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126 postsFrom Lift-and-Shift to Cloud-Native: A Kubernetes Modernization Playbook
A practical path for turning lifted VM workloads into real cloud-native systems: stateless redesign, strangler fig pattern, KEDA autoscaling, and modernization sequencing.
Migrating WordPress to Sanity + Next.js: A Technical Walkthrough
A four-stage guide to migrating WordPress content into Sanity and Next.js: export, schema mapping, import scripting, and 301 redirects to preserve SEO.
Six Hidden Bugs Found in a Vertex AI and WIF Setup on EC2
A detailed account of six distinct bugs hit while deploying Gemini via Vertex AI with Workload Identity Federation on AWS EC2, and how each was diagnosed.
CommitBrief — AI code reviews, right in your terminal
A provider-agnostic, local-first CLI that reviews your staged changes, a historic range, or a whole GitHub pull request. Zero telemetry, no server. Free and open source.
commitbrief.comStreaming LLM Responses in Django and React: A Practical Guide
A practical guide to streaming LLM responses in Django with Server-Sent Events, covering React integration, Gunicorn workers, Nginx buffering and Celery.
hot-lib-reloader Lets You Hot-Reload Rust Code Without Restarts
hot-lib-reloader reloads dylib-based functions into a running Rust program without restarts, speeding dev loops while carrying real limitations.
A 5-Layer AI Quality Architecture for 5 Production AI Systems
An engineer details a 5-layer quality architecture built across 5 production AI systems like ARIA, using input, processing and output gates to catch hallucination and drift.
revert_guard.py Stops AI Agents From Re-adding Reverted Code
revert_guard.py reads a repo's own git revert history to block AI agents from re-adding previously reverted code, like a card_token column, before it gets committed—offline and keyless.
Give the AI Agent the Harder Job: Ambiguity Yields Better Results
Giving AI agents ambiguous, harder tasks—paired with rigorous verification—surfaces hidden bugs and tackles the backlog work engineers never had time for.
Supabase vs Firebase: Choosing Your Backend Stack
A practical comparison of Supabase's Postgres foundation and Firebase's Firestore model, covering vendor lock-in, pricing, offline support, and scaling trade-offs.
Inbox Contracts: A Testing Pattern for Scheduled Email Jobs
A practical pattern for scheduled jobs: isolate each run with its own mailbox, run id, and evidence-based assertions to catch silent email bugs early.