📰 Dev.to · Kevin
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⚡ AI Lessons (9083)
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Dev.to · Kevin
6d ago
A Symfony Template Where AI Failing Is a Feature
My new Symfony 8 + FrankenPHP + AI template ships with model failover, circuit breakers, and Claude Code guidelines. Zero to production in one command.

Dev.to · Kevin
6d ago
Building an AI News Aggregator That Works Without AI
How I built a self-hosted RSS aggregator with AI categorization and smart alerts — and why rule-based fallback made it actually reliable.

Dev.to · Kevin
2w ago
OpenAI Just Bought the People Who Made uv and ruff — Here's Why That's a Big Deal
OpenAI acquires Astral (makers of uv, ruff, and ty) to power Codex while shipping GPT-5.4 with 1M context. The AI coding wars are about owning the entire develo

Dev.to · Kevin
2w ago
AI Weekly: Nvidia's $1 Trillion Bet, Mistral's Swiss Army Model, and Cursor's Kimi Secret
Your Monday roundup: Nvidia GTC wrap-up, Mistral Small 4 unifies three models into one, Cursor's Composer 2 Kimi controversy, world model funding wave, and more

Dev.to · Kevin
2w ago
The Model Wars Are Over. Now Comes the Hard Part.
Remember when picking an LLM was a whole thing? GPT-4 versus Claude versus Gemini — benchmarks...

Dev.to · Kevin
3w ago
Mamba-3 and AttnRes: AI Architecture Research Is Finally Building for Inference, Not Just Training
Two papers this week—Mamba-3 from Together AI/CMU/Princeton and AttnRes from MoonshotAI—signal a fundamental shift in how AI researchers are thinking about mode

Dev.to · Kevin
3w ago
The Big Model Bubble Is Quietly Deflating
Nobody wants to say it out loud, but the math stopped working. For two years, the dominant...

Dev.to · Kevin
3w ago
AI Agents Are Already Breaking Things — And We've Barely Started
It happened quietly. Last week, a Meta engineer was debugging a technical question on an internal...
Dev.to · Kevin
3w ago
OCR vs VLM: Why You Need Both (And How Hybrid Approaches Win)
Document processing has been stuck in a binary choice for years: use traditional OCR for speed and...

Dev.to · Kevin
3w ago
The Architecture Wars Are Back: Mamba-3 Challenges Transformers While Nvidia Fights to Keep Them Alive
Mamba-3 claims to beat Transformers on language modeling. Nvidia drops a technique to shrink LLM memory 20x. The foundational architecture of AI is genuinely in

Dev.to · Kevin
3w ago
Stop Building AI Agents. Build AI Tools Instead.
The demos are gorgeous. An AI agent receives a vague task, spawns sub-agents, calls a dozen APIs,...

Dev.to · Kevin
3w ago
Jensen Huang Just Said $1 Trillion Like It Was Nothing — GTC 2026 Breakdown
Jensen Huang Just Said $1 Trillion Like It Was Nothing — GTC 2026 Breakdown It's GTC week,...

Dev.to · Kevin
3w ago
Your AI Agents Are Only as Good as the Plumbing. This Week Changed the Pipes.
Nvidia dropped a 120B hybrid architecture model, Qdrant raised $50M, swarm-native coding agents launched, and the open source world shipped K8s-style agent sche

Dev.to · Kevin
3w ago
I've Been Misusing Reasoning Models for Months. Most Teams Are Too.
There's a move happening in engineering teams right now that nobody's calling out loudly enough....

Dev.to · Kevin
4w ago
The Week Big Tech Admitted AI Is Coming for Jobs — And What It Means for Developers
Atlassian laid off 1,600 people for AI. xAI scrapped its coding tool and hired from Cursor. Gumloop raised $50M for non-engineer automation. A lawyer warned abo

Dev.to · Kevin
4w ago
The AI Agent Bubble Is Starting to Leak
Last quarter, three different companies I know personally—not "a source told me," literally people...

Dev.to · Kevin
4w ago
This Week in AI: Agents Are Eating Everything (March 9–13, 2026)
What a week. If you blinked, you missed Meta snapping up a viral AI social network, Amazon quietly...

Dev.to · Kevin
1mo ago
Atlassian Just Laid Off 1,600 People to Fund AI. We Need to Talk About This.
Atlassian cut 10% of its workforce this week to 'self-fund' AI investment. When the company that makes Jira starts feeding its employees into the AI machine, ev

Dev.to · Kevin
1mo ago
SGLang vs vLLM: Which is Better for Your Needs in 2026?
When deploying large language models, selecting the right inference engine can save time and money....

Dev.to · Kevin
1mo ago
Everyone's Building AI Agents. Almost None of Them Work.
Everyone's Building AI Agents. Almost None of Them Work. I spent last weekend doing...

Dev.to · Kevin
1mo ago
Andrej Karpathy Is Automating AI Research Itself — Here's What That Actually Means
Karpathy's autoresearch gives an AI agent a real LLM training setup and lets it run 100 experiments overnight on a single GPU. Nearly 20k GitHub stars in 4 days

Dev.to · Kevin
1mo ago
Reasoning Models Are Impressive. They're Also Overkill for 90% of What You're Building.
The demo was perfect. A reasoning model, given a gnarly algorithmic problem, spent forty-five seconds...

Dev.to · Kevin
1mo ago
The Reliability Problem Is Eating AI Alive: This Week in AI (March 9, 2026)
From Karpathy's nine-nines math to the Claude Marketplace, this week's AI news all pointed to the same uncomfortable truth: reliability engineering is the hard

Dev.to · Kevin
1mo ago
This Week in AI: Pentagon Wars, GPT-5.4, and Why 90% Reliability Will Get You Fired
A weekly roundup of the biggest AI stories: Anthropic vs the Pentagon, GPT-5.4, Karpathy on why 90% reliability is nowhere near enough, and a KV cache breakthro
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