We don't just consult — we build and ship products. Our engineering tools power our client work. Our AI platforms serve enterprise customers. Our incubated startups are growing into independent businesses. Everything here runs in production.
Rust and TypeScript tools that power our development workflow and client engagements.
Rust — Knowledge Graph Engine
Document storage, graph relationships, and vector embeddings in a single service. Pluggable backends (ArangoDB, CozoDB). Four search modes: vector, semantic, hybrid BM25+RRF, graph-augmented. Sandboxed Lua scripting. Async Tokio/Axum. Single binary.
Rust — Workflow Automation Engine
DAG-based orchestration with 96 built-in nodes. HTTP, files, S3, databases, AI embeddings/chat, MCP client, document extraction, image processing. Lua scripting. REST API. Single binary, zero dependencies. The open-source alternative to n8n and Airflow.
Rust — Multi-Agent Runtime
Compiled multi-agent runtime with Lua-defined crews. Parallel task execution, agent-to-agent MessageBus, shared memory with TTL, collaborative discussions, structured JSON output, REST API. Provider-agnostic (OpenAI, Groq, Ollama, Azure).
TypeScript — Multi-Agent Framework
Bun-native agent orchestration for web applications. Shared memory, structured output via Zod, multi-model routing, agent-to-agent messaging, conversation history with auto-summarization, response streaming. OpenAI Responses API.
Rust — Document Extraction Engine
Cognition-aware extraction that triages documents before processing. Semantic map pipeline, local ONNX models for layout detection (25 classes) and OCR, VLM for complex pages. PDF, DOCX, PPTX, Markdown, images.
Rust — Text Chunking Toolkit
Four strategies: fixed-size, delimiter, semantic, and cognition-aware with 8-signal boundary scoring. 70+ languages. Graph export for knowledge bases. CLI, REST API, Python bindings, Docker.
Products built on the Behavioral DNA Architecture for behaviorally authentic AI personas with 92%+ accuracy.
AI Persona Platform
4-layer Behavioral DNA Architecture creating personas from real interview data. RAGAS validation scores exceeding 0.8. Live enterprise deployment.
Behavioral DNA Extraction
Extract 50+ behavioral dimensions from transcripts (VTT, SRT, DOCX, Deepgram, Whisper). 92%+ pattern recognition. Batch processing of 100+ files.
AI Training Simulations
Replace human role-players with AI personas. Sales, healthcare, customer service scenarios. Adaptive difficulty, competency scoring, LMS integration.
AI Market Research
Persona-driven interviews, message testing, concept validation. 24-48 hour turnaround. Managed service or self-service SaaS.
Persona API-as-a-Service
On-demand validated personas via REST, GraphQL, WebSocket. SDKs for Python, JS, Java, .NET. Free sandbox tier. SOC 2 / GDPR compliant.
Pre-Built Persona Library
140+ curated personas: healthcare (45+), patients (30+), payers (25+), B2B decision-makers (40+). Quarterly expert-reviewed updates.
Advanced analytics, compliance, and evidence platforms for regulated industries.
Conversation Intelligence
Interview and qualitative research analysis. Speaker diarization, sentiment analysis, behavioral pattern extraction, 25+ languages. Executive reports with evidence trails. 80% reduction in manual analysis time.
Synthetic Data Generation
Privacy-preserving synthetic datasets for ML training. Differential privacy, k-anonymity. Multi-modal (text, tabular, time-series). GDPR/HIPAA/SOX.
Regulatory Compliance
Automated compliance monitoring for FDA, EMA, ICH, GDPR, SOX. Predictive risk detection. Audit-ready documentation. 80% reduction in audit prep time.
Precedent Analysis
Situational similarity across institutional knowledge. Multi-method search (vector, structural, temporal, contextual). Sub-2s across 1M+ documents.
Real-World Evidence
Evidence generation from EHR, registries, claims. Causal inference, survival analysis. CDISC/FHIR compliant. 95%+ regulatory acceptance rate.
RAG System Validation
RAGAS evaluation (faithfulness, relevancy, precision, recall). CI/CD integration. Production monitoring. 98%+ quality issue detection rate.
Independent products and incubated startups.
Visual Digital Forensics — Patent Pending
Multi-LLM video and image analysis for law enforcement. Edge-based processing on mobile hardware — no cloud upload of sensitive footage. Cryptographically verifiable, tamper-evident processing chain. Patent Filing #20252007063831.
Incubated — Produce Intelligence Platform
1,540+ PLU codes with AI-enriched profiles. api.plufinder.com for REST access, mcp.plufinder.com for AI applications. Thousands of monthly users across .com, .nl, .pt, .es domains. Trademark pending (EUIPO).
Incubated — Cold Chain Intelligence
Prevention-first cold chain platform. Commodity intelligence layer with Codex standards. Guardrails that prevent damage, not just report it. Universal sensor compatibility. Semantic search for operational guidance.
Contact us to discuss licensing, integration, or how our products can power your own solutions.
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