Writing

Notes from the work.

Field notes from the IrenicTech team on building AI agents, AI automation, and custom software, and on shipping production AI products that actually reach real users.

Nine Production Automations Have 31 Endings. Fewer Than Half Are the Happy Path

AI Automation

Nine Production Automations Have 31 Endings. Fewer Than Half Are the Happy Path

Almost nobody publishes the architecture of the automations they deliver, so almost nobody can say what one actually looks like. We publish nine, which means we can count them. Across 139 nodes and 148 edges in nine sectors, the systems fan out rather than funnel: 15 ways in against 31 ways out. And of those 31 endings, only 15 are the thing the system was built to do. The rest are refusals, holds, escalations and self-maintenance.

IrenicTech · Sep 23, 2026 · 7 min read

AI Agent Development in 2026: From First Prototype to Production

Agentic AI

AI Agent Development in 2026: From First Prototype to Production

Most writing about AI agents is either a demo or a warning. This is the working guide: what an agent is made of, how it reaches your systems through MCP, when one agent should become several, how much the model choice actually matters, why the majority never reach production, and what governance has to be in place before any of it is load-bearing. Every section links to the deeper piece on that question.

IrenicTech · Sep 21, 2026 · 16 min read

We Have 21 Decision Points in Production. Jev Would Change Six of Them

AI Automation

We Have 21 Decision Points in Production. Jev Would Change Six of Them

TypeSafe AI released a model that cannot hold a conversation, which is the point of it. Jev takes unstructured state in and returns a typed decision with a calibrated probability, in 70ms to 500ms. We went through the 21 decision nodes in our published automation teardowns to see where a model like this actually belongs. The answer is six of them, and the reasoning matters more than the number.

IrenicTech · Sep 21, 2026 · 7 min read

Read us on Google

Make IrenicTech a preferred source.

Tell Google you want our work first. It takes one tap, and IrenicTech is favoured in your Top Stories, AI Mode, and AI Overviews whenever you search the topics we write about.

Add to preferred sources

Start a conversation

Tell us what you’re building.

Share the essentials and we’ll reply within 4 hours with a real next step, not an auto-responder.

What happens next

  1. We reply within 4 hours, from a real person, not an auto-responder.
  2. A short scoping call to understand the goal, constraints, and timeline.
  3. A fixed-scope discovery sprint: a working prototype and a written estimate.
Office
Austin, TX, United States
Hours
Mon–Fri · Async + scheduled calls

Fields marked are required. By sending you agree to our Privacy Policy.