Applied AI · Medellín · Operating since 2024

Construimos
sistemas que piensan
sin pedir permiso.
Built systems
that think without
permission.

16 sistemas de IA corriendo en hardware propio. Tres cobrando hoy. Sin OpenAI, sin AWS, sin que tus datos salgan de tu oficina. Todo construido end-to-end desde Medellín. 16 AI systems running on our own hardware. Three paying today. No OpenAI, no AWS, no data leaving your office. All built end-to-end from Medellín.

16sistemassystems 3cobrandolive 100%local $0tokens
v6.0 · 2026

Un laboratorio de IA aplicada fundado en Medellín. An applied-AI lab founded in Medellín.

"No alquilamos inteligencia — la pasamos. Cada sistema que construimos vive en tu infraestructura." "We don't rent intelligence — we hand it over. Every system we build lives in your infrastructure."

Imaginate un laboratorio donde cada producto que construimos corre completo en hardware propio — sin pedirle permiso a OpenAI, sin pagarle a AWS por cada llamada. Así operamos. JAZ Labs es una firma de Applied AI fundada por Jaime Zuluaga a inicios de 2024 en Medellín. Operamos como solo-founder con infraestructura dedicada: 2× RTX 5070 Ti + 192GB RAM + CUDA 12.8. Imagine a lab where every product we build runs entirely on our own hardware — no asking OpenAI for permission, no paying AWS per call. That's how we operate. JAZ Labs is an Applied AI firm founded by Jaime Zuluaga in early 2024 in Medellín. We operate as a solo-founder lab with dedicated infrastructure: 2× RTX 5070 Ti + 192GB RAM + CUDA 12.8.

Lo que nos diferencia: cero dependencia de cloud externo. No usamos OpenAI, Anthropic ni Google como proveedores productivos — solo internamente para iteración rápida. Cada inferencia productiva corre en nuestros GPUs o en el JAZ Pod del cliente. ¿Resultado? Costo operativo post-deploy cercano a cero. Datos soberanos por diseño. Modelos fine-tuneados sobre tus datos, no genéricos. What sets us apart: zero external cloud dependency. We don't use OpenAI, Anthropic or Google as production providers — only internally for fast iteration. Every production inference runs on our GPUs or the client's JAZ Pod. Result? Near-zero post-deploy OpEx. Sovereign data by design. Models fine-tuned on your data, not generic.

Hoy operamos 16 sistemas activos en cuatro tiers: producción cobrando, showcase técnico, conceptos buscando capital y herramientas internas. Total: 55,000+ líneas de código en producción real, cero llamadas a APIs externas pagas, $0 en token costs recurrentes. Today we operate 16 active systems in four tiers: paying production, technical showcase, capital-seeking concepts and internal tooling. Total: 55,000+ lines of code in real production, zero paid external API calls, $0 in recurring token costs.

2024 · Q1
FundaciónFounded
Solo founder · MedellínSolo founder · Medellín
2024 · Q4
Kamila v1
Primer prototipo autónomoFirst autonomous prototype
2025 · Q1
ProducciónProduction
Primer contrato · $90KFirst contract · $90K
2025 · Q4
Forensics
Spin-up división forenseForensics division spin-up
2026 · Q2
16 sistemas16 systems
Lab consolidadoConsolidated lab
01

Sovereign by designSovereign by design

Cero APIs externas. Cero costo recurrente de tokens. Cero dependencia de cloud providers. Cada inferencia corre en infraestructura propia o del cliente — y se queda ahí.Zero external APIs. Zero recurring token cost. Zero cloud provider dependency. Every inference runs on the client's or lab's own infrastructure — and stays there.

02

End-to-end ownershipEnd-to-end ownership

Construimos el modelo (fine-tuning propio), la infraestructura, las apps, las integraciones legacy, y el contrato comercial. Sin subcontratistas, sin intermediarios, sin "nuestro partner".We build the model (custom fine-tuning), infrastructure, apps, legacy integrations, and commercial contract. No subcontractors, no middlemen, no "our partner".

