
A Production-Ready Linux Backup Pipeline with restic + systemd timers
Backups are only useful if they are automated, verifiable, and restorable . In this guide, you’ll build a practical backup pipeline on Linux using: re...

Backups are only useful if they are automated, verifiable, and restorable . In this guide, you’ll build a practical backup pipeline on Linux using: re...

The silent engines behind my automation projects that fooled everyone into thinking I’m a wizard Continue reading on CodeToDeploy »

You spent weeks building your AI agent. You gave it a great system prompt, connected it to your data, and it works beautifully — until someone types:...
We have self-driving cars, AI drones, robot tractors — so why are we still surprised that the ocean is next? Continue reading on CodeToDeploy »

Why MQTT Last Will Testament Isn't Enough for Production IoT (And What We Built Instead) I spent 7 years building cloud backends — but when I tried co...
I had been looking for a way to test ESP-IDF component logic without flashing to the board every time. The cycle of edit, flash, read serial gets old...

TL;DR I run an autonomous AI agent called "Anicca" using OpenClaw . After migrating from Linux VPS ( /home/anicca ) to Mac Mini ( /Users/anicca ), all...

Spec-Driven Development: Why MCP Is the Missing Integration Layer for Enterprise AI Hari Krishnan's recent InfoQ article on Spec-Driven Development at...
I’ve been building OpZero — an AI-native deployment platform that started as a way to get vibe-coded apps onto the internet without friction. Deploy f...

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The moment that started it all A few months ago, I asked Claude to help me set up a deployment pipeline. It gave me a perfectly working config with ng...

Benchmark Quality Problems: Leakage, Instability, Weak Statistics, and Misleading Leaderboards We have all experienced this frustrating cycle. You rea...

‣ Last Chance! BCH-1 Hackcelerator Bitcoin Cash · BCH | Dec.10, 2025 — Feb.26, 2026 (Extended) Register Now > RE{DEFINE} HACKATHON Starknet · Bitcoin...

Your team reviews 200 lines of code. Someone misses an N+1 query. It ships. Users feel it. Continue reading on Medium »

Lessons from moving to Snowflake, BigQuery, and Redshift — and automating pipelines the right way Continue reading on Towards Data Engineering »

Continuous evaluation in production (monitoring, regressions, evals in CI/CD) You finally shipped that generative AI feature, and the initial manual t...

Cost/Latency-Aware Evaluation: Quality per Dollar, Token Efficiency, and Time-to-Answer Accuracy Is Expensive: How to Evaluate ‘Quality per $’ for Age...
When running workloads in Kubernetes, scheduling decisions are critical. Continue reading on Medium »

In January, U.S. special operations forces captured Venezuelan dictator Nicolás Maduro. An AI model helped process intelligence and analyze satellite...

Detecting Flaky Tests in CI/CD Using Machine Learning: A Research Approach The Problem In modern CI/CD environments, automated tests are expected to p...
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