Checklist — $10

Compare complete histories on matched cases.

Preregister a baseline and candidate, retain every attempt, normalize observed usage without filling gaps, and compare matched training and held-out cases.

genesis-paired-experiments · portable workflow
1Freeze identities, rubric, and casesscoped
2Run matched baseline and candidate historiesscoped
3Retain failures and unknown telemetryscoped
4Analyze training and held-out pairsscoped
Workflow overviewRead · configure · verify

How it works

1
Freeze identities, rubric, and cases
2
Run matched baseline and candidate histories
3
Retain failures and unknown telemetry
4
Analyze training and held-out pairs

How it actually works

Exactly what it does — and when.

1Preregister task, rubric, strategies, and cases
2Retain complete baseline and candidate histories
3Separate held-out results and preserve unknown telemetry
In practice · A shorter reviewer prompt earns a fair test

A team freezes three training cases, one held-out case, and the rubric before running either prompt. Paired Experiments retains a failed candidate retry and an unavailable cost field, then reports the matched evidence without converting that gap into a savings claim.

This vs the alternative

This product
A one-off A/B example
Contract
Preregistered before results
Can move after seeing output
History
All attempts and rework
Best run only
Generalization
Separate held-out cases
Same examples throughout
Trust
Caller-supplied grades remain a limit
Checksums do not authenticate a grader
“Freeze the experiment contract before seeing results.”

What you can do with it

01

Compare a prompt candidate

Preregister cases and a rubric before running the current and proposed instructions.

02

Evaluate a routing change

Keep all attempts and measured usage for matched accepted tasks.

03

Check held-out behavior

Test a separate case before deciding whether the candidate generalizes.

Inside the box

Preregistered rubrics
Paired cases
Held-out evaluation
MIT-licensed source

The shift it creates

Without it
  • The metric is chosen after results
  • Failed attempts disappear from totals
  • Missing usage is treated as free
With it
  • Freeze the experiment contract before seeing results
  • Retain retries, failures, and rework in each history
  • Keep missing telemetry unknown and held-out cases separate
Included
Source, docs, demo, manifests, tests
Setup
Run npm test, demo, and verify
Dependencies
Built-in Node modules only
Bundle
Standalone or in the $199 bundle

Who it's for

Agent evaluators

need paired evidence before adopting a change

Routing researchers

need complete task histories rather than cherry-picked calls

Teams measuring prompt changes

need training and held-out cases kept distinct

Questions, answered

✓ Instant delivery✓ Yours to own✓ Use on every project✓ Built to ship results

Ready to put Genesis Paired Experiments to work?

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Genesis Paired Experiments