The coding factory: canonical specs and sequential agents | Jake Cukjati | AIMUG Oct 2026
Austin AI MUG - AI Middleware Users Group
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The coding factory: canonical specs and sequential agents | Jake Cukjati | AIMUG Oct 2026
166 просмотров · 2 нед. назад
Austin AI MUG - AI Middleware Users Group
394 подписчика
166 просмотров · 2 нед. назад
Jake Cukjati shows how specs, not prompts, let agents code for 23 hours straight.
Next AIMUG meetup: Mon Nov 2, free (Austin + online): https://aimug.org/events?utm_source=y...
For developers using AI coding agents who want to move from manual prompting to automated, long-running workflows.
What you'll learn
You can get agents to work for hours, with a maximum run time of 23.8 hours.
Prompting into code is not good, but specs to actual work is the effective method.
Agents work sequentially one after the other with handoffs to communicate with each other.
The key part is like one agent at a time during implementation.
After review, we generate reference materials that feeds into the application so agents learn.
Resources mentioned
Slides: https://byteofcode.io/presentations/f...
Claude Code
Spectacular
Forge
Rigor
CTL
00:00 Introduction to AI Agents
01:18 Specs Over Prompts
02:52 Dynamic Workflows
04:16 The Coding Factory
05:25 Tools and Plugins
08:07 Compounding and Triage
10:14 CLI and Context
11:30 Q&A and Scaling
Speaker: Jake Cukjati. Slides: https://byteofcode.io/presentations/f...
Slides and notes for all talks from this night: https://aimug.org/docs/oct-2026/?utm_...
Newsletter: https://aimug.org/community?utm_sourc...
Discord: / discord
Subscribe to AIMUG on YouTube: / @ai-mug
Recorded at AIMUG, October 5, 2026.
#AIAgents #CodingWorkflows #SpecDrivenDev