Making AI useful for real work.
Applied AI solutions for enterprise — from financial pipelines to knowledge management to software orchestration. Open source.
Focus Areas
Software Orchestration
Multi-agent SDLC workflows, executable specifications, and self-improving development pipelines. Open source via Crucible.
Enterprise Finance
Semantic financial pipelines, proactive anomaly detection, capital structure risk analysis, and automated COA consolidation across complex portfolios.
Knowledge Management
AI-native idea routing, cross-disciplinary insight discovery, and communications alignment engines for distributed teams.
Enterprise Architecture
Business rule extraction from legacy systems, hybrid control gateways for legacy-to-cloud transitions, and agentic ERP integration.
Compliance & Legal
Code-to-compliance mapping, automated tech transfer licensing, and real-time audit documentation generation.
Scientific R&D
Cross-disciplinary meta-learning agents, automated sensor data pipelines, and knowledge compounding for deep tech research.
Projects
Crucible Alpha Open Source
Built on Claude Code — leveraging its file handling, terminal access, and full agentic capabilities. Best-effort documentation.
- Requires Claude Code (single LLM)
- Task management & backlog
- 13 specialized AI personas
- Knowledge graph & search
- Quality gates & traceability
- VS Code extension
Crucible Pro In Development
LLM-agnostic orchestration. Predictable file structures, locked-in quality gates, and enforced process structure.
- Multi-LLM support (any provider)
- Adaptive model selection (speed / cost / quality)
- Robust documentation & enforced structure
- Agent swarming & auto-scaling pools
- Self-improving system capabilities
Domain-Specific Agents Exploring
Where does AI orchestration create genuine value beyond software?
- Automotive
- Options trading
- Adventure travel
- Creative production