Blog
Field notes from the lab.
Playbooks, architecture decisions and honest lessons from the AI, automation and product work we ship every week.
Latest writing
8 articles, newest first.
Beyond Chatbots: Building Agentic Workflows That Actually Ship
Autonomous agents are having a moment — but shipping one to production still humbles most teams. Here's the architecture we now use by default at Genyx Labs.
- AI Engineering
GPT-5 in Production: What a Year of Reasoning Models Taught Us
GPT-5 shipped last August and quietly reshaped how we build. A year in, here are the patterns, cost traps and prompt habits that survived contact with real customers.
May 12, 20267 minRead - AI Engineering
The RAG Playbook: Retrieval Patterns That Survive Real Data
Every RAG demo works. Almost none of them survive contact with a messy 40GB SharePoint. Here's the retrieval stack we now ship by default.
March 4, 20269 minRead - Startups
Building With Founders: Why Genyx Labs Is a Startup's Unfair Advantage
Every good product started as a scary conversation on a whiteboard. If you're a founder with an idea, we'd like to be the second voice in that room.
January 20, 20266 minRead - AI Engineering
Small Models, Big Wins: Fine-Tuning Open Weights for the Enterprise
Llama 3.3 and Mistral Large 2 are quietly winning inside enterprises. Here's when — and how — we swap a frontier API for an 8B model you own.
October 15, 20257 minRead - AI Engineering
Voice-First AI: Building Real-Time Assistants That Feel Human
Real-time voice APIs finally cleared the uncanny-valley bar this year. Here's what we've learned building production voice agents for support and sales teams.
June 22, 20256 minRead - Automation
From PoC to Production: Our 2025 Automation Stack
Automation projects fail in the space between a working proof of concept and a system on-call at 3am. Here's the stack and the operating model we use to bridge it.
February 10, 20257 minRead - Company
We Are Now Genyx Labs — A New Chapter for a Twelve-Year-Old Team
After more than a decade of building software as Genyx Infotech, we're stepping into our next chapter as Genyx Labs. Here's what's changing, what isn't, and what we're building next.
August 6, 20245 minRead