A developer details how to build custom Model Context Protocol (MCP) clients in Next.js and serverless environments, addressing the challenge of bridging ephemeral serverless execution with stateful p…
A new approach to reducing hallucinations in retrieval-augmented generation (RAG) pipelines involves using typed generation contracts that force large language models to adhere to strict schemas, such…
Vercel released AI SDK 6, introducing the ToolLoopAgent interface for building autonomous loops with typed tools, streaming output, and OpenTelemetry hooks. The SDK emphasizes production safety throug…
A developer advocates for Spec-Driven Development (SDD) to prevent AI agents from making hidden decisions when generating code. By writing a markdown spec before coding, developers can define exact be…
A developer argues that production AI systems must wrap stochastic large language models inside deterministic software shells to ensure reliability. The approach uses constrained decoding, finite stat…
Agenthatch launches a tool that compiles SKILL.md files into standalone Python agents, addressing isolation, validation, and scaling issues in multi-skill AI workflows. The deterministic pipeline pars…