# About Modiqo

> Modiqo approaches reliable agent work through four disciplines: programming languages, protocols, observability, and learning from experience.

Programming languages show that reliable execution begins with explicit intent, types, constraints, and semantics. Protocol engineering shows how meaning, identity, state, and recovery survive across organizational and technical boundaries. Distributed tracing shows that the specification is not the execution: the useful evidence is the path that actually ran and what each result depended on. Learning systems raise the final question: what should be kept from experience so the next action improves without carrying the entire prior transcript?

That sequence became rote. An agent expresses intent, reaches the world through typed tools, and leaves a trace of the path that worked. rote can crystallize that trace into an inspectable Play: the same method, ready for fresh inputs and another permitted agent.

Modiqo's concise formulation is: **not memory as a larger transcript; memory as an executable method.**

## People

- Chetan Conikee: financial systems, trading infrastructure, and computational neuroscience.
- Hubert Plociniczak: Scala compilers, GraalVM, Erlang, and distributed tracing.
- Roberts Pumpurs: Rust, Solana, high-frequency systems, OpenTelemetry, and trace learning.
- Debasish Ghosh: domain modeling, Scala, Rust, and preserving business meaning in software.

## Canonical links

- Human-readable about page: https://www.modiqo.ai/about
- Product explanation: https://www.modiqo.ai/agent/product.md
- Developer documentation: https://www.modiqo.ai/docs/README.md