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Latent-Sense Technologies
A glass-box reasoning ecosystem
Production-Ready Glass-box Reasoning: We provide a full‑stack glass-box AI ecosystem that goes beyond simple toolkits, integrating orchestration, benchmarking, and semantic memory into enterprise workflows.
Compliance-as-Reasoning: LST turns static policies into dynamic business intelligence. Our continuous reasoning layer validates processes against regulatory rules, ensuring every decision is automated, compliant, and explainable.
ReX
Evidence-first Reasoning
Detect contradictions, build causal chains, enforce policies, and transform any LLM into a structured reasoner with auditable traces.
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Cognitive Auditor & Claim Verification to validate or critique outputs across agents.
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Guards against hallucinations and surfaces assumptions for auditability and trust.
rxMaps
Persistent Reasoning Memory
Exportable, persistent reasoning maps shared across agents, sessions, and teams with provenance history.
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Enterprise Memory: durable, portable reasoning reusable over time and across models.
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Regulator-ready audit: query contradictions, causal chains, and evidence.
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Future‑proof: upgrade/swap LLMs without losing accumulated reasoning.
rxOrchestrator
Glass-box Coordination
Coordinates multi‑agent reasoning with regulator‑ready logs of requests, branches, tool calls, and outputs.
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Deterministic & reproducible: same input produces the same validated output.
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Lifecycle governance (create, execute, delete) prevents shadow IT and silent failures.
Why these three together
1
Glass-box reasoning
The Orchestrator exposes every reasoning step; rxMaps ground each inference; ReX provides evidence‑first logic enabling full auditability.
2
Deterministic & Certifiable
The Orchestrator ensures the same input produces the same validated output, shifting AI from experimental to production‑ready infrastructure.
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Persistent enterprise memory
rxMaps preserve and reuse reasoning across sessions, agents, and deployments, future‑proofing upgrades without losing accumulated logic.
ReX
Evidence-first reasoning
ReX is a structured reasoning layer that enhances Large Language Models (LLMs) and multi-agent systems. ReX delivers risk mitigation, operational efficiency, cost savings, and strategic differentiation across enterprise and regulated environments.
Neuro-symbolic
Supporting evidence
Auditable trace
Enhance LLM Reasoning
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LLMs Foundational Capabilities Elevated (Contradiction Resolution, Causal Tracing)
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Reasoning for auditability and trust in high-stakes domains
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Knowledge scaffolding
Enhance Agent Swarms
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Middleware Reasoning Layer providing logical consistency, structured reasoning, and introspective capabilities
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Cognitive Auditor Agent to validate or critique outputs of other agents.
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Feedback Loop in RAG Systems to flag contradictions between retrieved knowledge and LLM generations.
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Claim Verification & Justification Agent
Mitigate Risks
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Reduces hallucinations and factual inconsistencies.
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Ensures internal and cross-agent logical coherence.
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Enhances transparency for audit and compliance.
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Surfaces assumptions and implicit logic in outputs.
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Enables safer deployment in clinical, legal, and financial contexts.
ReX saves time and costs
up to 85%
Document review time
up to 80%
Expert validation cycles
up to 50%
Token usage
Use cases in high-stakes domains
Domain | ReX + LLM | Improvement |
|---|---|---|
Aviation | Incident analysis, procedural logic checking | Robust causal tracing |
Legal AI | Contract review, clause alignment, argument validation | Better contradiction and entailment |
Healthcare | Medical inference, treatment justification | Safer, traceable diagnostics |
Finance | Risk analysis, compliance logic | Transparent regulatory reasoning |
rxOrchestrator
Glass-Box Reasoning.
Deterministic Outputs.
Audit-Ready by Design.
In the rapidly evolving landscape of enterprise AI, the need for sophisticated orchestration tools has never been more critical. rxOrchestrator streamlines and enhances AI workflows across complex organizational ecosystems.
Glass-box AI
Deterministic outputs
Lifecycle governance
Ingest & Structure
Persist & Share
Bring your own agent
Turn AI from Black‑Box to Glass‑Box
Expose every reasoning step with full audit trails for compliance and trust building.
Deterministic, Audit‑Ready Orchestration for Enterprise AI
The Orchestrator coordinates multi‑agent reasoning, logs every step (requests, branches, tool calls, outputs), enforces lifecycle governance, and delivers deterministic, reproducible workflows with regulator‑ready audit trails.
Enterprise Integration
API‑first, modality‑agnostic; plug‑and‑play with AWS, SDKs, MCP. No re‑engineering.
Auditability & Compliance
Logs requests, branches, tool calls, and outputs making regulator‑ready audit trails.
Native rxMaps Integration
Persistent, collaborative, auditable reasoning maps across agents.
Lifecycle & Governance
Explicit control (create, execute, delete) prevents shadow IT and risks.
Reasoning Structure
Structured pipelines with rxMaps as backbone for continuity, coherence, explainability.
Reproducibility & Reliability
Deterministic workflows: same inputs create the same validated output.