The governed unit of operationalized intuition
A Kataclyzim Judgment Set turns proven expert intuition into a governed, versioned standard for consequential work. The same Set can prepare humans and AI agents, define realistic evaluation, produce certification evidence, support runtime decisions, and trigger revalidation when conditions change.
Definition
A Kataclyzim Judgment Set is a versioned, expert-authored package that defines what good judgment requires for a specific kind of work in a specific environment—and contains the governed training, scenario, evaluation, critical-failure, evidence, and revalidation structure needed to certify humans or AI agents against it.
A Judgment Set is not
A prompt library · a content pack · an LMS course · a static playbook · a downloadable test bank · a generic dataset · a certificate · a consulting report renamed as software.
How a Set powers certification
Certification Domain
Judgment Set
Environment Edition
Subject Track
Certification Run
Evidence Record
Deployment Eligibility
Revalidation Event
Certification programs are engagements. Judgment Sets are the governed standards those programs run against. One Set can serve many programs; one program always names the Set it used.
Available Judgment Sets
Domain One. The first ready-made Judgment Set, proven across fourteen governed environment editions.
✓Domain One
✓175+ canonical patterns
✓1,300+ curated reasoning seeds
✓14 environment editions
✓AI Agent, Human, and Human + AI subject tracks
✓Boundary, distress, hostility, stop-selling, compliance, and escalation logic
✓Versioned governed intelligence
Your organization's own proven method, captured and governed as a Set your humans and AI agents are certified against.
✓Expert-method capture
✓Governed-standard construction
✓Training structure
✓Environment-specific scenarios
✓Evaluation rules
✓Critical failures
✓Certification requirements
✓Evidence structure
✓Versioning and contributor lineage
✓Revalidation triggers
Configuration model
Environment edition
The same Set reads differently on a collections floor than in a renewal call. Editions carry the environment's boundaries, risks and language.
Subject track
AI Agent, Human, or Human + AI. The modality changes how the subject is tested; the standard does not change.
Qualification scope
The job the subject is being certified for, and the deployment scope a passing decision would authorize.
Version
Every run names the Set version it was evaluated against, so an evidence record stays interpretable after the Set moves on.
What every Set contains
✓The governed definition of good judgment for the work
✓Training and conditioning structure
✓Scenario coverage, including adversarial cases
✓Evaluation rules and quality gating
✓Critical-failure conditions
✓Boundary, escalation and prohibited-action logic
✓Evidence structure
✓Version and contributor lineage
✓Revalidation triggers
What a buyer can review
·The Set's scope, structure and version history
·The categories of judgment it evaluates
·The environment editions available
·What a certification decision does and does not authorize
·The evidence structure a run produces
·Revalidation triggers and cadence
What is shared, what is confidential
Kataclyzim makes the standard, evidence requirements, and meaning of the result clear while protected assessment integrity and private customer standards remain confidential.
Inside a Set
Kataclyzim Konstellations™
Experts do not make consequential decisions from one keyword in isolation. Konstellations preserve the context-dependent pattern that gives a signal meaning — while the underlying representation, weighting, matching and decision mechanics remain confidential.
Kataclyzim Environments™
Governed operating contexts that change how expert judgment, evidence, risk, boundaries, escalation and appropriate action must be applied. Fourteen are live.
Kataclyzim Weather Systems™
The changing conditions within and across environments that can alter what good judgment, acceptable risk, deployment eligibility and revalidation require. Environments define the room. Weather Systems account for the fact that the room does not stay still.
The economics of reuse
Up to 50% fewer tokens across applicable enterprise workflows.
A Set is authored once and applied across human preparation, agent conditioning, scenario evaluation, certification, deployment eligibility, runtime decisions, monitoring and revalidation. The enterprise stops purchasing the reconstruction of the same judgment from every model, employee and workflow separately.
Actual reductions vary by how AI is used today, which departments and workflows are included, model and provider selection, prompt and context design, training quality, agent capabilities, tool use, retry and rework rates, existing optimization, quality requirements, and the share of work covered by a Kataclyzim standard. No minimum reduction is guaranteed.