Wanx AI is a research lab that ships: enterprise software, model training & fine-tuning, data pipelines and agentic automation — plus hands-on AI staff training so the tools we build don't sit unused.
From production ML systems to getting a non-technical staff comfortable using AI day to day.
Production backends, data platforms and internal tools built to your workflow, not a template — designed to be maintained after we leave.
Fine-tuning, evaluation harnesses and deployment for models that need to work on your data, not a benchmark.
Multi-agent systems and validation pipelines that process data reliably at scale — the unglamorous infrastructure that makes AI usable.
Practical, role-specific training that gets a team using AI tools in their actual daily work — not a generic slide deck.
Multi-agent reinforcement learning research and production agentic tooling — a look at how we approach hard problems.

An agentic, petabyte-scale media engine — a supervisor agent coordinates dedicated ffmpeg, search and data agents, each backed by its own LLM, to process media at scale from a single CLI.

Teams of agents learn coordinated play from scratch via self-play — passing, positioning and marking emerge without being hand-coded.

Agents trained under imperfect information and a large combinatorial action space — a harder coordination and inference problem than most game environments.
From auto-service SACCOs to NGOs to AI companies — same two things every time: working software, and a team that can use it.




































Tell us what you're working with — we'll tell you honestly whether AI is the right tool for it.
Get in touch