03

Production-firstProduction-first

No vendemos slideware. Cada sistema del lab está corriendo en producción real, o tiene roadmap claro y entregable funcional. Si no funciona end-to-end, no se cuenta.We don't sell slideware. Every system in the lab is in real production, or has a clear roadmap with functional deliverables. If it doesn't work end-to-end, it doesn't count.

Seis tipos de sistemas que construimos. Six types of systems we build.

Cada proyecto del lab cae en una de estas seis categorías. Cada categoría tiene un patrón de problema reconocible, un stack típico y tiempos predecibles. Si tu proceso encaja, sabemos cuánto demora y cuánto cuesta. Every lab project falls in one of these six categories. Each has a recognizable problem pattern, typical stack and predictable timelines. If your process fits, we know how long it takes and what it costs.

01

Autonomous AI agentsAutonomous AI agents

"Como un empleado que nunca duerme y nunca pierde un email.""Like an employee who never sleeps and never misses an email."
Sistemas que leen, deciden y ejecutan sin tocar. Qwen 2.5 fine-tuned + FastAPI + email intake autónomo + integraciones legacy.Systems that read, decide, execute hands-off. Qwen 2.5 fine-tuned + FastAPI + autonomous email intake + legacy integrations.
Kamila · 142/dIsa
02

Forensic analysisForensic analysis

"Validar si ese SWIFT es real. Trazar BTC. Detectar honeypots.""Validate if that SWIFT is real. Trace BTC. Detect honeypots."
Análisis forense de documentos financieros, blockchain trace, identidades sintéticas. Casos HSBC, Barclays, Deutsche, BRI documentados.Forensic analysis of financial documents, blockchain trace, synthetic identities. Documented HSBC, Barclays, Deutsche, BRI cases.
JAZ ForensicsChainRecovery
03

Algorithmic tradingAlgorithmic trading

"Algoritmos que detectan el régimen y operan diferente. Sin mirar.""Algorithms detecting the regime and trading accordingly. Hands-off."
ML aplicado a Forex y DeFi. HMM para regime detection, XGBoost para signals, risk-adaptive position sizing. MT5 + Solidity.ML for Forex and DeFi. HMM regime detection, XGBoost signals, risk-adaptive position sizing. MT5 + Solidity.
AEGIS FXFORGEX
04

Digital twinsDigital twins

"Réplica virtual de tu planta donde probás cambios antes de hacerlos real.""Virtual replica of your plant — test changes before doing them for real."
Simulación industrial, P&ID interactivos, SCADA web. Canvas 2D + Three.js + Python sim engine. Para químicos, energía, manufactura.Industrial sim, interactive P&ID, web SCADA. Canvas 2D + Three.js + Python sim engine. For chemical, energy, manufacturing.
Industrial TwinChemLab
05

Vertical SaaSVertical SaaS

"Plataformas hechas para una industria — no genéricas.""Platforms made for one industry — not generic."
Multi-tenant. Integraciones legacy. AI features nativos. React + FastAPI + PostgreSQL. Logística, fintech, salud.Multi-tenant. Legacy integrations. Native AI features. React + FastAPI + PostgreSQL. Logistics, fintech, health.
BLINCAurora
06

Sovereign AI infraSovereign AI infra

"Tu propio ChatGPT corriendo en tu oficina. Sin que la info salga.""Your own ChatGPT, running in your office. Data never leaves."
LLM on-premise en hardware dedicado. Ollama + vLLM + Docker + GPU specs. Para banca, salud, gobierno. GDPR/Habeas Data by design.On-prem LLM on dedicated hardware. Ollama + vLLM + Docker + GPU specs. For banking, health, gov. GDPR/Habeas Data by design.
Sovereign PodSignBridge

16 sistemas. Tres cobrando. Trece más en lab. 16 systems. Three live. Thirteen more in lab.

Cada uno construido end-to-end. Cada uno corre en infraestructura propia. Tocá cualquier card para ver el detalle técnico, casos reales y arquitectura. Each built end-to-end. Each runs on its own infrastructure. Tap any card for technical detail, real cases and architecture.

