SIGNAL · DECISION GRAPH
● LIVE
MODELS · THE APP FOR AI LABS
Build the model. Keep the proof.
Score the runs. Hold every regression. Train, govern releases, and keep the weights.
SCORE
Every run
Eval, review, regression memory.
TRAIN
Keep the weights
Train, govern, ship — and own the result.
RECORD
One record
Every decision, always attached.
TWO WAYS TO WORK WITH US
You may know us for Human Data. Models is the other half.
Human Data is the signed data you get from people. Models is the app where you score the runs, hold every regression, train, govern releases, and keep the weights. One record, both sides. This page is the second half.
Score & remember
5 apps
Test, review, hold the line
- ·Evaluation Studio
- ·AuraQC
- ·Regression Bank
- ·Compliance Monitoring
- ·Control Center
Train & govern
4 apps
Automate, train, keep the weights
- ·Autopilot
- ·Training
- ·RL Environments
- ·Federated Learning
Prove it
1 record
Sign every release
- ·One record per release
- ·Reviewer attached
- ·Regression gate
- ·Export pack you own
SHARED SPINE
● Evidence● Control● Compliance
● ATTACHED · RELEASE OWNER · LIVE NOW
01→
One record
↳ Attached
02→
Signed evidence
↳ Release owner
03→
Release gate
↳ Live now
04
Export pack
↳ Customer-owned
SCORE & REMEMBER · TEST, REVIEW, HOLD THE LINE
Test the work. Review it. Remember what escaped.
Release it with the proof attached. Access, audit, retention, and exports live inside the workflow.
EvaluationReleaseProof
EVALUATION STUDIO
Test it before it ships.
For the teams who stopped trusting the eval script.
AURAQC
Quality that doesn't end at ship day.
Every issue. Every reviewer. One screen.
BASELINE / CANDIDATE● GATE CLEAR
BASELINE
fail
fail
fail
fail
CANDIDATE
pass
pass
pass
pass
Risk −18Rubric 94SIGNED VERDICT
REGRESSION BANK
Every mistake. Only once.
Every escaped failure becomes a gate the next release cannot cross.
COMPLIANCE MONITORING
Compliance that writes itself.
The record builds as the work is done. Access, audit, retention, and exports live here too.
SIGNED PROOF● SEALED
Rubric142 cases
Reviewer19 overrides
Checksumsha256:7fa9…
EvidenceEP-4187
EVALREVIEWPOLICYRELEASE
SIGNED
EP·4187
EP·4187
Signed at release gate · EP-4187
CONTROL CENTER
The last check before it ships.
Tests, reviews, regressions, and compliance converge here.
OVERVIEW
The stack, on one page.
Start here. Every module, every group, one scroll.
TRAIN & GOVERN · AUTOMATE, TRAIN, KEEP THE WEIGHTS
Describe the workflow. Train on the reviewed work.
Run the agents. Learn together. Keep the updates without sharing the data.
AutopilotTrainingRL
AUTOPILOT
Describe it. Watch it run.
Workflows that build themselves — and wait for the approval you set.
SIGNED PROOF● SEALED
Rubric142 cases
Reviewer19 overrides
Checksumsha256:7fa9…
EvidenceEP-4187
EVALREVIEWPOLICYRELEASE
SIGNED
EP·4187
EP·4187
Signed at release gate · EP-4187
TRAINING
Your model. Yours to keep.
Train on reviewed work. Keep the tuned weights. Export the record.
RL ENVIRONMENTS
Environments built by the people who use them.
Reviewed once. Approved once. Available to every team that needs them.
FEDERATED LEARNING
Learn together. Keep it separate.
Share the updates. Not the data.
ONE RECORD
A signal becomes a decision without losing context.
An evaluation miss can become a regression case, reviewer assignment, compliance finding, and release hold without becoming five separate stories.
REVIEW · REGRESSION BANK
● GATE CLEAR
Saved regression
BASELINE / CANDIDATE● GATE CLEAR
BASELINE
fail
fail
fail
fail
CANDIDATE
pass
pass
pass
pass
Risk −18Rubric 94SIGNED VERDICT
DECISION · SIGNED PROOF
● SEALED
Decision evidence
SIGNED PROOF● SEALED
Rubric142 cases
Reviewer19 overrides
Checksumsha256:7fa9…
EvidenceEP-4187
EVALREVIEWPOLICYRELEASE
SIGNED
EP·4187
EP·4187
Signed at release gate · EP-4187
One record · One context · One decision.
WHAT COMES OUT
What teams leave with.
The point is not more tooling. It is leaving every run with something the team can act on.
01
Scorecards
One read on what passed, what failed, and what needs another look.
↳ ARTIFACT
02
Review records
The case, the reviewer notes, and the final call stay together.
↳ ARTIFACT
03
Replay suites
Escaped issues become repeatable checks the next release must pass.
↳ ARTIFACT
04
Decision timelines
What changed. Who approved it. Whether the work moved forward.
↳ ARTIFACT
05
Evidence packets
Checks, history, and proof — ready when someone asks.
↳ ARTIFACT
MODELS
Build the model. Keep the proof.
Bring the release, the review queue, or the escaped issue that matters most. We will show how it runs.