Workflow Evaluation
Scenario packs, replay controls, and scoring for agentic systems.
Agentic systems where APIs can't go.
Ergodic Systems
Ergodic Systems builds local-first agentic workflows that keep sensitive data, runtime behavior, and operational costs under your control.
- Local
- Runs inside your boundary, not someone else's API surface
- Stable
- Designed around reproducible behavior, not provider drift
- Auditable
- Produces traces and evidence your team can inspect
Operational Proof
Artifacts that help teams decide what is ready, risky, or blocked.
Productized Agents
Showcases that move ideas from clever demos to durable tools.
Main product
Argos is the air-gapped tester for apps with no API path.
Many critical apps run off-network: embedded systems, medical devices, automation consoles, and defense tools. Argos tests them from the outside, using AI to drive the screen, keyboard, and mouse the way a human tester would.
Designed for black-box application testing
Argos isolates the application under test from the live environment, then drives it through curated scenarios over HID and screen capture. It does not need source code, internal APIs, or instrumentation.
The goal is a release gate for the application: traces, scores, failures, screenshots, and enough context for a human reviewer to make a grounded decision.
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01
Mirror
Model the app workflow, UI controls, policies, and data boundary.
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02
Isolate
Connect through a sealed HID and video harness with controlled inputs.
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03
Exercise
Let AI drive the UI like a human tester across scenarios and failures.
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04
Decide
Export traces, screenshots, scores, exceptions, and reviewer notes.
Offline Scenario Packs
Run realistic test cases against embedded, medical, automation, or defense systems without network access or code hooks.
Trace-First Review
Preserve screen observations, HID actions, decisions, screenshots, and evaluator notes in a reviewable evidence packet.
Release Gates
Promote, hold, or reject application releases using score thresholds and human review rather than intuition alone.
Operating model
From promising workflow to product surface.
Ergodic Systems focuses on the parts that make agentic workflows survive real use: boundaries, evaluations, observability, and repeatable handoff.
Define the boundary
Clarify what the agent owns, what it can touch, and when it stops.
Build the harness
Turn messy work into scenarios that can be replayed and scored.
Ship the evidence
Give operators traces, reviews, and decisions they can defend.
Secondary showcases
Icarus and Napkin Art explore the product edges around Argos.
These showcases are smaller surfaces for proving interaction patterns, safety envelopes, and operational handoff before they become standalone products.
Showcase
Icarus
A supervision showcase for agent runs that need clear escalation paths, run-state visibility, and failure review.
- Run-state visibility
- Operator checkpoints
- Failure-mode review
Showcase
Napkin Art
A lightweight capture surface for turning rough workflow ideas into small, testable agent task sketches.
Napkin Art repo- Task sketching
- Prompt-to-workflow mapping
- Fast evaluation handoff
Pilots and product conversations
Bring a workflow that needs proof.
Ergodic Systems is building for teams that need agentic workflows to behave under review, not just under a happy-path demo.