# projects

All Projects

A comprehensive view of everything I'm building at SouthWest AI Labs.

# projects

Building distributed systems

From mining and industrial telemetry systems to AI cognitive memory cores — every project closes the loop with simulations and LLM-assisted iteration.

// 01. Deep Tech Cores & Open Source Ecosystem

Xavier

★ PROYECTO ESTRELLA 2025 - Present Active // SouthWest AI Labs

AI Cognitive Memory Core

Persistent local cognitive memory core for AI agents built in Rust. Containerized Docker microservice providing vector storage, HNSW semantic search index, and unified knowledge graphs.

RustDockerSQLite-vecpgvector +3

Architecture & Technical Decisions

Native Rust engine with SQLite-vec and pgvector. Cosine similarity vector search with local embeddings without external cloud dependency. High-speed REST and RPC APIs.

Full Tech Stack

RustDockerSQLite-vecpgvectorHNSWSurrealDBREST API

Performance Metrics & Outcomes

Search latency <10ms on local indices
Zero cloud lock-in: 100% on-device
Unified integration with Hermes and Gestalt

Timeline & Key Milestones

2025 Q4

Architectural design and vector persistence layer in Rust

2026 Q1

Release v0.1 - CRUD operations, local embeddings, and REST endpoints

2026 Q2

v0.6.0-beta - HNSW indices, Dockerization, and episodic memory

2026 Q3

Roadmap: Semantic graph integration and context routing

GitCore

2026 - Present Active // SouthWest AI Labs

Autonomous Multi-Agent Git/GitHub Orchestrator

Operational harness and deterministic orchestrator for autonomous coding agents (Jules, Claude Code, OpenCode). Automates issue creation with formal specs, micro-fragmentation batches of up to 15 parallel tasks, and collision-free PR validation.

RustAgent OrchestrationGit/GitHub APIJules Waves +2

Gestalt

2025 - Present Active // SouthWest AI Labs

Multi-Agent Swarm Orchestrator CLI

Autonomous swarm orchestrator and multi-role agent CLI routing in Rust. Uses SurrealDB for state persistence, role-based task routing, and custom inter-agent communication protocols.

RustSurrealDBTokio AsyncCLI Tools +1

Photon-Core

2025 - 2026 Active // University Research & SWAL Lab Roadmap

5D Optical Memory Simulation (PoC) & Academic Research

Authored university research and intellectual property serving as scientific foundation and roadmap for SouthWest AI Labs to experiment with future ultra-dense volumetric storage capabilities. Proof of concept (PoC) and simulation software in Rust modeling optical physics of femtosecond laser pulses in fused silica, Reed-Solomon ECC, birefringence, and 3D crosstalk mitigation.

RustPhysics SimReed-Solomon ECCSteganography +2

edge-mesh

2025 - Present Beta // SouthWest AI Labs

P2P Mesh Network with CRDT & Post-Quantum Crypto

Peer-to-peer (P2P) communication network library featuring Conflict-free Replicated Data Types (CRDTs) and post-quantum cryptographic identity based on ML-DSA-65.

RustTypeScriptCRDTP2P Mesh +2

OrionHealth

2025 - 2026 Active // HealthTech

Offline-First Health Ecosystem

100% offline-first personal health tracking and clinical metrics app. Encrypted local SQLite storage, background synchronization engine, and interactive analytical dashboard.

FlutterDartSQLite / SQLCipherOffline-First +1

WorldExams (SaberParaTodos)

2025 - Present Active // EdTech & Open Source saberparatodos.space

Offline-First Standardized Exam Preparation Platform

High-performance standardized examination platform (ICFES Saber 11 / Saber Pro) built with Astro, Svelte, and Cloudflare Workers. Features offline-first exam simulators, instant scoring analytics, and localized country runtime modules.

Astro 6Svelte 5TypeScriptTailwind CSS +2

Shelf

2025 - Present Active // Retail & Edge Computing estante-inventario.vercel.app

Decentralized P2P POS & Inventory with Post-Quantum Crypto

Offline-first, peer-to-peer point of sale (POS) and inventory management platform. Combines WebRTC mesh synchronization, CRDT conflict resolution (Yjs), and NIST post-quantum cryptography (ML-KEM-768 & ML-DSA-65).

React 19TypeScriptYjsCRDT +3

GOS (Gastronomic Open Standard)

2025 - Present Active // Open Standard & FoodTech

Gastronomic Open Standard & Culinary Knowledge Platform

Open standard and offline-first PWA ecosystem for structured culinary knowledge, standardized recipe schemas, and culinary exploration with integrated design system.

AstroJSON SchemaFlutter PWAOffline-First +1
// 02. Production Work & Work Experience (10+ Yrs)

Tripro SPA (Chile)

2025 - 2026 Production // Industrial Electrical Services & Mining www.tripro.cl

Industrial IoT, Mining Telemetry & Real-Time Dashboards

Software development and monitoring platforms connecting heavy mining machinery sensors to real-time web dashboards. Building plant-to-cloud data ingestion channels for predictive analytics and web app development with payment gateways.

PostgreSQLNext.jsReactAstro +5

Restrepo y Londoño / Smartax

2021 - 2025 Production // Tax & Legal Advisory Firm smartax.com.co

API Data Consumption, Google Play Validation & WordPress Architecture

API integration for data consumption with WordPress CMS and technical preparation of the mobile app to comply with current Google Play Store validation standards and directives for successful publishing. Architecture and development of proprietary PHP plugins for corporate tools.

REST APIsGoogle Play ConsoleAndroid SDK CompliancePHP +3

Siesa Ecommerce (E-Solutions)

2019 - 2020 Production // E-Solutions / Siesa

Enterprise B2B/B2C E-Commerce & Cloud Infrastructure

Development of scalable features for enterprise B2B and B2C e-commerce platforms. Built a custom logistics calendar module from scratch for dispatch scheduling and Linux server infrastructure management (CentOS 7).

PHP (Yii2)AngularLinux (CentOS 7)LAMP Stack +3

LogicalSoft

2015 - 2019 Production // ERP, Signage & Retail Analytics

SIIP Mobile Android App, Retail Analytics & Electron Desktop

Full development of SIIP Mobile hybrid app published on Play Store with over 15 operational views (inventory, logistics, and QR access). Built PHP/MySQL RIA web apps for shopping mall evaluation and Electron desktop app with offline support.

PHPJavaScriptMySQLReactJS +4

Los Tres Editores SAS

2013 - 2015 Production // Large-Scale Publishing & Printing

PostgreSQL Procedures, Java EE Architecture & Debian Servers

Advanced server-side database programming using stored procedures, functions, and triggers in PostgreSQL. Java EE component development with iReport, dynamic PDF report modules in PHP (FPDF), and Debian Linux server maintenance.

PostgreSQL (Triggers/Functions)Java EEPHP (FPDF)Moodle +2