---
title: "Hamza Khalid on X: Autonomous Dev Loop Insights"
url: https://stacklist.com/card/3e71e14f-2642-42b9-af82-b58f56d51136
source_url: "https://x.com/humzaakhalid/status/2065033820018266268?s=12"
stack: https://stacklist.com/stack/df22d380-644b-4775-97bd-5a6e0b42094f
summary: "Humza Khalid discusses Peter Steinberger's autonomous development loop that automates tasks typically done manually by engineers using Codex and AI agents. The workflow enables self-sustaining repository loops with orchestrator skills, triage, autoreview, and computer use capabilities without human intervention in the review process."
tags: "autonomous-development, ai-agents, codex, claude, workflow-automation, software-engineering"
key_entities: "Humza Khalid (person), Peter Steinberger (person), Codex (technology), Claude (technology), AI agents (technology), autonomous-development-loop (concept), self-sustaining-repository (concept)"
classification: "snippet"
content_hash: "sha256:35b8585ff9dd762ebfa004bf2ce4e3897c6d921322d1001c28f286cfb88fb8dc"
acp_version: "0.2"
token_counts_approximate: 830
visibility: public
agent_accessible: true
status: "final"
---

# Hamza Khalid on X: Autonomous Dev Loop Insights

Hamza Khalid @humzaakhalid Peter Steinberger just handed you the autonomous dev loop most teams are still paying engineers to do manually. this is one of the best workflows I've seen in a long time he explains exactly how to run a self-sustaining repo loop with Codex and agents: – tell codex to maintain e wake cycle – direct work to threads, not to yourself – run an orchestrator skill on top of triage + autoreview + computer use – let passing reviews land autonomously, no human in the loop if you've been using Claude for more than a month and never left the chat window, you've been using one agent when you could be running a team of them. (Repos are in the comment below) make sure to bookmark it before it gets lost in your feed the guide is in the article below Hamza Khalid @humzaakhalid 14h Article 4 Engineers Just Told You to Stop Prompting. Here's What to Do Instead. In 7 days, four top AI engineers said the same thing. This article breaks down what they mean and gives you a no-code system to start today. On June 7th, a developer named Peter Steinberger posted two... 11:30 AM · Jun 11, 2026 36.6K Views :host{display:inline-block;direction:ltr;white-space:nowrap;line-height:var(--number-flow-char-height, 1em) !important}span{display:inline-block}:host([data-will-change]) span{will-change:transform}.number,.digit{padding:round(nearest, calc(var(--number-flow-mask-height, 0.25em) / 2), 1px) 0}.symbol{white-space:pre} 1 2 number-flow-react > span{font-kerning:none;display:inline-block;line-height:var(--number-flow-char-height, 1em) !important;padding:calc(round(nearest, calc(var(--number-flow-mask-height, 0.25em) / 2), 1px) * 2) 0} 12 :host{display:inline-block;direction:ltr;white-space:nowrap;line-height:var(--number-flow-char-height, 1em) !important}span{display:inline-block}:host([data-will-change]) span{will-change:transform}.number,.digit{padding:round(nearest, calc(var(--number-flow-mask-height, 0.25em) / 2), 1px) 0}.symbol{white-space:pre} 2 1 number-flow-react > span{font-kerning:none;display:inline-block;line-height:var(--number-flow-char-height, 1em) !important;padding:calc(round(nearest, calc(var(--number-flow-mask-height, 0.25em) / 2), 1px) * 2) 0} 21 :host{display:inline-block;direction:ltr;white-space:nowrap;line-height:var(--number-flow-char-height, 1em) !important}span{display:inline-block}:host([data-will-change]) span{will-change:transform}.number,.digit{padding:round(nearest, calc(var(--number-flow-mask-height, 0.25em) / 2), 1px) 0}.symbol{white-space:pre} 1 5 2 number-flow-react > span{font-kerning:none;display:inline-block;line-height:var(--number-flow-char-height, 1em) !important;padding:calc(round(nearest, calc(var(--number-flow-mask-height, 0.25em) / 2), 1px) * 2) 0} 152 :host{display:inline-block;direction:ltr;white-space:nowrap;line-height:var(--number-flow-char-height, 1em) !important}span{display:inline-block}:host([data-will-change]) span{will-change:transform}.number,.digit{padding:round(nearest, calc(var(--number-flow-mask-height, 0.25em) / 2), 1px) 0}.symbol{white-space:pre} 4 4 9 number-flow-react > span{font-kerning:none;display:inline-block;line-height:var(--number-flow-char-height, 1em) !important;padding:calc(round(nearest, calc(var(--number-flow-mask-height, 0.25em) / 2), 1px) * 2) 0} 449 Read 12 replies