Reconciling
Context Graphs.
Enterprise agents inherit messy, contradictory knowledge. This is how domain experts clean it up - resolving conflicts in tribal knowledge and turning SOPs into a single source of truth.
Context Graphs Need Curators.
The industry is building context graphs—capturing decision traces, surfacing patterns, encoding institutional memory. This is necessary. It is not sufficient.
Knowledge foundations aren't assembled. They're *curated*. Every policy conflict, every ambiguous guideline, every edge case requires a human decision: What is true? What takes precedence? What do we codify?
Domain expertise doesn't sit alongside the graph. It sits *inside* it—at every node where judgment was required.
The Three Gates
Reconciliation requires human judgment at three distinct points. These are not optional. They are the gates that ensure quality.
Knowledge Validation
“Is the book internally consistent?”
Pattern Curation
“Is this discrepancy signal or noise?”
Policy Decision
“Should this update the Gold Standard?”
The Reconciliation Architecture
Ingest & Reconcile
Phases 1-3. We take conflicting policies and tribal knowledge, identify the delta, and merge them into a unified base.
Regulatory Check
Phase 4. The unified base is stress-tested against CMS guidelines and state mandates to create the Gold Standard.
The Feedback Loop
Phase 5. Agents execute the knowledge. Exceptions are audited by experts and fed back into Layer 1 to refine the rules.
The Truth Engine
Walk through the 5-phase pipeline. Click to process each phase.
PHASE 1: SOP RESOLUTION
Internal documentation often contradicts itself. The engine flags conflicts for expert resolution.
Auth REQUIRED for CPT 77002.
No Auth required for CPT 77002.
Knowledge Compounds Every Cycle
Each reconciliation cycle encodes domain expertise directly into your knowledge foundation. Conflicts resolutions become guardrails.
Agent Interactions
Every decision trace surfaces how knowledge is actually used in the field.
Discrepancies Surface
Contradictions between policy and practice become visible and actionable.
Expert Resolution
Domain experts curate the resolution. Their judgment is encoded, not discarded.
Gold Standard Evolves
The foundation grows richer. Next cycle starts from a stronger base.
Compounding Knowledge Infrastructure