title: "AI Security Scanning Is No Longer Pattern Matching — Here's What Changed" platform: devto pillar: B confidence: high source_url: https://www.a...
Alright, buckle up, Kubernetes enthusiasts! We're diving deep into the wonderful world of monitoring your beloved clusters, and our star of the show t...
A painful rewrite, a weekend of obsession, and the engineering choices that turned minutes into milliseconds Continue reading on CodeToDeploy »
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...
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