AI Engineering Studio

AI Is a Tool, Not Magic.We Build It That Way.

Our Services

At Particula Tech, we build AI systems that work in production. Custom models, intelligent automation, and systems that improve as they learn from your data.

Most AI projects fail because teams treat them like normal software. We know the difference.

AI Development

We build custom models that learn from your data, not generic APIs wrapped in promises. Systems that handle edge cases, adapt to your domain, and actually ship to production.

AI Research

We implement techniques from recent papers, design novel architectures for problems that don't have off-the-shelf solutions, and validate approaches before you commit resources.

AI Consulting

We tell you what will work, what won't, and why. No vendor lock-in recommendations. No selling you AI for problems that don't need it.

Our Philosophy

AI isn't magic. It's engineering. We build it that way.

Engineering Over Hype

Most AI fails because teams treat it like magic. We treat it like what it is—software that needs architecture, testing, and maintenance.

Honest About Limits

Sometimes the answer is "don't use AI for this." We only build where AI genuinely solves the problem better than alternatives.

Ships and Stays Shipped

We don't do proof-of-concepts that gather dust. When we build something, it handles real traffic and real edge cases.

Selected Work

A showcase of our technology solutions and digital transformations that demonstrate our expertise in creating innovative, future-ready systems.

AI & Data Infrastructure

Intelligent Data Platform with Multi-RAG Architecture

Enterprise data hub with CAG, RAG, and GraphRAG - 14 sources unified, 2.4M daily records, 85% faster reporting.

AI Infrastructure & Cloud Migration

Medical AI Infrastructure Migration

Cloud-to-on-premise migration for Swiss healthcare AI processing 200K monthly scans, reducing costs 95%.

AI & Machine Learning

AI-Powered Quality Control for Manufacturing

Automated quality inspection and predictive maintenance system that transformed production operations.

AI Consulting & Analytics

Face Recognition & Predictive Analytics for Construction

Multi-stage AI system eliminating attendance fraud and enabling predictive project management.

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Latest Insights

Explore our latest thoughts on AI, technology, and building systems that scale. Practical insights from real-world experience.

Mar 12, 2026

When AI Agents Delete Production: Lessons from Amazon's Kiro Incident

Amazon's Kiro AI deleted a production environment and caused a 13-hour AWS outage. We break down the defense-in-depth architecture that prevents autonomous agents from going nuclear.

Sebastian Mondragon

Mar 11, 2026

Agent Washing: Why 95% of 'AI Agents' Are Just Expensive Chatbots

Only 130 of thousands of 'agentic AI' vendors deliver genuine autonomy. Here's a 5-question framework to spot agent washing before it drains your budget.

Sebastian Mondragon

Mar 10, 2026

Context Engineering Is Replacing Prompt Engineering in 2026

A 9,649-experiment study confirms context design outweighs prompt optimization by 21 percentage points. Here's what production AI teams should build instead.

Sebastian Mondragon

Mar 9, 2026

Lovable vs Bolt.new vs v0: Best AI App Builder in 2026

We built the same MVP on all three platforms. Lovable ships full-stack fastest, Bolt.new gives developers the most control, and v0 produces the cleanest React code. Here's exactly when to use each.

Sebastian Mondragon

Mar 6, 2026

DeepSeek V4 and Qwen 3.5: Open-Source AI Is Rewriting the Rules in 2026

DeepSeek and Qwen now hold 15% of the global AI market—up from 1% a year ago. Here's what V4 and 3.5 actually deliver, what they cost, and when they beat proprietary models.

Sebastian Mondragon

Mar 5, 2026

LangGraph vs CrewAI vs OpenAI Agents SDK: Choosing Your Agent Framework in 2026

We've shipped agents on all three major frameworks. Here's how LangGraph, CrewAI, and OpenAI Agents SDK actually compare on architecture, production readiness, and MCP support in 2026.

Sebastian Mondragon

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