📰 Dev.to · Aamer Mihaysi

Reading through the awesome-evals list on GitHub yesterday, I realized something I've been circling...

Leanstral 1.5: Mistral's Open-Source Bet on Formal Verification Agents I spent the morning...

The Reality of 1M Context: Testing Qwythos-9B-Claude-Mythos-5 Most "long context" claims...

Gemma 4 12B Coder: The New Sweet Spot for Local Agentic Workflows I've spent the last few...

Synchronous batching is a throughput hack that became a design constraint. Hugging Face's latest work...

Most manufacturing workflows still treat design and production as separate conversations. An engineer...

Most people benchmark inference engines on throughput. Tokens per second, batch size limits, latency...

DeepSeek V4: Million-Token Context That Actually Works Most long-context models are...

Coding agents were supposed to stay in their lane. Write some functions, refactor a module, maybe...

Most agent infrastructure discussions treat context windows as a capacity problem—how much text can...

The browser tab is becoming the atomic unit of agentic work. Not the app, not the API endpoint, not...

The PR review bottleneck is the real crisis in AI-assisted coding. Everyone's measuring tokens...

Jensen Huang says every engineer should consume 100,000 tokens daily. Shopify's CTO says the real...

Hardware specialization for agentic AI isn't just about speed. It's about the assumptions baked into...

The Real Bottleneck in AI Coding Isn't Generation—It's Everything Else Shopify's CTO Mikhail...

The race to build AI infrastructure is shifting from general-purpose compute to specialized silicon....

Hugging Face shipped something last week that got less attention than it deserved. ml-intern — an...

Google's new Skills feature in Chrome doesn't look like much. Save a prompt. Run it later. Share it...

Benchmarks tell you what an agent can do. They rarely tell you where it breaks. VAKRA, a new...

Open Source Agents Are Being Weaponized. Nobody's Prepared. The security incidents at OpenClaw...

Most agent systems fail not because the LLM is wrong, but because memory is an afterthought. We spend...

Most people assume voice interfaces get the best model. OpenAI's ChatGPT voice mode proves that...

Static agents are already legacy code. The moment you deploy an agent with frozen weights and fixed...

The most important AI news this week isn't a model release. It's Safetensors joining the PyTorch...