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949 postsTutorials, case studies, and field notes from the engineers and reviewers shipping with agents at Noqta.
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946 posts · sorted by dateAWS Lambda MicroVMs: Firecracker Sandboxes Built for AI Agents
AWS has launched Lambda MicroVMs, a serverless primitive that runs AI-generated and user-generated code in isolated, stateful Firecracker sandboxes for up to 8 hours. The release lands squarely in the market that startups like E2B and Daytona were built to serve.
Build Observable AI Agents with VoltAgent and TypeScript
Learn how to build production-ready AI agents in TypeScript with VoltAgent — the observability-first framework. This hands-on tutorial covers agents, tools, persistent memory, multi-agent supervisors, workflows, and live tracing with VoltOps.
Claude Agent SDK: Building Persistent AI Teammates
Build always-on AI teammates with the Claude Agent SDK: channel-scoped identity, persistent sessions, MCP tool sandboxing, and ambient triggers. Patterns from Claude Tag.
Kimi K2.7 Code: Token-Efficient Agentic Coding Guide
A developer's guide to Moonshot AI's Kimi K2.7 Code: the 1T-parameter open-weight model that cuts reasoning tokens 30%, with API, CLI, and self-hosting setup.
Anthropic Launches Claude Tag: A Persistent AI Teammate Inside Slack
Anthropic has replaced its old Claude in Slack app with Claude Tag, a shared AI teammate that lives inside channels with persistent memory, autonomous task execution, and an ambient mode that flags issues on its own. Anthropic says 65 percent of its product team's code is now written by the internal version.
White House Forces OpenAI to Stagger GPT-5.6 Release Behind Customer-by-Customer Government Approval
The Trump administration has asked OpenAI to delay and stagger the launch of GPT-5.6, restricting initial access to a small group of government-vetted partners approved one customer at a time. It is the first time Washington has preemptively gated an American AI model before release.
Vercel AI SDK 5: Type-Safe Chat, Streaming & Agentic Loops with Next.js
Master Vercel AI SDK 5's new architecture: UIMessage vs ModelMessage, SSE streaming, agentic loop control with stopWhen and prepareStep, type-safe custom messages, and speech generation in a Next.js app.
Build a Cross-Browser Extension with WXT, Vite, and TypeScript
Learn how to build a modern, cross-browser web extension with WXT — the Vite-powered framework that brings file-based entrypoints, hot module replacement, type-safe storage, and one-command publishing to Chrome, Firefox, Edge, and Safari.
Mistral OCR 4: Document Intelligence Developer Guide
Build document AI pipelines with Mistral OCR 4. Covers bounding boxes, block classification, confidence scores, structured JSON output, and self-hosting.
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