Production

Kamila

Autonomous drayage AI.Autonomous drayage AI.
18K LOC, 94.1% LoRA quality, 142 quotes/día en Precision Logix. Contrato $90K Phase 1.18K LOC, 94.1% LoRA quality, 142 quotes/day at Precision Logix. $90K Phase 1 contract.
Production

JAZ Forensics

Análisis forense documental.Forensic document analysis.
SWIFTs, blockchain trace, contratos sospechosos. 4-24h reports. Casos HSBC/Barclays/Deutsche/BRI.SWIFTs, blockchain trace, suspicious contracts. 4-24h reports. HSBC/Barclays/Deutsche/BRI cases.
Production

AEGIS FX

Autonomous ML Forex EA.Autonomous ML Forex EA.
MT5 Expert Advisor con HMM + XGBoost. Regime detection. Ejecuta sin intervención humana.MT5 EA with HMM + XGBoost. Regime detection. Runs without human intervention.
Production

Crypto Recovery

Wallet recovery suite.Wallet recovery suite.
Recuperación forense wallets perdidas. wallet.dat, BIP-39, password hashes. Dual GPU. NDA.Forensic recovery of lost wallets. wallet.dat, BIP-39, password hashes. Dual GPU. NDA.
Showcase

Helicopter

17K HTML jugable.17K playable HTML.
Canvas 2D + WebGL bloom + raycaster DOOM-style. Single-file portfolio piece.Canvas 2D + WebGL bloom + DOOM-style raycaster. Single-file portfolio piece.
Showcase

Digital Twin

Industrial process sim.Industrial process sim.
Single-file 6 tabs · Fischer-Tropsch ~48 BPD · cliente combustibles sintéticos.Single-file 6 tabs · Fischer-Tropsch ~48 BPD · synthetic fuels client.
Showcase

JAZ ChemLab

Virtual chemistry simulator.Virtual chemistry simulator.
React + 118 elementos + viewer 2D/3D · DeepSeek R1 14B local.React + 118 elements + 2D/3D viewer · DeepSeek R1 14B local.
Showcase

BLINC

Enterprise command center.Enterprise command center.
14 endpoints, 95 métricas, TILT/Bridgeway integration. Glassmorphism premium.14 endpoints, 95 metrics, TILT/Bridgeway integration. Premium glassmorphism.
Concept

Aurora

Multi-corridor neobank.Multi-corridor neobank.
Pagos LATAM ↔ EU/USA · EUR + USD + USDC · BaaS Phase 1 + EMI Estonia Phase 2 · €1.2M seed.LATAM ↔ EU/USA payments · EUR + USD + USDC · BaaS Phase 1 + EMI Estonia Phase 2 · €1.2M seed.
Concept

FORGEX

DeFi vault + MT5 EA.DeFi vault + MT5 EA.
USDC vault Base L2 ↔ EA algorítmico. ERC-4626, HWM, circuit breaker, 7d timelock.USDC vault Base L2 ↔ algorithmic EA. ERC-4626, HWM, circuit breaker, 7d timelock.
Concept

SignBridge

Sign language translator.Sign language translator.
ASL ↔ LSC ↔ texto/voz · MediaPipe + PyTorch CNN+LSTM + React/Three.js · <500ms.ASL ↔ LSC ↔ text/voice · MediaPipe + PyTorch CNN+LSTM + React/Three.js · <500ms.
Concept

Sovereign Pod

On-prem LLM regulado.Regulated on-prem LLM.
3 tiers · RTX 5090/H200 · 24m soporte · Habeas Data/GDPR/HIPAA by design.3 tiers · RTX 5090/H200 · 24m support · Habeas Data/GDPR/HIPAA by design.
Lab

Oráculo

Email analytics · 60K+.Email analytics · 60K+.
DeepSeek R1 91% accuracy · Monte Carlo forecasting · 16 dashboards.DeepSeek R1 91% accuracy · Monte Carlo forecasting · 16 dashboards.
Lab

