Research
Notes on session integrity, failure modes, and possible future architecture.
These essays examine problems and possible designs. They do not describe the product's current implementation.
See What works today for implemented behavior and current limits.
2026-05-14
Context Rot and Session Abandonment
Analyzes the degradation of agent context over time and the case for principled session termination.
context-rotsession-abandonmentre-grounding
2026-05-14
Negative Memory and Rejected-Idea Suppression
Examines why recording what was rejected is as important as recording what was approved in long-running agent systems.
negative-memorygovernancememory
2026-05-14
The Hallucination Gauge: Quantifying Drift Risk in Agent Sessions
Explores how drift risk can be measured continuously during agent execution rather than detected after the fact.
hallucination-gaugedriftmeasurement
2026-05-14
InvariantEngine: Session Integrity Management for Long-Running Agentic Systems
An introduction to InvariantEngine's core thesis: session integrity as a runtime concern for long-running agentic systems.
session-integrityarchitectureoverview
2026-05-14
Memory-Grounded Review Councils
Explores multi-perspective evaluation of agent output through structured critic councils grounded in durable memory.
review-councilcriticsevaluation