Don’t ask an LLM to draw BPMN. Ask it for a process model.
A practical architecture for turning uncertain source material into validated process semantics, human questions, and deterministic BPMN.
- ai
- bpmn
- engineering
Build the world before you test the agent
How simulated worlds turn plausible agent behavior into reproducible bugs, and what one structured-decision lab found: 55 failures that action-only grading missed.
- ai
- agents
- testing
I benchmarked MCP vs CLI-first agents. The winner depends on your client.
Across 95 real LLM sessions, replacing MCP tools with a generated CLI saves ~31% of tokens on clients without progressive tool disclosure — and loses where disclosure is built in.
- mcp
- llm
- agents
- benchmarks