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860 postsTutorials, case studies, and field notes from the engineers and reviewers shipping with agents at Noqta.
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857 posts · sorted by dateNVIDIA LocateAnything: Visual Grounding for AI Agents
NVIDIA's open LocateAnything-3B gives AI agents the missing perception layer — fast, accurate visual grounding for GUI automation, document AI, and robotics.
Nvidia CEO Jensen Huang Warns AI Memory Shortage Will Last 'Several Years'
Jensen Huang visited Seoul on June 7, 2026, warning that demand for AI memory chips far outpaces global supply capacity — a structural shortage expected to persist through the early 2030s, with major implications for AI infrastructure buildout worldwide.
Samsung's Custom AI Chip Push Stumbles as Meta and OpenAI Both Pause Projects
Within days of each other, Meta and OpenAI have stepped back from custom AI chip projects with Samsung's System LSI division, dealing a double blow to the Korean giant's ambition to become a designer of bespoke silicon for the biggest names in artificial intelligence.
Oxlint: Blazing-Fast Rust Linting for Next.js & TypeScript (2026 Guide)
Learn how to set up Oxlint in a Next.js TypeScript project, configure its 819+ built-in rules, migrate from ESLint, and integrate it into your CI pipeline — all with 50-100x faster lint times.
Valibot: Modular Type-Safe Validation for Next.js and TypeScript (2026)
Learn how to validate data end-to-end with Valibot, the modular schema library that starts under 1 kB. We cover schemas, pipelines, transforms, async checks, error flattening, and Next.js Server Action forms — with full TypeScript inference.
AI Agent Identity: The NHI Crisis Enterprises Ignore
AI agents now outnumber human users 82 to 1, yet 90% are over-permissioned. A practical 2026 guide to agent identity, non-human IAM, and zero standing privilege.
When Your AI Goes Down: Multi-Model Fallback Strategies for 2026
The June 2026 Claude outages proved AI is now infrastructure. Learn how to build resilient multi-model fallback systems using LiteLLM, OpenRouter, and circuit breaker patterns.
Anthropic Warns AI May Soon Build Itself: Claude Now Writes 80% of Production Code
Anthropic's new paper 'When AI builds itself' reveals Claude wrote over 80% of the company's merged production code in May 2026, while warning that recursive self-improvement — where AI autonomously designs its own successors — could arrive sooner than expected.
Inside China's Grey Market for Cheap Claude Tokens — and the Data It Quietly Harvests
A new investigation by Oxford China Policy Lab researcher Zilan Qian exposes a sprawling network of 'transfer station' proxies reselling Anthropic's Claude API at roughly 10% of the official price — while quietly harvesting every prompt, response, and reasoning chain that passes through.
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