Designing AI Helpers That Stay Small
Small automations work best when the AI stays close to the workflow.
A practical field note about designing ai helpers that stay small, focused on readable systems, small tools and ideas worth reusing later.
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Thoughts on AI, Code and Automation.
Practical notes, tutorials and real-world projects about AI, automation, infrastructure and modern development.
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Latest posts
Ansible Review Loops for Safer Automation
Generate less, verify more, and keep the operator in control.
A practical field note about ansible review loops for safer automation, focused on readable systems, small tools and ideas worth reusing later.
Building a Personal Blog Engine with Plain PHP
No framework is required when the scope is honest and the code is readable.
A practical field note about building a personal blog engine with plain php, focused on readable systems, small tools and ideas worth reusing later.
PowerShell Cleanup Scripts That Explain Themselves
Tiny scripts, clear output, and fewer mystery states.
A practical field note about powershell cleanup scripts that explain themselves, focused on readable systems, small tools and ideas worth reusing later.
SQLite for Durable Project Notes
A single file database is often enough for a durable writing system.
A practical field note about sqlite for durable project notes, focused on readable systems, small tools and ideas worth reusing later.
Linux Service Checks Without Dashboard Bloat
Simple health checks are easier to trust when they read like notes.
A practical field note about linux service checks without dashboard bloat, focused on readable systems, small tools and ideas worth reusing later.
NSX Automation Patterns for Small Teams
Keep network automation explicit, reviewable and boring in the best way.
A practical field note about nsx automation patterns for small teams, focused on readable systems, small tools and ideas worth reusing later.
Prompt Patterns That Survive Real Delivery
Reusable prompts are only useful when they describe the constraints too.
A practical field note about prompt patterns that survive real delivery, focused on readable systems, small tools and ideas worth reusing later.
Shipping Internal Projects Without Ceremony
A small tool that exists beats a platform that never lands.
A practical field note about shipping internal projects without ceremony, focused on readable systems, small tools and ideas worth reusing later.
Why This Notebook Stays Small
Write logs and notes like future-you wants the shortest path home.
A practical field note about why this notebook stays small, focused on readable systems, small tools and ideas worth reusing later.