01
Document retrieval
Returns relevant information. CTL also retrieves prior operating paths with decisions, actions, and evaluated outcomes.
TECHNOLOGY / CTL
Experience becomes usable at the next decision.
Causal Trajectory Learning represents work as evidence-linked trajectories, evaluates those trajectories against outcomes and feedback, then retrieves relevant prior experience when a related decision appears.
Patent pending
The operating role survives a model change.
The memory object
Keep the path attached to the result.
Each trajectory keeps context, a decision, its action, and the observed outcome connected as one evidence-linked record.
The learning cycle
How feedback changes later work.
T0
Context
The task state, governing instructions, available tools, and operating boundary.
T1
Decision
The choice made at a specific point in the work and the evidence available at that time.
T2
Action
The tool call, system change, drafted work, or escalation produced by that decision.
T3
Outcome
What happened next, including task state, customer review, correction, and counterevidence.
Comparison
CTL stores a different kind of memory.
02
Prompt memory
Carries selected context forward. CTL preserves structured task history so a later decision can use reviewed experience.
03
Long context
Increases what a model can read at once. CTL governs which prior trajectories are relevant to the current decision.
04
Fine-tuning
Changes model weights. CTL is designed to change behavior from reviewed results without requiring model-weight retraining.
Observable change
Causal means evidence-backed, revisable, and scoped.
A trajectory can support a candidate relationship between a decision and an outcome. Later results, feedback, or counterevidence can weaken, correct, or supersede that relationship. CTL does not claim omniscient causal truth.
01
Trace
The evidence and actions that produced the result.
02
Feedback
The human or environmental signal that evaluated it.
03
Lesson
The change produced from that evidence.
04
Scope
The customer, job, workflow, and permission where it applies.
05
Future behavior
The related decision where the proven route is retrieved.
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