✦ 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.

25+
Years of RL Research
70+
Peer-Reviewed Publications
6,500+
Citations
100%
Research-Backed Work

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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