Neuromorphic symptom routing (LIF spikes / CfC) for early depression detection on social media. Replaces collapse-prone top-K routing with per-user, per-symptom gating anchored to BDI-II — interpretability and accuracy above the RNN ceiling (F1 .617 on eRisk 2022).

_{PyTorch ⋅ SNN/LIF ⋅ CfC ⋅ BERT-tiny}

Private · under review (EMNLP)

A neuromorphic topic model for time-resolved theme evolution and clinical grounding in early-risk text collections. Brings spiking dynamics to temporal topic modeling so themes emerge — and fade — over a user's timeline.

_{PyTorch ⋅ Spiking NN ⋅ Topic Modeling ⋅ Temporal}

Private · under review (ACL)

Pipeline-and-filter framework with hash-based caching for reproducible, modular ML experiments. Compute once, reuse everywhere — across runs and across teams. Published in SoftwareX (2026).

_{Python ⋅ Caching ⋅ Reproducibility}

Website → ⋅ Paper →

The next step beyond LabChain: a computational-graph runtime in Rust (+ PyO3) for research pipelines and agent orchestration. Bayesian/PBT studies, distributed workers, MCP server. You think it, Soma somatizes it.

_{Rust ⋅ PyO3 ⋅ Distributed ⋅ MCP}

Private · in development

An exploratory temporal vector database in Rust that treats time as a native geometric dimension of embedding space — storing vectors as trajectories, not snapshots (velocity, drift, causal retrieval).

_{Rust ⋅ crates.io ⋅ PyPI ⋅ HNSW}

Docs → ⋅ early research prototype

From CHATTY (a tool to build & evaluate customizable LLM assistants) to Chatty the Lab: multi-model comparison and a visual Agent Studio with parallel graph execution, on a Rust + SvelteKit stack.

_{SvelteKit ⋅ Rust (Axum) ⋅ pgvector}

CHATTY website → ⋅ Lab: private

A decentralized (P2P) social network that runs as a node on your own device — no ads, no manipulative algorithm, local-first and ephemeral by default. Semantic discovery computed on-device. Made in Galicia 🌿.

_{Rust ⋅ libp2p ⋅ Tauri 2 ⋅ Svelte 5 ⋅ WebRTC}

Private · alpha

The showcase for Galician university talent — a platform where students from USC, UDC and UVigo publish their apps, games and inventions, find testers and attract partners, collaborators and investors.

_{SvelteKit ⋅ Supabase ⋅ Cloudflare ⋅ Rust}

Private · in development