Predictor

Hybrid prediction engine.Hybrid prediction engine.
Elo + Poisson + Monte Carlo + Bayesian · World Cup 2026 + elecciones Colombia.Elo + Poisson + Monte Carlo + Bayesian · World Cup 2026 + Colombian elections.
Lab

Chain Forensics

Blockchain forensic suite.Blockchain forensic suite.
BTC, ETH, TRON, BSC · multi-wallet trace, mixer detection, BSC honeypots, D3.js viz.BTC, ETH, TRON, BSC · multi-wallet trace, mixer detection, BSC honeypots, D3.js viz.
Lab

Isa

Voice AI agent.Voice AI agent.
WhatsApp + XTTS v2 + Whisper + RAG ChromaDB · CPU-only · cliente clínica médica.WhatsApp + XTTS v2 + Whisper + RAG ChromaDB · CPU-only · medical clinic client.

Ocho dominios de poder técnico. Eight domains of technical power.

No listamos tecnologías que probamos una vez. Estos son los ocho dominios donde el lab opera con producto real en producción. Cada uno con stack, métricas concretas y proyectos asociados. We don't list tech we tried once. These are the eight domains where the lab operates with real product in production. Each with stack, concrete metrics and projects.

01 · AI / Machine Learning

Inteligencia fine-tunedFine-tuned intelligence

"Modelos entrenados sobre tus datos, no genéricos.""Models trained on your data, not generic."
LoRA fine-tuning · PyTorch + PEFT
Ollama local · multi-GPU, hot-swap
Qwen 2.5 · DeepSeek R1 14B
HMM + XGBoost · regime models
RAG (ChromaDB) · sobre 200+ docs
Bayesian + MC · simulation
Métrica: Metric: 94.1% LoRA quality en holdout · 4K+ samples corpus · Kamila producciónon holdout · 4K+ samples corpus · Kamila production
KamilaForensicsChemLabAEGISPredictor
02 · Backend & Systems

Sistemas que aguantanSystems that hold

"Backends async, integraciones legacy, OAuth complejos.""Async backends, legacy integrations, complex OAuth."
Python 3.11+ · FastAPI, Celery
PostgreSQL · JSONB, time-series
Microsoft Graph · OAuth refresh
IMAP/SMTP · email threading
Redis + queues · DLQ triage
Prometheus · 95+ métricas
Métrica: Metric: 18K LOC Python en producción · 18 endpoints TILT/Bridgeway integradosin production · 18 TILT/Bridgeway endpoints integrated
KamilaBLINCIsaOráculoForensics
03 · Frontend Creativo

Interfaces que impresionanInterfaces that impress

"No bootstrap templates. Diseño premium custom.""No bootstrap templates. Premium custom design."
React · SPAs complejas, hooks
Canvas 2D · 17K LOC single-file
WebGL shaders · bloom, god rays
Three.js · 3D point clouds
SVG animation · vectorial premium
3Dmol.js · molecular viewers
Métrica: Metric: 17,000 líneas single-file game con bloom + raycaster DOOM-style + heat distortionsingle-file game with bloom + DOOM-style raycaster + heat distortion
HelicopterChemLabBLINCTwinSignBridge
04 · Blockchain & Web3

Contratos que se cumplen solosContracts that self-execute

"Smart contracts producción · multi-chain forensics · wallet recovery.""Production smart contracts · multi-chain forensics · wallet recovery."
Solidity · ERC-4626 vault, escrow
Hardhat · testing + deployment
Base L2 · USDC vault on Coinbase
Multi-chain · BTC, ETH, TRON, BSC
Honeypot detection · BSC dust airdrops
D3.js network viz · wallet graphs
Métrica: Metric: ERC-4626 vault con HWM, circuit breaker, 7d timelock · 4 chains traceadas (Flash USDT, KTT)with HWM, circuit breaker, 7d timelock · 4 chains traced (Flash USDT, KTT)
FORGEXRecoveryChain ForensicsAurora
05 · Forensics & Security

