13 min read/1 views
On-Call Destroyed My Team — How We Rebuilt Incident Management From Zero
97% of alerts are noise. 65% of engineers report burnout. We lost 3 engineers to bad on-call. Here's how we rebuilt incident management from scratch.
Tag
32 articles
97% of alerts are noise. 65% of engineers report burnout. We lost 3 engineers to bad on-call. Here's how we rebuilt incident management from scratch.
Technical debt costs $2.41T/year. But the metaphor itself is the problem. It's a communication failure, not a code problem. Here's what to say instead.
99% of K8s clusters are overprovisioned. Average engineer cost: $158K. The YAML tax is real. Here's when K8s makes sense and what to use instead.
xz-utils, Log4j, event-stream — the pattern is clear. 60% of maintainers work unpaid. Supply chain attacks doubled in 2025. Here's what's actually broken.
Meta shipped 10M-token context. The model scores 15.6% at 128K tokens. Here's what actually works and what doesn't.
Microsoft launched MAI models built by 10-person teams that beat OpenAI's Whisper. The $13B partnership is fraying.
All three score ~57 on the Intelligence Index. Claude leads coding quality, Gemini leads math, GPT leads speed. Which to use when.
Sora burned $15M/day in compute against $2.1M lifetime revenue. The most expensive lesson in AI product economics.
SEO costs $31 per lead. Google Ads costs $181. Here is the free toolkit and strategy I use to grow organic traffic from zero.
$1 trillion wiped from SaaS stocks in Q1 2026. AI agents are shrinking seat counts. But the real threat is pricing, not existence.
Half of Americans cut back on social media in 2025. I quit entirely in 2022. Here is what four years without it taught me.
How I built a content platform that generates high-quality backlinks for free in an underserved market.
Benchmarks measure what model creators optimize for, not what matters in production. Here is what I measure instead.
24,000+ fake accounts. 16M+ exchanges. DeepSeek, MiniMax, Moonshot accused of industrial-scale model theft. The ethics, the hypocrisy, and the national security framing.
SQL was born in 1973 at IBM, survived the NoSQL rebellion, and now powers 55.6% of all developers. Here's how.
Next.js owns 67% market share but satisfaction is tanking. Astro is surging. Remix merged into React Router. Nobody is winning.
Apple spends $14B on AI while competitors spend $650B. Is it losing or playing a smarter game? The data tells a complicated story.
OpenAI acquired Astral, the company behind uv, ruff, and ty. What it means for Python's most loved tools.
PostgreSQL won the Stack Overflow triple crown 3 years straight. With JSONB, pgvector, PostGIS, and full-text search, it replaces 5 databases.
Apple's cheapest MacBook ever uses an iPhone chip, has no backlit keyboard, and might be the smartest product they've shipped in years.
Agentic AI and reinforcement learning are different things. The confusion costs companies wrong hires, wrong architecture, and wrong expectations.
FastAPI handles 3x more requests. Django ships products faster. Here is when each Python framework wins.
I built ismatsamadov.com with Next.js 16, Neon PostgreSQL, and Drizzle ORM. Here is what worked and what I'd do differently.
The market says $200B by 2034. The data says 95% of agent projects fail before production. Here is what actually works.
I tested Claude Code, GitHub Copilot, and Cursor daily for months. Here's which wins for each task.
When Graph RAG doubles retrieval accuracy and when it wastes your money. Benchmarks, costs, frameworks, and a decision framework.
From a management degree to Credit Analyst at Unibank Baku. My real path into data — SQL, banking, and grit.
How a 33-year-old scripting language from Brazil quietly powers Roblox, Cloudflare, and billions of requests daily.
Graph databases find connections. Vector databases find similarities. When to use which, real benchmarks, and why PostgreSQL might replace both.
In 2005, "software engineer" meant one thing. In 2026, there are 20+ titles. Which splits are real and which are hype?
The real difference between correlated and non-correlated subqueries, with benchmarks, optimizer behavior, and the NOT IN NULL trap.
Prompt engineering jobs are vanishing. Context engineering, harness engineering, and agentic AI are what actually matter now.