STEADYWRK LAB · Research Publications
ما يبنيه المختبر، ينشره.
STEADYWRK Lab operates live AI systems from Aqaba and publishes the research that emerges from running them: evaluation methodology, agent architecture, regulatory alignment, and operational proof. Every publication links to a verifiable source — a JSON endpoint, an audit log, or a live system card.
Published work
Evaluation Methodology
STEADYWRK publishes eight evals on a rolling 30-day window: completion rate, NTE variance, quote turnaround, dispatch latency (p50 and p95), human override rate, policy-violation catch rate, and cost-per-decision posture. Ground truth is contractor outcome and payment disposition. Served from a public no-auth JSON endpoint — the page and the API cannot disagree.
Read the evalsArchitecture
The STEADYWRK system card documents the agent topology, decision-routing logic, safety posture, and the human-in-the-loop design. Every agent operates within a defined confidence envelope; anything below 70% escalates to a human operator. The card is the accountability document for the full stack.
Read the system cardInfrastructure Research
A first-principles explanation of how multi-agent systems coordinate, route, and account for decisions at production scale — written from the operational experience of running one. The control plane is the layer between individual agents and the decisions that touch the real world.
Read the explainerProof of Work
The STEADYWRK autonomous-operations proof documents what the system has done, how it was verified, and where the human-audit trail lives. Not a claims page — a traceable record of real dispatches, real outcomes, and real exceptions.
Read the proofPolicy
STEADYWRK publishes its position on AI policy: accountability for autonomous decisions, transparency in evals, human escalation requirements, and data handling. Written for operators and regulators — not for press releases.
Read the positionRegulatory Alignment
An analysis of how the STEADYWRK control plane maps to EU AI Act obligations: risk classification, human oversight requirements, transparency obligations, and audit-trail standards. Published openly because the obligations apply to any system deployed in or for European operations.
Read the alignmentPublication doctrine
Every metric STEADYWRK publishes links to its ground truth — a JSON endpoint, an audit log, or an operational timestamp. Unverifiable claims are not published, regardless of how good they look.
STEADYWRK does not publish research about systems that are not running. Every paper in this index describes something that is live and operating.
When a published figure is retired, the retraction is logged publicly. The proof page lists every struck claim alongside what replaced it.