For Developers
Software, systems, and workflow tooling for teams doing real work
MetalHatsCats builds workflow systems, structured knowledge assets, and AI-ready products for complex work.
MetalHatsCats is a strong fit if you care about workflow systems, internal tools, agentic systems, enterprise automation, or operational software that needs to survive production realities.
We think in terms of constraints, rollout risk, maintainability, search/discovery surfaces, and whether a system actually helps the team operating it.
Engineering methods
Review how workflow systems are shaped around operational jobs, review surfaces, and change risk.
Graph and retrieval
See how knowledge graphs, explainable retrieval, and operational memory fit into the engineering model.
AI-ready datasets
Follow the dataset side of the system: catalog design, schema discipline, citation surfaces, and discovery.
Enterprise Systems
Start here for workflow systems, delivery patterns, enterprise tooling, and the main operational cluster.
Agentic Systems
Patterns, architecture notes, and delivery guidance for developers building real agentic systems.
SAP AMS
Support workflows, run-change delivery, and SAP-heavy operational systems work.
MemoGraphOps
Unified operational workspace for incident memory, field impact review, mappings, metadata discovery, and rollout preparation.
Services
Engagements around workflow systems, AI-ready websites, internal tools, and practical automation.
Engineering Methods
How workflow systems are designed around operational jobs, review surfaces, change analysis, and reusable delivery structures.