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DevOps & Platform Eng

Bun runtime logo overlayed on Linux cgroup CPU quota diagram in a Docker container
DevOps & Platform Eng

Bun's Linux Containers Finally Report Real CPU Limits

Bun just plugged a massive blind spot in container CPU reporting. Your Node-like apps in Docker now see the actual limits, not the host's full arsenal.

3 min read 3 days, 23 hours ago
Statvisor dashboard displaying P95 latency, error rates, and Core Web Vitals for a JS app
DevOps & Platform Eng

Statvisor: A Solo Dev's $12 Fix for YAML Hell and Datadog's $500 Sting

A solo developer just shipped Statvisor, a middleware that monitors your full JS stack without the YAML nightmare or Datadog's event taxes. It's the middle ground indie hackers have begged for.

4 min read 4 days ago
Developer tab with Temp Postal inbox catching verification emails
DevOps & Platform Eng

Temp Email: Dev Workflow Essential or Overhyped Hack?

Developers' inboxes are war zones—14,000 unread emails aren't hyperbole. Temp email services like Temp Postal fix that, but pick wisely or risk security leaks.

4 min read 4 days, 1 hour ago
Mac Mini menu bar with Ollama running Gemma 4 26B model, GPU stats glowing
DevOps & Platform Eng

Gemma 4 26B on Mac Mini: Ollama Unlocks Local AI Beast Mode

Forget cloud queues and subscription fees. Ollama just crammed a 26-billion-parameter beast into your Apple Silicon Mac Mini, turning it into a personal AI powerhouse. Here's how—and why it flips the script on local inference.

3 min read 4 days, 1 hour ago
GitHub issues exploding with MCP prompt injection vulnerabilities
DevOps & Platform Eng

MCP's Prompt Injection Plague: Unchecked Tools, Massive Risks

Everyone thought MCP would tame wild AI agents with safe tools. Wrong. Prompt injection is turning servers into sitting ducks, exposing files, SSRF, and worse.

3 min read 4 days, 2 hours ago
Claude 3.5 agent architecture diagram with MCP server bridging to Odoo ERP
DevOps & Platform Eng

MCP: Claude 3.5's Enterprise Lifeline Against Integration Hell

Enterprise AI agents are choking on custom integrations. MCP — built on JSON-RPC — hands Claude 3.5 the keys to your data lakes, securely.

3 min read 4 days, 3 hours ago
Side-by-side code: Legacy BeautifulSoup scraper vs FastMCP typed weather tool
DevOps & Platform Eng

Script-Kiddie Scrapers to Enterprise Shields: FastMCP's Quiet Revolution in Python Data Pipelines

A simple weather scraper works fine for hobbyists — until it poisons your ERP with bad data. FastMCP turns brittle scripts into bulletproof AI backends, and here's why enterprises can't ignore it.

4 min read 4 days, 3 hours ago
Diagram of constrained decoding masking invalid tokens in LLM code generation
DevOps & Platform Eng

33.6% of LLM Code Blows Up on Types — Type-Guided Decoding Fixes It Without the Overhead

Type errors wreck 33.6% of code from LLMs like ChatGPT. Type-guided constrained decoding stops hallucinations dead, forcing models to spit out compilable code every time.

3 min read 4 days, 4 hours ago
Node.js code screenshot showing Zappos category scraper output with price diffs
DevOps & Platform Eng

Scraping Zappos Weekly: From Chaotic Spot-Checks to Ruthless Price Audits

Growth teams waste hours on one-off scrapes. This Node.js blueprint turns them into automated weekly intel bombs, revealing competitor moves before they sting.

3 min read 4 days, 4 hours ago
Diagram contrasting AI agent tools like Lightning with MCP protocol layers
DevOps & Platform Eng

AI Agent Tools vs MCP: Why Lightning Strikes Harder Than Protocols

Matt Scanlan fields emails gushing over his 'star employee'—an AI agent in disguise. But in the AI agent tools vs MCP showdown, is connectivity enough?

4 min read 4 days, 4 hours ago
Railway dashboard frozen on deployment error with Next.js logs
DevOps & Platform Eng

Railway's Next.js Dream Crashes: Why 2026 Demands Better

Railway hooked devs with lightning-fast Next.js deploys. Now? Systemic crashes and data loss make it a 2026 no-go for anything real.

4 min read 4 days, 5 hours ago
Terminal showing ShopFlow docker-compose up with MySQL container running
DevOps & Platform Eng

ShopFlow Setup: Do You Really Need Kafka for Your Side Hustle E-Shop?

Another 'production-ready' e-commerce tutorial? Yeah, we've heard that before. But ShopFlow's Part 1 setup might actually get you running — if you survive the tool barrage.

3 min read 4 days, 5 hours ago
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