Spec-driven development (SDD) & repo artifacts as reproducible agent context
Key Questions
What is Spec-driven development (SDD) in the context of AI agents?
Spec-driven development (SDD) uses structured specifications and repo artifacts to create reproducible contexts for AI agents. It counters 'slop' through CI pipelines, as seen in tools like OpenClaw v2026.4.5 and Harness engineering for structured AI-assisted workflows.
What are some key tools mentioned for SDD and agent workflows?
Tools include OpenClaw, Claude Co-Work, Figma integration, Galileo, Spec Kit, CLAUDE.md CLI, Cursor 3, OpenCode, Nanocode, PRISM, and Text Control MCP server with 30 tools for AI assistants. These enable spec-based development and reproducible agent contexts.
What hidden features were leaked from Claude Code?
The leaked source revealed features like BUDDY (AI pet), KAIROS (always-on assistant), and ULTRAPLAN. These were found in the full list of hidden Claude Code features from 2026.
How does Nanocode relate to training Claude-like models?
Nanocode is a JAX/TPU path highlighted on Hacker News for training Claude Code-style models without proprietary hardware. It provides an explicit recipe for such training.
What is the digital whip for Claude?
The digital whip is a tool designed to make Claude work faster, gaining attention with 4 points on Hacker News. It enhances Claude's performance in development tasks.
How does Claude Code integrate with Figma?
Claude Code reads Figma files to create components, set variables, and organize layers from the terminal. It supports designer-developer workflows and design system masterclasses.
What is QoderWork?
QoderWork is a desktop AI agent that performs actual work, not just chats. It is led by Evan and represents advancements in practical AI agents for development.
What benchmarks does GLM-5.1 achieve?
GLM-5.1 ranks #1 in open source and #3 globally on SWE-Bench Pro and Terminal-Bench. It is available on Hugging Face.
OpenClaw tutorial/Claude Co-Work/Figma/Galileo/webinar/Spec Kit/CLAUDE.md CLI/digital whip/Cursor 3/OpenCode/Custom/Apfel/Gemma 4/Claw/OpenClaw/Windsurf/Raschka/Qwen/paper2code/Nanocode (HN surge)/PRISM/Harness/Text Control MCP; counters slop via CI/OpenClaw v2026.4.5; Claude hidden features leak (BUDDY/KAIROS/ULTRAPLAN).