic AI hype page
  • not a code dump
  • not a tutorial farm
  • not a secret-bearing operational log

Published Notes

ID Field Note Status Focus
001 Google Jules <-> Antigravity CLI MVP Jules CLI authentication, GitHub App mapping, GitHub CLI auth, Git porcelain guard, local governance
002 Making Google Jules Actually Report Back Through Antigravity CLI MVP 2 Remote Jules sessions, explicit repository targeting, read-only result retrieval, Jules-authored reports, positive allowlist prompting, human-controlled apply/commit/push
003 Governor Memory MVP 3 Governed persistent memory, Markdown-first canonical memory, secret-aware sanitization, rollback-ready writes
004 mvp-github-writer MVP 4 Local Codex skill laboratory, GitHub-ready MVP documentation, SkillOpt optimization, governed Markdown output
005 Hermes SOUL MVP 5 Minimal viable personality layer for local AI agents, SOUL.md identity file, prompt-marker validation, restart-aware behavior testing
006 Codex Vortex Second Living Brain MVP 6 Governed local second brain, Vortex knowledge vault, session reprise, health checks, divergence checks, preflight checks, Git proof
007 Context Engineering for Codex CLI MVP 7 Governed Codex CLI workspace with ULTIMA and Playbook companion summaries
Index Field Notes Series Index Active Canonical series overview, structure, and writing standard

Method

Every field note follows the same workflow:

  1. Test - reproduce the real-world integration.
  2. Break - identify silent failures, misleading success states, and documentation gaps.
  3. Stabilize - add wrappers, checks, guardrails, or operational rules.
  4. Document - publish a reproducible field note with failed hypotheses and lessons learned.

Why This Matters

The value here is not only that the tools work.

The value is that they can be made:

  • auditable
  • reproducible
  • governed
  • usable in real operations

Governance


Core Principle

Precision in the workflow. Governance in the process. Stability in the result.


Connect

Facing similar integration challenges with AI Agents in your local workflows?

Let's build the runbooks together.

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Field notes on AI Agents, CLI workflows, GitHub integrations, and secure local governance

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