ML ENGINEER · PHD CANDIDATE ON TESTING LLM AGENTS
cchinchilla.dev · ORCID · Scholar · LinkedIn · Substack
BACKGROUND
PhD candidate at the University of Salamanca, researching the testing of LLM-based and multi-agent systems. ML engineer in industry. Trust, but Trace covers the engineering side of that work: what survives between research papers and production systems.
PROJECTS
For evaluating and orchestrating ML systems, and the tooling around the work.
2026 |
agentanvil — contract-driven testing for LLM-based and multi-agent systems. Portable across runtimes. | In development |
2026 |
agentloom — deterministic LLM workflow orchestration. You define the execution graph; the model only fills in content. | In development |
2026 |
swiftbar-devkit — four macOS menu bar tools. No daemon, no telemetry, one config file. | Alpha |
2024 |
vocal-biomarkers-ml — reproducible ML pipeline for respiratory-disease detection from voice. | Archived |
OPEN SOURCE
Patches, primitives, and bug reports across the agent-tooling ecosystem.
2026 |
a2aproject/a2a-python — standardised async client lifecycle, JSON canonicalisation fix (RFC 8785) for cryptographic signatures. | Contributor |
2026 |
a2aproject/a2a-go — REST streaming error alignment with JSON-RPC and gRPC, executable documentation validated by go test. |
Contributor |
PUBLICATIONS
Batteries, IEEE Access, and a Springer chapter. Full record on ORCID.
2025 |
Advanced Machine Learning and Deep Learning Approaches for Estimating the Remaining Life of EV Batteries — A Review Batteries |
Paper |
2024 |
Application of Machine Learning Techniques for the Characterization and Early Diagnosis of Respiratory Diseases such as COVID-19 IEEE Access |
Paper |
2024 |
From Waste to Wealth: Circular Economy Approaches for Recycled EV Batteries in Energy Storage New Trends in Disruptive Technologies, Tech Ethics, and Artificial Intelligence |
Chapter |
2024 |
Automated Identification of Cylindrical Cells for Enhanced State of Health Assessment in Lithium-Ion Battery Reuse Batteries |
Paper |