Verdad verificableVerifiable truth

"Documentos, blockchain, wallets, identidades. Reportes admisibles.""Documents, blockchain, wallets, identities. Admissible reports."
OCR + pHash · doc forensics
SWIFT MT103 · MT700, validation
Hashcat · dual-GPU cracking
BIP-39 · wallet.dat recovery
Mixer detection · obfuscation trace
Synth identity · KTT scheme analysis
Métrica: Metric: HSBC · Barclays · Deutsche · BRI casos documentados · reportes 4-24h con verdict rankedcases documented · 4-24h reports with ranked verdict
JAZ ForensicsChainRecovery
06 · Industrial Simulation

Plantas antes de existirPlants before they exist

"Probar cambios en la copia digital antes de tocar la real.""Test changes on the digital copy before touching the real one."
Digital twin engines · Python sim
P&ID interactive · Canvas + state
SCADA web · real-time metrics
Fischer-Tropsch · sintéticos sim
Reactor virtual · 118 elementos
Validation engine · experimental
Métrica: Metric: ~48 BPD plant en digital twin · 6 tabs (Home/Simulate/P&ID/SCADA/Validate/Flow)in digital twin · 6 tabs (Home/Simulate/P&ID/SCADA/Validate/Flow)
Industrial TwinChemLab
07 · Algorithmic Trading

Operación sin manosHands-off execution

"Detecta el régimen del mercado y opera diferente. Sin mirar.""Detects market regime and trades accordingly. No watching."
MQL5 + MT5 · Expert Advisor
HMM · regime detection
XGBoost · entry signals
Risk-adaptive · position sizing
DeFi vault bridge · USDC↔FX
Multi-strategy · ensemble logic
Métrica: Metric: EURUSD autónomo cerrado ayer +1.2% · regime: trending detectadoclosed yesterday +1.2% · regime: trending detected
AEGIS FXFORGEX
08 · Voice & Communications

Voz que respondeVoice that responds

"Conversaciones con memoria. WhatsApp, voz, agentes de servicio.""Conversations with memory. WhatsApp, voice, service agents."
WhatsApp Business · webhook integration
XTTS v2 · voice synthesis
Whisper · speech-to-text
RAG ChromaDB · memoria persistente
CPU-only deploy · sin GPU dependency
Session activation · keyword + farewell
Métrica: Metric: RAG sobre 200+ docs · CPU-only deployment · cliente clínica médica en producción· CPU-only deployment · medical clinic client in production
Isa

¿No ves tu necesidad? Tenemos +30 capacidades más. Don't see your need? We have +30 more capabilities. Pregúntame.Ask me.

De diagnóstico a operación. From diagnosis to operation.

Sin estimaciones vagas. Cada stage tiene entregable concreto, tiempo predecible y costo definido. Pagás solo cuando se cumple. No vague estimates. Each stage has concrete deliverables, predictable time and defined cost. You pay only when delivered.

01

Diagnose

"Llamada para entender el problema.""Call to understand the problem."
Mapeamos tu proceso actual, validamos viabilidad técnica y proponemos arquitectura inicial.We map your current process, validate technical viability and propose initial architecture.
Ejemplo Kamila: Kamila example: 1 call · mapeamos flow email→TMS · identificamos 4 bottlenecks1 call · mapped email→TMS flow · identified 4 bottlenecks
60 min$0
02

Pilot

"Algo funcionando con tus datos.""Something working with your data."
Construimos versión funcional. Demo en vivo, primeras métricas de calidad, validación técnica.We build a working version. Live demo, first quality metrics, technical validation.
Ejemplo Kamila: Kamila example: 4 wk · fine-tune sobre 4K RFQs · demo procesando 50 emails4 wk · fine-tune on 4K RFQs · demo processing 50 emails
2-6 wk$5-15K
03

Production

"Sistema en producción real.""System in real production."
Deploy on-prem o JAZ Pod. Integraciones legacy, SLA, monitoring, training equipo.On-prem deploy or JAZ Pod. Legacy integrations, SLA, monitoring, team training.
Ejemplo Kamila: Kamila example: 6 wk · TILT 18 endpoints · on-prem · 90d warranty6 wk · TILT 18 endpoints · on-prem · 90d warranty
4-8 wk$30-90K
04

Operate

"Lo mantenemos vivo.""We keep it alive."
Soporte continuo, fine-tuning incremental, mejoras, expansión adyacente.Continuous support, incremental fine-tuning, improvements, adjacent expansion.
Ejemplo Kamila: Kamila example: monitoring 24/7 · fine-tune mensual · multi-stop expansion24/7 monitoring · monthly fine-tune · multi-stop expansion
ongoing$1-5K/mo

Lo que el lab ha generado. What the lab has generated.

