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Spotlight · Evaluation gates for models & agents

Does every model change pass a test before release?

Automated test suites that a prompt, model or agent change must pass before it releases. Evaluation is the release gate for anything non-deterministic. It is written and run on the left, but it only stays honest if production traces keep feeding it.

Watch8 matrix200 solutions5 before release3 in productionspans 2 cores
SHIFT LEFT · BEFORE RELEASESHIFT RIGHT · IN PRODUCTIONfeeds the next plan
A team's taskstart here ▸
Production footprint◂ your stops
1
AI Frameworks, Tools & Libraries
NUCL-C2S02M002
Code
Are evals written as code, next to the prompts and agents?
Yes stop inNo bypass
2
IT Operations & Service Management
NUCL-C3S01M011
Build
Does every prompt or model change trigger the suite?
Yes stop inNo bypass
3
Synthetic Data Platforms
NUCL-C2S02M017
Test
Do you have test sets, including synthetic edge cases?
Yes stop inNo bypass
4
Model & LLM Evaluation
NUCL-C2S02M018
Test
Is there a pass mark a change must meet to release?
Yes stop inNo bypass
5
AI Red-Teaming & Adversarial Testing
NUCL-C2S02M033
Test
Is it attacked on purpose before release?
Yes stop inNo bypass
6
Model Governance & Compliance
NUCL-C2S02M026
Release
Is the result recorded as release evidence?
Yes stop inNo bypass
7
Model Gateways & API Management
NUCL-C2S02M023
Release
Can you pin, roll back and A/B model versions?
Yes stop inNo bypass
8
AI Observability
NUCL-C2S02M004
Monitor
Do production traces become tomorrow's test cases?
Yes stop inNo bypass
RELEASE · GO-LIVE
A team's taskstart here ▸
SHIFT LEFT · BEFORE RELEASE
1
AI Frameworks, Tools & Libraries
NUCL-C2S02M002
Code
Are evals written as code, next to the prompts and agents?
Yes stop inNo bypass
2
IT Operations & Service Management
NUCL-C3S01M011
Build
Does every prompt or model change trigger the suite?
Yes stop inNo bypass
3
Synthetic Data Platforms
NUCL-C2S02M017
Test
Do you have test sets, including synthetic edge cases?
Yes stop inNo bypass
4
Model & LLM Evaluation
NUCL-C2S02M018
Test
Is there a pass mark a change must meet to release?
Yes stop inNo bypass
5
AI Red-Teaming & Adversarial Testing
NUCL-C2S02M033
Test
Is it attacked on purpose before release?
Yes stop inNo bypass
RELEASE · GO-LIVE
SHIFT RIGHT · IN PRODUCTION
6
Model Governance & Compliance
NUCL-C2S02M026
Release
Is the result recorded as release evidence?
Yes stop inNo bypass
7
Model Gateways & API Management
NUCL-C2S02M023
Release
Can you pin, roll back and A/B model versions?
Yes stop inNo bypass
8
AI Observability
NUCL-C2S02M004
Monitor
Do production traces become tomorrow's test cases?
Yes stop inNo bypass
Production footprint◂ your stops
See the spotlight