Introducing sigint: Signal Intelligence for Market Research
Claude Code plugin for autonomous market research with report generation, GitHub issues, and three-valued trend analysis. Research smarter, not harder.
Blog
Hook-Driven Automated Test Framework for Claude Code
A novel approach to testing AI coding assistants from within the conversation using Claude Code's hook system to create a self-driving test loop.
LLM Context Windows: What 200K+ Tokens Actually Means
Practical implications of expanding context windows - what works, what doesn't, and optimal strategies for using 200K+ token contexts in development workflows.
Prompt Repetition Improves Non-Reasoning LLMs
A simple trick doubles LLM performance on hard problems: repeat your prompt twice. Token visibility mechanics explain why this works.
Friday Roundup - Week 3: AI Development Acceleration
AI innovation accelerating and self-reinforcing: Claude Cowork built in 10 days, Anthropic hits 90% AI-generated code, ChatGPT enters healthcare.
Seven New Plugins and Skills for AI-Assisted Development
Claude Code plugins and GitHub Copilot skills that improve documentation, prevent AI slop, manage design systems, and track key architectural decisions.
Marketplace-Style Skill References for Copilot Workflows
Open letter requesting marketplace-style skill references with versioning and governance controls for AI coding assistants at enterprise scale.
Structured MADR: Machine-Readable ADRs for AI
Structured MADR extends MADR with YAML frontmatter for machine-readable metadata and audit tracking. Built for AI assistants and compliance.
AI and White-Collar Work: The Offshoring Parallel
The same task unbundling that crushed manufacturing is happening to knowledge workers now. The safe harbor isn't skills: it's accountability and ownership.
Friday Roundup - Week 2: The Tooling Flywheel
Claude Code updates, Gemini CLI skills, TypeScript's AI-driven rise, and GitHub's year-end review of agentic AI, MCP, and spec-driven development.