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Published estimates of how many qubits it takes to break today's encryption, with each paper as proof. Models propose, code verifies.

export GEMINI_API_KEY=...
PYTHONPATH=src python3 -m qtd run      # fetch, extract, verify, apply
PYTHONPATH=src python3 -m qtd hardware # read vendor roadmap pages (also part of run)
PYTHONPATH=src python3 -m qtd retry    # repeat only what failed because the models were down (capped)
PYTHONPATH=src python3 -m qtd eval     # score regex and models against data/gold/gold.jsonl
PYTHONPATH=src python3 -m qtd.site site
python3 -m unittest discover -s tests

GitHub Actions runs the full pipeline daily, retries only what failed (capped, to save Gemini quota) every 2 hours, and republishes the page when design files change. It needs the secret GEMINI_API_KEY, the variable QTD_SITE_URL (the page address, also used for the title link above) and Settings > Pages > Source set to "GitHub Actions".