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AI Lab

No marketing spin: a real look at what I build — neural networks, autonomous agent ecosystems, and the environment where architecture is born.

Recordings of real systems running. Audio is not required to understand the content.
Systems in operation

Product and lab screenshots

Real screens: Nova OS (orchestration, RAG, cost, health), MWS operational CRM (SECOP/scraper funnel, lead detail, finance) and MWS AI (WordPress/WooCommerce sales agent).

MWS CRM — lead funnelOpen full size
FunnelSECOPScraper/AI

MWS CRM — lead funnel

Funnel view with KPIs (active, estimated budget, SECOP, scraper/AI), filters by status/temperature/source/territory and an operational leads table.

MWS CRM — lead detailOpen full size
LeadConversionOps

MWS CRM — lead detail

Lead record with temperature, probability, source, territory and requested service; actions to return to the funnel or convert to client.

MWS CRM — operational financeOpen full size
FinanceDjango AdminCOP

MWS CRM — operational finance

Income, expense, balance and margin dashboard in COP with prior-period comparison and daily cash flow. The same admin opens the CRM funnel.

MWS AI — WooCommerce sales agentOpen full size
MWS AIWooCommerceRAG

MWS AI — WooCommerce sales agent

Product landing: AI Sales Assistant widget with RAG over live inventory. Answers stock/sizes, shows a product card, and runs 24/7 with a <2s response target.

MWS AI — agencies and custom agentsOpen full size
AgenciesDistributorsProduct

MWS AI — agencies and custom agents

Channel for agencies/distributors (volume licenses) and a bridge to custom AI agents from Medellín Web Soluciones when scope goes beyond the WordPress plugin.

MWS AI — chat widget shellOpen full size
WP pluginWidgetUX

MWS AI — chat widget shell

Embeddable chat shell from the plugin: brand header, message thread and agent bubbles ready to connect to the MWS AI SaaS.

Engine — live orchestrationOpen full size
CrewAIFastAPI3D graph

Engine — live orchestration

Nova agency graph: 5 areas, 29 roles and 35 nodes. Real-time execution timeline on the left, crew directory on the right, where every node is a specialist with its own configuration.

Versioned architecturesOpen full size
DocumentationVersioningTopologies

Versioned architectures

13 system topologies documented inside the product itself and versioned in git: runtime, integrations, data and UI. Architecture is read where the system is operated, not in a separate PDF.

Per-provider cost and usageOpen full size
FinOpsMulti-providerObservability

Per-provider cost and usage

12.2M tokens and 296 crew calls at an estimated USD 29.90. A 14-provider cascade mixing free tiers and local Ollama, with share and trend per model to decide where each task runs.

RAG and learning consoleOpen full size
RAGEmbeddingsFine-tune

RAG and learning console

2,749 chunks indexed in the nova_knowledge collection, 6 domain packs and 159 first-party documents. RAG validation, per-category breakdown and knowledge map before moving to fine-tuning.

Subsystem HUDOpen full size
ObservabilityVoiceSystem health

Subsystem HUD

Eleven monitored subsystems with status and active model: LLM, STT/TTS, vision, YOLO, toolkits and automations. The capture shows 10/11 online and one down — the panel exists to surface that, not to hide it.

Mapped profile catalogOpen full size
Open source catalogRole mappingGraph

Mapped profile catalog

202 agent profiles from MIT-licensed open source catalogs, grouped into 17 areas and mapped onto Nova's role model. Browsable as a graph to decide which specialist handles each task.

Neural netsDeep LearningVisualization

Neural networks in action

Visualization of neural network behavior: nodes, connections and propagation that power production models.

  • Information flow across layers.
  • Conceptual base of models orchestrated in production.
AI agentsCrewAINova

AI agents executing

Autonomous agents running tasks in real time: each takes a role and collaborates on the flow.

OrchestrationMulti-agentMCP

A network of agents collaborating

Topology of an agent network: communication, work split and convergence to a useful result.

NovaFastAPI3D graph

Nova — visual panel

Nova's operational architecture: CEO, divisions and 29 specialists as a system—not a demo.

LegalTechFastAPIStreamlit

LEXIA — legal OS

LEXIA operational surface: API + OS + analytics for AI-assisted legal work.

CommerceHITLWooCommerce

Omnichannel — HITL panel

Operator panel for opportunity radar, scoring and approval before Woo publish.

EnvironmentEngineeringBackstage

Development environment

The real environment where we design, build and test: the workshop behind every solution.

ProcessTimelapseBuild

Development timelapse

The build process condensed: from the first line to a running system.