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 23, 2026

Superpowers vs GStack: Which AI Coding Skill Pack Actually Works?

Two skill packs dominate Claude Code right now—Superpowers (106K stars) enforces TDD-first workflows, GStack (39K stars) gives you a virtual dev team. We break down which approach actually improves code quality.

Sebastian Mondragon

Mar 20, 2026

LazyGraphRAG: 700x Cheaper GraphRAG That Actually Works

Microsoft's LazyGraphRAG cuts GraphRAG query costs by 700x and indexing costs by 99.9% by deferring LLM calls to query time. Here's how it works and when to use it.

Sebastian Mondragon

Mar 19, 2026

NVIDIA NemoClaw Explained: OpenClaw Gets Enterprise Security (GTC 2026)

NVIDIA's NemoClaw adds kernel-level sandboxing, out-of-process policy enforcement, and privacy-aware model routing to OpenClaw. Here's how OpenShell actually works and whether it solves the security crisis.

Sebastian Mondragon

Mar 18, 2026

Karpathy's autoresearch: 100 ML Experiments While You Sleep

Karpathy's 630-line script runs ~12 ML experiments/hour autonomously—89 overnight, 15 kept, zero crashes. Here's how the loop works and when it breaks down.

Sebastian Mondragon

Mar 17, 2026

AGENTS.md Explained: The File That Makes AI Coding Agents Useful

AI coding agents ignore your project conventions because they can't read your mind. AGENTS.md fixes that—one Markdown file that 25+ tools read natively. Here's what to put in it and why it works.

Sebastian Mondragon

Mar 16, 2026

OpenClaw Hit 250K GitHub Stars — Then 20% of Its Skills Were Found Malicious

OpenClaw became the most-starred GitHub repo in 60 days—then CVE-2026-25253 exposed 17,500+ instances and Bitdefender found 824+ malicious skills. Here's what went wrong and how to defend against it.

Sebastian Mondragon

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