ROBERTO PIZARRO DÍAZ / R4LOGIC

Computational research and software engineering

R4Logic combines computational research and software engineering. The CtMGAM preprint documents published molecular research; COX-2 and biodiversity remain active areas of investigation. Solquira uses environmental data and AI to explore dryland conditions.

PROFILES AND PUBLICATIONSGitHub ↗Codeberg ↗ORCID ↗

RESEARCH CONTINUUM

From CtMGAM to COX-2 and Chilean biodiversity

A ChemRxiv preprint documents the CtMGAM findings. The research programme continues with COX-2 and biodiversity analysis using public data.

01PUBLISHED PREPRINT

CtMGAM

Chilean papaya bioprospecting

The study evaluates molecular docking against human CtMGAM using acarbose as a reference. Near-native poses appeared among the top three results in both crystallographic copies, but consistent first-rank selection occurred in only one. The compound panel inspired by Vasconcellea pubescens remains unranked.

Human CtMGAM · natural products · molecular docking

02IN DEVELOPMENT

COX-2

Extending the molecular investigation

The COX-2 research line examines how public data and computational methods can support comparisons under explicit evaluation criteria. The analysis is ongoing; no consolidated results are presented yet.

COX-2 · molecular modelling · workflow transfer

03IN DEVELOPMENT

Chilean Biodiversity

Underrepresented biodiversity in Chile

Mycetozoa Chile studies the diversity, distribution and evolutionary relationships of slime moulds using public occurrence records and sequence data. These organisms belong to Amoebozoa. The work seeks to identify gaps in the available biodiversity records.

Mycetozoa · public sequences · biodiversity informatics

RESEARCH INFRASTRUCTURE

R4Forge / Anvil

Explore infrastructure →

Anvil is a scientific-agent prototype under development within R4Forge. Its planned workflow combines input validation, tool execution and result evaluation with reproducible outputs. Molecular research provides an initial use case for testing this infrastructure.

SELECTED SYSTEMS

Applied software for practical, domain-specific problems

Solquira has a public demo; other projects are described according to their current stage of development.

PUBLIC DEMO · NEBIUS × NVIDIA HACKATHON 2026DRYLANDS · GEOSPATIAL · AI

Solquira

PROBLEM
Dryland communities need understandable environmental context and clear distinctions between forecasts, observed information and reference scenarios.
IMPLEMENTATION
A geospatial workspace with weather context, scenario comparisons and explainable field guidance, with optional NVIDIA Nemotron through Nebius Token Factory.
  1. 01TERRITORIAL CONTEXT
  2. 02REFERENCE SCENARIOS
  3. 03EXPLAINABLE GUIDANCE

Reference scenarios are not verified measurements of a specific field.

STACK React · TypeScript · Python / FastAPI
ACTIVE DEVELOPMENT // MINING CONTEXTPROTOTYPE

MinerCheck / MinerScan

PROBLEM
Operational, territorial, and regulatory information is fragmented across sources and workflows.
IMPLEMENTATION
A public MinerScan interface and a MinerCheck workflow under development for contextual operational queries.
CONCEPTUAL GIS SIGNAL MAP
STACK Go · PostgreSQL · GIS · WebSockets

RESEARCH & ENGINEERING CAPABILITIES

Engineering capabilities across software and research

Tools used across development, scientific computing, AI workflows, evaluation and reproducible results.

01

Scientific Computing

Computational experiments and molecular workflows

  • Python 3.12
  • RDKit
  • AutoDock Vina
02

AI Agents & Tool Use

Scientific workflows that combine models and executable tools

  • Agentic Workflows
  • Tool Orchestration
  • Structured Outputs
03

Research Data & Retrieval

Public data, retrieval and structured research context

  • PostgreSQL
  • pgvector
  • Hybrid RAG
04

Software Engineering & Delivery

Infrastructure and interfaces built when research requires them

  • FastAPI
  • TypeScript
  • Astro / React

OPEN SOURCE / CONTRIBUTIONS

Engineering work beyond my own repositories.

A documented case of upstream issue reporting, native Windows verification and collaborative review in an open-source project for AI coding agents.

CONTRIBUTION RECORD · 2026Codebase Memory MCP

Upstream issue · independent retest · reviewed fix

A reproducible Windows startup issue

Reported an unwanted Spanish-language path diagnostic on stderr during an otherwise successful MCP stdio handshake. The report includes a minimal JSON-RPC reproduction and an isolated cache directory.

The maintainer incorporated the suggested test fix into the pull-request branch in October 2026. Check GitHub for its current review and merge status.

PROFILE / R4LOGIC

Research and software engineering in tangible projects

The projects combine computational research and full-stack development, from organising data and designing models to APIs, interfaces and deployment.

Molecular and biodiversity research sits alongside applications in agriculture, legal information and territorial analysis. Each project is presented with its development status and available evidence.