Engineering | ReshapeX

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# Engineering

How we build the knowledge grounding layer and the tool harness behind it: architecture notes from the team.

## Engineering

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![Knowledge Construction System](/_next/image?url=%2Fimages%2Fblog%2Fknowledge-construction-system%2F00-hero-graph.png&w=3840&q=75&dpl=dpl_EBs27zLw785HtjzSLHq7GjW1NzTZ)

EngineeringOctober 23, 202621 min read

### Knowledge Construction System

Agents re-derived product relationships on every query, so answers drifted. Here is how we build a durable, audited brand graph once instead.

Juan P. Mejia, Mateo Builes, Oscar Navarrete, Jhon Pinto, Samuel Castaño, Alejandro Feria, Carlos Vanegas







](/en/engineering/knowledge-construction-system)

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![Harness is the Architecture: How We Rebuilt Industrial AI Agents from the Ground Up](/_next/image?url=%2Fimages%2Fblog%2Fmanifesto-harness%2F01-langflow-era.png&w=3840&q=75&dpl=dpl_EBs27zLw785HtjzSLHq7GjW1NzTZ)

EngineeringJune 25, 202627 min read

### Harness is the Architecture: How We Rebuilt Industrial AI Agents from the Ground Up

Industrial AI agents fail not because the models are weak but because the architecture (the harness) around them is. Here is how we rebuilt that harness.

Juan P. Mejia, Mateo Builes, Oscar Navarrete, Jhon Pinto, Samuel Castaño, Carlos Vanegas







](/en/engineering/harness-is-the-architecture)

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