Auto-Arch Tournament vs Pluck

Auto-Arch Tournament is an autonomous research system where an AI agent iteratively proposes, implements, and validates microarchitectural improvements to a RISC-V CPU. Starting from a standard 5-stage pipeline, the loop runs hypotheses in parallel, each going through formal verification (53 symbolic checks), cycle-accurate simulation, multi-seed FPGA place-and-route, and CoreMark CRC validation. Only hypotheses that beat the current champion get merged; everything else gets discarded. Starting from 301 iterations/second, the system hit 577 iter/s (+92%) across 73 attempts in 9.8 hours — producing a design 26% faster and 40% smaller in LUTs than the baseline. The insight the author drives home is that the real innovation isn't the AI agent — it's the verifier. The orchestrator is hardcoded to prevent agents from manipulating their own evaluation gates, a simple but critical design constraint that turns a creative process into a trustworthy one. Without a rigorous verification harness, agent-driven optimization becomes a confidence trick. This is early but fascinating proof that AI-driven hardware design loops can produce commercially meaningful gains. The repo uses Claude Code or Codex as the coding agent, SystemVerilog for the RTL, and standard open-source EDA tooling (Yosys, nextpnr, Verilator). It's a compelling template for anyone building agentic optimization loops where correctness matters.

Pluck is a Chrome extension that solves one of the most common friction points in AI-assisted UI development: copying a design from an existing website. Instead of wrestling with raw HTML, you click any UI component — a nav bar, a card, a form, anything — and Pluck generates a clean, structured prompt optimized for Claude, Cursor, v0, or Bolt to recreate it. The extension strips noise from the DOM, restructures styling into clean CSS specifications, and can export directly to Figma. Crucially, it works on pages behind authentication — so you can capture your own app's components, competitor dashboards, or enterprise SaaS UIs without the usual copy-paste nightmare. Built by an indie developer using Plasmo and Next.js. Free tier covers 50 captures per month; unlimited use is $10/month. The "Pluck this" workflow — spot something, generate the prompt, build it — turns browsing into a design research tool. Surfaced on Hacker News Show HN today.