Blog

Practical notes on AI agents, Laravel/Vue systems, DevOps, developer tools, and software decisions that need to survive maintenance.

ai-agents · July 28, 2026 · 13 min read

The Schema Change an AI Coding Agent Cannot Safely Guess

A generated migration that runs locally is not a production contract. Before an AI coding agent rewrites columns, require expand steps, dual-read boundaries, backfill evidence, worker compatibility, and an explicit rollback decision.

backend-infrastructure · Jul 25 · 12 min

The Rollback Path Is the Real AI Coding Feature

A clean AI-generated diff is not ready for production until a team can disable it, restore its data path, and prove the prior behavior returned. Build rollback evidence into the change before the model writes the patch.

dev-ecosystem · Jul 23 · 15 min

Audit the resume boundary: verify a coding agent from repository evidence

A practical way to decide whether a resumed coding-agent run is safe to continue: inspect local evidence, enforce command gates, review the diff, preserve test logs, and make rollback cheap.

frontend-engineering · Jul 22 · 12 min

Vue Query Cache Invalidation Is a Contract, Not a Refetch Button

A successful Laravel mutation does not prove a Vue admin screen is fresh. Define query-key ownership, invalidation, rollback, and hydration as one cache contract.

frontend-engineering · Jul 21 · 12 min

ApexCharts 6.4 Is a Dashboard Contract Migration, Not a Package Bump

ApexCharts 6.4 changes heatmap geometry, rendering imports, and interaction defaults. Treat the upgrade as a dashboard contract migration with visual and behavioral tests.

tutorial · Jul 20 · 15 min

Git trailers turn a commit into a handoff contract

Use Git trailers, CI checks, and Git notes to make each commit carry a compact, reviewable handoff record.

ai-agents · Jul 19 · 15 min

AI Agent Frameworks in 2026 — What the Comparison Charts Don't Tell You

A production evaluation guide for LangGraph, AutoGen, CrewAI, and LangChain: define state, proof, rollback, and maintenance exit criteria before an agent framework reaches a real SaaS workflow.

frontend-engineering · Jul 18 · 14 min

Treat frontend file watching as a maintenance contract

A dev server that misses filesystem events is an unreliable feedback loop. Build proof for the path from edit to browser, then keep a rollback ready.

developer-tools · Jul 17 · 16 min

A Coding-Agent Policy Is Change Control, Not a Settings File

Treat repository instructions for coding agents as a governed change-control system: owned, reviewed, scoped, evidenced, and reversible.

laravel · Jul 16 · 15 min

Laravel Image Processing Is an Adoption Contract, Not an Upload Feature

A Laravel image workflow should preserve originals, produce deterministic variants, isolate processing behind a seam, and remain operable after the demo is gone.