The autoresearch technique promoted by Andrej Karpathy is easily accessible in the pi coding agent.

Cupcake enables policy enforcement for AI coding agents like Claude Code, Cursor and OpenCode

This post explores Hunter, Skeptic, Arbiter prompting for finding vulnerabilities in code as an example of debate-style prompting.

This post explores MCP sampling and illustrates how important guardrails are to protect clients against malicious servers.

The codebases of MCP servers tend to be early-stage API wrappers, far away in quality from existing SDKs. Non-determinism of LLMs adds…

The posts explores three approaches to manual OpenTelemetry instrumentation for OpenAI calls in Langchain and LlamaIndex.

Using automatic instrumentation to quickly assess which APIs are called by popular Python LLM demo apps.

Emergency procedures aim at stabilizing the system in a degraded state. When used properly, they result in faster incident response and …

This posts showcases strategies for shipping software in iterations, inspired by TDD, Coding Katas, and Testing in Production.

Explores how individuals can react to changes and focus their efforts to support the change to foster their own development.