Sistemas activosActive systems
0
4 tiers · 6 categorías · todos documentados4 tiers · 6 categories · all documented
Líneas de códigoLines of code
0
38K Python + 17K HTML/JS · production-grade38K Python + 17K HTML/JS · production-grade
Inferencia localLocal inference
0
Sovereign · on-prem GPUs · zero external APISovereign · on-prem GPUs · zero external API
Costo de tokensToken cost
$0
Cero dependencia OpenAI / Anthropic / GoogleZero dependency OpenAI / Anthropic / Google

El lab está operando ahora. The lab is operating now.

No es slideware. Estas son las actividades recientes — deploys, quotes generados, reportes entregados, trades cerrados, pitches enviados. Not slideware. Recent activities — deploys, quotes generated, reports delivered, trades closed, pitches sent.

● LAB ACTIVE Último deploy 2hLast deploy 2h ago 16/16 systems online 06.24°N · Medellín
2h atrásago
Kamila · pipeline procesó 142 quotes hoy · LoRA quality 96.3%· pipeline processed 142 quotes today · LoRA quality 96.3%
Live
5h atrásago
JAZ Forensics · reporte entregado · BRI SWIFT validado como falsificación· report delivered · BRI SWIFT validated as forgery
Done
1d atrásago
AEGIS FX · trade autónomo cerrado · EURUSD +1.2% · regime: trending· autonomous trade closed · EURUSD +1.2% · regime: trending
Live
2d atrásago
Crypto Recovery · wallet desbloqueada · BIP-39 14/24 palabras recuperadas· wallet unlocked · BIP-39 14/24 words recovered
Done
3d atrásago
Aurora · pitch deck v3.2 enviado · call con angel agendada· pitch deck v3.2 sent · angel call scheduled
Seed
5d atrásago
Sovereign Pod · spec v2 publicado · 3 tiers de hardware definidos· spec v2 published · 3 hardware tiers defined
Done

Construimos IA
que no necesita
pedirle permiso
a nadie.
We build AI
that doesn't need
permission
from anyone.

Sin dependencia de cloud externo. Sin tokens recurrentes. Sin que tus datos salgan de tu oficina. Sin un proveedor que cambie sus términos. La IA que construimos vive en tu infraestructura — y se queda ahí. No external cloud dependency. No recurring tokens. No data leaving your office. No vendor changing terms overnight. The AI we build lives in your infrastructure — and stays there.

JAZ-001 2026 06.24°N 75.57°W

Jaime Zuluaga

Solo founder · Applied AI engineer
Cada sistema acá lo construí end-to-end — desde el fine-tuning hasta la infraestructura on-prem y el contrato. Every system here I built end-to-end — from fine-tuning to on-prem infrastructure to the contract.

No vendo proyectos: construyo productos, los pongo a operar, y me quedo cuando hay valor real. Si necesitás algo parecido para tu operación, hablemos sin intermediarios. La primera llamada es de 30 minutos, costo cero, y termina con una decisión: vamos o no vamos. I don't sell projects: I build products, put them in operation, and stick around when there's real value. If you need something similar, let's talk — no middlemen. First call is 30 minutes, zero cost, and ends with a decision: go or no go.

Hablemos de tu proceso.Let's talk about your process.

Proceso manual repetitivo, datos no estructurados, o IA en infraestructura soberana — empezamos con una llamada de 30 minutos. Cero compromiso, cero costo.Repetitive manual process, unstructured data, or AI on sovereign infrastructure — we start with a 30-minute call. Zero commitment, zero cost.