Domain model
The product defines the recurring shape of the customer’s job. Each customer builds a unique working instance through use.
Agentic data primitives
Replace agent state with product state.
Goals, evidence, decisions, artifacts, dependencies, and outcomes become product state that agents and customers can keep using.
Product-owned work
Retrieved context helps an agent answer once. These primitives give the product current state, explicit relationships, authority, and rules for what changes next.
Domain modelCustomer-specific stateSelective change
Maintained work
Goals, evidence, decisions, artifacts, open work, actions, and outcomes become explicit product-owned state.
Dependencies
Relationships state what informed each artifact and which downstream work should move when an input changes.
Authority and versions
Current state, historical versions, provenance, and authority make human judgment inspectable and durable.
Isolation
Each execution receives a narrow context package containing the work it can read and change.
Repeatable execution
Stable execution identity and selective regeneration preserve valid work while affected work updates.
Customer steering
Review, correction, approval, and redirection happen on the same work the AI assistant is performing.
Deeper implementation patterns
Compose the primitives around domain work.
Order, decomposition, synthesis, reuse, governance, distillation, locking, and alternatives become repeatable ways to maintain customer work.
01
Order Thinking
Linear progression of thought with visible continuation.
1Contemplate A
2Then think about B
3Continue reasoning
02
Decompose Thoughts
Resolve independent components before combining them.
Block A
1Contemplate A
2Refine A
Block B
1Contemplate B
2Refine B
Block Z
1Use results from Block A
2Use results from Block B
3Continue reasoning
03
Synthesize
Form a unified outcome from multiple inputs.
1Contemplate A
2Contemplate B
3Form C from A and B
04
Reuse Thinking
Apply an established reasoning structure to a new problem.
Approach A
1Contemplate {{ X }}
2Refine {{ X }}
3Continue reasoning about {{ X }}
Solve Z
1Use Approach A for Z
2Continue reasoning
05
Govern
Apply shared structural checks after primary reasoning.
1Do A
2Do B
3Governed Step: Check that C is satisfied
4Governed Step: Check that D is satisfied
06
Distill
Extract a concise insight and reuse it in subsequent thinking.
Tangent A
1Contemplate A
2Contemplate B
3Summarize as a single concise thought
New Problem
1Contemplate C
2Use Result of Tangent A
3Continue reasoning
07
Lock in Thinking
Preserve upstream results so downstream reasoning can proceed without recomputation.
Block A (Lock Result)
1Contemplate A
2Refine A
Block B
1Think about B
2Use locked results from Block A
3Continue reasoning
08
Consider Alternatives
Evaluate structured variations before choosing direction.
1Try A with B
2Try A with C
3Compare the outcomes