~/talk

Open source EDA for Machine Learning

Talkat ORConf 2025 · 2025-09-12..09-14· [data-science, machine-learning]
github:tspyrou
slides:none on file

Open Road is an open source RTL‑to‑GDS physical design and synthesis flow used for tape‑outs down to 12 nm and being pushed for estimation at ~2 nm, with commercial support via Precision Innovations in a Red Hat‑style model. The flow’s fast estimation mode reports 4–20× faster runs than proprietary tools, and an LLM‑based OFS agent cuts tuning experiments by about 40% fewer runs. A nonprofit initiative and NSF funding back governance and ecosystem work.

AI-written summary · about

  1. 0:00Open Road and Precision Innovations
  2. 1:45ML barriers with proprietary EDA
  3. 3:31Why open source for ML in EDA
  4. 4:12Open Road for high-level synthesis
  5. 5:39Open source EDA’s innovation role
  6. 6:02OFS agent for LLM hyperparameter tuning
  7. 7:09Open Road Initiative governance
  8. 8:58Future of Open Road and support
  9. 9:18Q&A: AI in routing and CI
  10. 10:44Q&A: Red Hat vs 2nm efforts
  11. 11:26Q&A: Analog expansion and closing
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