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Increase accuracy for human friction professionals.
TACITUS is the governed data layer for conflict-aware AI. We transform scattered dispute traces into structured knowledge graphs that machines can query and reason over — with temporality, causality, and provenance preserved.
“A map and a postcard both show the same territory. Only one helps you find your way. TACITUS is the map.”
“Every map is an argument. Every conflict is a knowledge problem waiting to be structured.”
Language models are powerful but stateless. They lack the structure needed for rigorous conflict analysis, dispute resolution, or governance-grade intelligence.
How deterministic structure and probabilistic reasoning combine to read conflict
Left Brain
The deterministic foundation. A typed knowledge graph with 8 conflict primitives, DAG-preserved temporal ordering, explicit causal chains, and full provenance tracking.
Knows WHAT happened, WHEN, and WHERE the evidence is.
Graph-Grounded
LLM Reasoning
The LLM reasons.
The graph keeps it honest.
Right Brain
The probabilistic layer. LLMs used for extraction, pattern recognition, scenario exploration, and natural language — but always grounded in the graph.
Understands WHY it matters and WHAT MIGHT happen next.
Four deterministic stages transform scattered conflict data into structured, queryable intelligence.
Emails, documents, transcripts, communications
Any unstructured text containing conflict traces
LLM-powered entity and relation extraction
Identify actors, claims, events across all primitives
Ontology-governed binding into the graph
Typed nodes, causal edges, temporal DAG, provenance
Graph-native conflict intelligence
Ask structured questions. Get grounded answers.
Standard language models lack the structure for conflict-grade intelligence. TACITUS fills the gap.
| Capability | TACITUS ◳ | Standard LLM |
|---|---|---|
| Persistent conflict memory | ||
| Temporal event ordering | ||
| Causal chain encoding | ||
| Source provenance tracking | ||
| Hallucination prevention on facts | ||
| Audit-grade compliance output | ||
| Conflict ontology (8 primitives) | ||
| Graph-native querying | ||
| Natural language generation | ||
| Pattern recognition |
Each tool in the TACITUS suite is powered by the same underlying knowledge infrastructure — so your data works across your entire workflow.
All products are powered by the TACITUS Core Engine — a neurosymbolic conflict intelligence engine under active development.
Learn moreAll products are experimental and under active development.
The Conflict Operating System
The comprehensive TACITUS workspace. Ingest documents, build conflict knowledge graphs, manage multi-party cases, and access AI-grounded analysis.
AI-Assisted Conflict Navigation
The accessible entry point to TACITUS. Structure a dispute quickly — map actors, claims, and interests, then explore resolution pathways.
Conflict Scenario Simulation
Simulate conflict trajectories and resolution scenarios against structured knowledge graphs. Test interventions before deployment.
Deep Conflict Intelligence
Advanced platform for professional mediators. Cross-case pattern recognition, temporal analysis, and AI-grounded briefing generation.
TACITUS applies across every domain where human disagreement requires legible, structured intelligence.
Workplace disputes, disciplinary processes, team conflict analysis
Case analysis, deposition mapping, settlement scenario modeling
Contract disputes, M&A friction, supply chain conflicts
International negotiations, sanctions analysis, treaty compliance
Board disputes, regulatory conflicts, shareholder disagreements
Conflict-affected community analysis, peace process support
The TACITUS Knowledge Pipeline is open source. Explore the extraction architecture, contribute primitives, and build on the conflict ontology.
sargonxg/TACITUS-Knowledge-Pipeline-open
The open-source extraction and structuring pipeline. Includes the 8-primitive Conflict Grammar ontology, the 4-stage processing pipeline, and sample conflict datasets.
Built With
TACITUS is in active development. Join practitioners, legal teams, and researchers who are building with conflict intelligence infrastructure.
No spam. We only reach out when it matters. Or email us directly →
TACITUS ◳
The governed data layer for conflict-aware AI. From human friction to machine-legible knowledge graphs — with temporality, causality, and provenance preserved.