✦ Research-Backed Implementation
Production-grade RL.
$100K–$300K budget.
Most RL projects die at the research→production handoff.
For 25+ years we've solved exactly that — for your industry,
your data, your constraints. We ship working code and
upskill your team in the process.
70+Peer-Reviewed Publications
What $100K–$300K buys
- ✓Audited 58 experiments — independent benchmarking methodology applicable to LLM evaluation, AI due diligence, and stress-testing "the model can reason" claims.
- ✓100×+ inference speedup — research-backed C port of a complex belief-propagation engine, with full semantic preservation and 18-test verification suite.
- ✓108 experiments harmonized into one model — fragmented, multi-lab data unified with 0.88 mean correlation and 5.9% mean absolute error.
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