Scientific Systems
Applied physics, sensor data, uncertainty-aware analysis, statistical comparison, and custom computational routines.
About Formless Solutions
Founder & Principal Consultant
Marcos Vieira
Formless Solutions is a systems, applied AI/ML, data, and software studio for complex decision workflows. It was created to connect rigorous analysis with practical implementation: the kind of work where data, models, software, people, and operating context need to move together.
Marcos brings a cross-disciplinary path through applied physics, computational and systems biology, scientific software, software engineering at PUC-Rio, data workflows, and LLM/RAG evaluation. The studio reflects that path: disciplined enough for measurement, flexible enough for messy real-world systems.
Origin And Evidence
Computational Biology
High-dimensional biological data, scRNA-seq context, clustering, dimensionality reduction, and model validation.
AI/ML Evaluation
LLM/RAG workflows, retrieval quality, source grounding, embedding experiments, and evaluation in HPC environments.
Software & Data Systems
Web MVPs, internal tools, automation, tests, documentation, data workflows, and handoff-ready implementation.
Operating Pattern
The company site is the studio layer. The portfolio is the proof layer. Together, they show the same operating pattern: frame the system, build the workflow, evaluate behavior, and make the result understandable enough to use.
Start with the decision workflow.
Build the smallest useful system.
Measure behavior before scaling.
Document enough for handoff.