A practical system for keeping complex Codex work coherent across many steps, interruptions, reviews, and implementation sessions without relying on memory alone.
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16 field notes
AI Engineering
22 Jul 2026 / 10 min
A decision framework for placing Codex guidance in the right layer so project context stays useful, reusable workflows stay portable, and automation remains governed.
AI Engineering
22 Jul 2026 / 11 min
A deliberate practice loop for using Codex to understand unfamiliar systems, improve technical judgment, and learn from real engineering evidence instead of only generating answers.
AI Engineering
22 Jul 2026 / 10 min
A field guide to using subagents and worktrees for real engineering throughput while preserving ownership, test evidence, and a coherent final change.
AI Engineering
22 Jul 2026 / 12 min
A practical modernization method that uses Codex to accelerate discovery, characterization, migration, and verification while keeping business continuity in view.
AI Engineering
22 Jul 2026 / 12 min
A leadership guide for converting useful AI-assisted work into governed processes, measurable outcomes, stronger teams, and a repeatable transformation capability.
AI Engineering
20 Jul 2026 / 10 min
A practical operating model for moving from a clear engineering task to tested, review-ready code with Codex while keeping people accountable for what ships.
AI Engineering
19 Jul 2026 / 8 min
A repository context strategy that gives Codex the map it needs without crowding out the code, task, and documentation that matter.
AI Engineering
18 Jul 2026 / 9 min
A repeatable way to turn a well-defined issue into a small, tested, reviewable change with Codex and human release ownership.
AI Engineering
17 Jul 2026 / 9 min
A code-review framework that uses Codex for breadth and investigation while keeping human reviewers responsible for architecture, risk, and release approval.
Cloud Engineering
24 Apr 2026 / 7 min
A practical guide to using Azure Log Analytics exports, severity trends, affected work items, and KQL starter queries to shorten incident reviews.
Cloud Engineering
24 Apr 2026 / 7 min
Use WAF logs to explain blocked requests, matched rules, suspicious source IPs, and false-positive risk without rebuilding every query from scratch.
Cloud Engineering
24 Apr 2026 / 5 min
A free first-pass approach for spotting idle compute, oversized VMs, storage waste, and quick Azure savings opportunities.
DevOps
24 Apr 2026 / 6 min
A guide to using reusable GitHub Actions and Azure Pipelines templates for safer validation, release quality, and delivery consistency.
Cloud Engineering
24 Apr 2026 / 6 min
How a compact Bicep landing-zone starter kit helps teams standardise naming, tagging, environments, monitoring, and budgets before cloud sprawl sets in.
AI Development
24 Apr 2026 / 6 min
A practical approach for scoring workflows by value, effort, data readiness, risk, and first experiment quality before building AI automation.
Cloud Engineering
23 Apr 2026 / 9 min
A practical tutorial showing how I review Azure environments for wasted spend, quick wins, missing ownership, and repeatable cost governance.
04 / Apply the practice
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