Architecture
The full verifier-router-review pipeline, including the tool gateway and audit object.
Open architectureR&D foundation for enterprise AI coworkers
Driving human oversight cost toward zero
A compact commercial story for enterprise agents: certify what can be proven, route what remains under a measured SLA, and make the final human review fast enough to scale.
195/200
Breast Cancer test cases auto-executed at 0.51% observed selective error.
2.5%
review rate at that 1% target-risk operating point.
100%
observed Digits conformal coverage at alpha 1% on one held-out split.
The sellable thesis
The enterprise agent problem is not just "make the model smarter." Buyers need evidence about which actions execute automatically, which actions are blocked, which actions need review, and why those decisions are reliable.
Product claim: provable safety for formalized actions, calibrated routing for uncertain actions, and evidence-rich review for everything else. The evidence pages now include real runs, generated plots, and CSV outputs.
Read the R&D as modules
Certified guardrails
Formal verification, runtime enforcement, policy-as-code, shielding, and the exact scope of the "no unsafe action executes" claim.
Open guardrailsCalibrated escalation
Value-of-information, selective prediction, conformal risk control, and review-rate SLAs.
Open escalationReview compression
Process supervision, legible dry-runs, prover-verifier games, and active-learning feedback.
Open reviewMarket proof
Formal-methods commercialization, guardrail M&A, and conformal prediction white space.
Open marketData evidence
Generated plots from public datasets, with scripts and CSVs for the measured operating points.
Open dataHermes enterprise wrapper
Engineer-facing assessment of Hermes Agent: what exists, what is missing for multi-tenant enterprise use, and the wrapper architecture that makes it credible.
Open Hermes assessmentRoadmap and claims
Implementation phases, thresholds, and the caveats needed to keep the sales story defensible.
Open roadmap