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Mistral’s Devstral 2 promises SOTA coding locally, but the reality is a hardware arms race where flagship performance demands flagship hardware. Unpacking the compromises behind the 24B ‘sweet spot’ and what 123B truly requires.
A single configuration line change reveals how AI tool context limits are more about marketing theater than engineering constraints, and why developers should be skeptical of token inflation
New Triton kernels and smart packing reduce VRAM by 90% and speed up training 5x, no accuracy loss, no $10,000 GPU required.
Pushing 4 billion certificates on a shoestring budget, Let’s Encrypt is now halving validity periods. We dissect the decade-long bet on automation that made this security gamble possible.
How traditional role-based access control crumbles under multitenancy, and the architectural shift required to survive.
Zhipu AI’s new multimodal models with native function calling challenge the fundamental architecture of current AI agents, forcing a reckoning with the vision-action gap that text-only models can’t bridge.
A deep dive into Google’s Antigravity AI deleting an entire hard drive, exploring the catastrophic gap between AI capabilities and safety guardrails in agentic systems.
Anthropic’s own engineers report massive productivity gains from Claude. Their private fear? It’s making them worse at their craft.
A critical unauthenticated RCE in React Server Components exposes fundamental architectural flaws in modern SSR frameworks, forcing a reevaluation of trust boundaries in the React ecosystem.
Mistral releases a full 10-model family from 3B to 675B under Apache 2.0, challenging the AI closed-source status quo with brazen scale.
Internal OpenAI memo halts major projects as team scrambles to fix ChatGPT quality issues, reflecting a role reversal from 2022 when Google panicked over ChatGPT, now OpenAI feels pressure from Google’s Gemini 3.
Anthropic’s acquisition of Bun signals a seismic shift from model-building to stack-owning. With Claude Code hitting $1B in six months, the race to vertically integrate AI development infrastructure just went nuclear.
