Evaluation Frameworks (Evals)
Systematic testing of model quality, safety, and capability.
"If you don't have evals, you have vibes."
What is Evaluation Frameworks (Evals)? Systematic testing of model quality, safety, and capability. AI quality engineering.
Domain-specific eval suites for every production model.
AI quality engineering.
Treat evals as core engineering practice, not an afterthought.
Pick what to reward the model for.
Systematic testing of model quality, safety, and capability. In the wild: Domain-specific eval suites for every production model.
Pick a lever. There are no neutral ones — every incentive funds a behavior somewhere.
Pick a reaction to Evaluation Frameworks (Evals)
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The full taxonomy entry
Every concept in the Atlas uses the same structure — so Evaluation Frameworks (Evals) can be compared, recombined, and cited like an element on a periodic table.
- Business
- Leadership
- Government
- Healthcare
- Education
- Sales
- Marketing
- AI
- Negotiation
- Media
- Public Policy
- Relationships
- Where in our org would Evaluation Frameworks (Evals) most often show up unnoticed?
- Which metric, ritual, or contract clause quietly rewards Evaluation Frameworks (Evals)?
- If we removed every payoff for Evaluation Frameworks (Evals), what behavior would replace it?
- Who benefits when Evaluation Frameworks (Evals) persists — and who pays the cost?
- People defend the status quo using the language of evaluation frameworks (evals).
- Decisions cluster around the easiest narrative rather than the strongest evidence.
- New data changes the slide deck but not the decision.
- Anyone naming the pattern is treated as the problem.
Every Atlas entry is a node in a knowledge graph. See the related rail below to follow the connections.
See Evaluation Frameworks (Evals) through 4 lenses
Each layer of the Incentives OS reframes this concept with its own thinkers, vocabulary, and diagnostic question.
- Layer 1Existing Framework
Which developmental stage and archetype is driving this?
- Layer 11Economics & Mechanism Design
Who pays, who is paid, and what does the price signal hide?
- Layer 15AI & Alignment
What proxy reward is the AI optimizing — and what is it ignoring?
- Layer 19Human Needs & Meaning
Which basic human need is being met — or starved — by this design?
Do you actually know Evaluation Frameworks (Evals)?
Three quick questions. Result is saved into your review streak — come back when the term is due to lock it in.
Which best describes Evaluation Frameworks (Evals)?
Worked example, counter-example & concept map
On-demand AI analysis grounded in the Lab's research. Cached on your device after first run.
When you encounter Evaluation Frameworks (Evals), your prefrontal cortex has to do extra work to override the automatic response — and that override budget is finite.
Executive control, planning, impulse override, working memory, System 2. First thing to go offline under stress, fatigue, or low blood sugar. Why your 4pm decisions are worse than your 9am ones.
See Prefrontal in the Brain Atlas →Picked for you, from the Atlas
Ranked by shared learning paths, overlapping chips, and what you've saved.
AI system that takes actions to achieve goals, often across tools.
Designing processes from scratch around AI capability.
The relationship between inputs and outputs changes.
How much input the model can process at once.
Underlying data distribution changes over time.
Vector representation of content for similarity and search.
Send the card, not just the link
A pre-rendered social card with the title, eyebrow, and URL. Copy the link, post it anywhere, or download the SVG for slides.
More definitions to follow
Every term in the Atlas connects to a dozen others. Pick any of these and see where it takes you.
Knowledge from someone who can recite the answers but doesn't understand them.
Outcomes depend on aligning choices, not on who 'wins.'
Drawing conclusions about individuals from group-level data.
Percentage-of-AUM fees reward gathering assets regardless of net performance.
The mythical fully rational, self-interested, utility-maximizing agent neoclassical models assume.
Giving up after repeated exposure to uncontrollable negative events.
A bias against ideas or products that originated outside the group.
Individual speed gains hide collective quality decline.
Saying or writing the idea back to yourself in your own words to surface gaps before they're public.
Goals become the focus, sometimes at the expense of the underlying purpose.
A federal mandate intended to lower drug costs for the poor became a profit engine for hospitals and contract pharmacies.
Sun Tzu's ancient treatise on strategy, deception, and positioning.