5Reasons Services¶
Decision-grade cognitive infrastructure
Architects of mental models and causal analytics for machines and humans.
We turn messy enterprise reality (PDF + SQL + policies + domain expertise) into decision-grade cognitive infrastructure: causal graph memory, governance constraints, and auditable reasoning traces for LLMs and agentic systems.
What we build
Epistemic safety
Systems that say “I don’t know” when the graph has no valid path — instead of hallucinating a plausible paragraph.
Causal memory for agents
Graph-based memory that stores meaning, mechanisms, and source provenance — not just text similarity.
Governance you can enforce
Hard constraints (policy, compliance, safety) that block invalid actions at the data layer — not via prompt begging.
Why “statistical AI” fails in high-stakes domains
Similarity is not truth. LLMs are powerful pattern-completers, but without durable semantics and constraints they fail exactly where your organization can’t afford errors: medicine, finance, law, and critical engineering.
If hallucination is unacceptable, the question is no longer “Which model?” — it’s “Where is the memory, logic, and audit trail?”
How we work (risk-minimizing engagement)
1) Epistemic Audit
Reality check: data readiness, failure modes, hallucination risk, concept/ontology gaps, and a staged roadmap.
2) Causal Architecture Blueprint
We design the “physics” of your domain: ontology, constraints, ingestion strategy, and a reference architecture your team can own.
3) Glass-Box Implementation
Production delivery: graph memory, CausalGraphRAG reasoning traces, monitoring, and an operational playbook.
Validated where it hurts
Biomedicine
Mechanism discovery over PDFs + omics: explain why a therapy fails, not just which sentences look similar.
Finance
Compliance-by-design: enforce policy constraints so agents cannot approve what regulators would reject.
Legal
Contract analysis as a knowledge graph: detect logical conflicts across clauses you’d never spot with keyword search.
Two complementary tracks
Reasoners (consulting & infrastructure)
For organizations where hallucination is unacceptable — we build durable semantics, governance, and auditable reasoning.
5Reasons (writing & diagrams)
Public causal analysis you can argue with: models, counterfactuals, diagrams, mechanisms, and leverage points.
Licensing
Reading is public. Reuse for commercial or research purposes requires a written license (see Terms of Use).