📰 Dev.to · pickuma

OpenAI's Daybreak (GPT-5.5 + Codex Security) and Anthropic's Glasswing shipped near-identical AppSec products the same week. What the convergence means and how

Anthropic and OpenAI keep shipping new models, tiers, and API features. Here's how to tell a refactor from a headline, sorted into model capability, pricing, an

Most LLM inference waste is a scheduling problem, not a hardware one. Continuous batching, KV-cache management, speculative decoding, and model routing cut ener

OpenAI's GPT-Realtime-2 is the first speech model with GPT-5-class reasoning. Here's what genuinely changes for voice agents — and what to test before you migra

Unsloth's NVIDIA collaboration claims 1.6x faster LLM fine-tuning and 70% lower VRAM usage for Llama, Mistral, and Qwen. We break down what the numbers actually

Adam Dunkels wired Claude into a user-space TCP/IP stack and benchmarked it against ICMP ping. The latency floor it reveals is the most honest stress test we ha

The case for running models on your laptop instead of paying per-token API bills: where local AI (Ollama, LM Studio, llama.cpp) wins on cost, latency, and priva