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AI products & agents
Useful AI starts with product judgment. We shape the interaction, model behavior, evaluation loop, and safeguards as one coherent product.
- Agent systems
- LLM applications
- Evals
- Human-in-the-loop
Independent software studio · Brazil
MOSMN designs and builds applied AI products, intelligent agents, and the infrastructure that makes them dependable in the real world.
Capabilities
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Useful AI starts with product judgment. We shape the interaction, model behavior, evaluation loop, and safeguards as one coherent product.
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APIs, data pipelines, and cloud infrastructure designed for the less glamorous realities: latency, cost, security, and change.
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Turn an ambiguous opportunity into a testable plan: what to build, where the risk lives, and what evidence should earn the next investment.
Best fit
Ambitious teams with a consequential technical question: a product to prove, a system to untangle, or an AI capability that needs to work beyond the demo.
Working model
You work directly with Leonardo—the person shaping the approach and writing the code. Fewer layers make room for faster decisions, honest tradeoffs, and software that reflects what your business actually needs.
Find the real constraint, define success, and cut the problem to a useful first move.
Work in visible increments, test assumptions early, and keep decision-makers close to the software.
Ship with the architecture, operating context, and documentation your team needs to own what comes next.
Start a conversation
Share the problem, the context, and where you feel stuck. A rough note is enough to begin.