@dabit3: Autonomous Engineering Pipelines are incredibly powerful, but how do you actually build one? The hard parts aren't the …

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Summary

A guide on building autonomous engineering pipelines, covering integration with services like Slack and GitHub, and highlighting Devin's built-in capabilities for rapid setup.

Autonomous Engineering Pipelines are incredibly powerful, but how do you actually build one? The hard parts aren't the agent, they're the plumbing: - Orchestrating triggers across Slack, GitHub, Linear, DataDog, Sentry, and other services. - Duplicate detection - Long-term memory - Noise filtering: deciding which messages actually need investigation - Conditional filtering - Routing tables - Tagging the right code owner - Linking new alerts to existing threads instead of spawning redundant sessions Devin has all of this built in. This walkthrough teaches how to set your own pipeline up in < 10 minutes:
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Arco is a free, open-source Codex plugin that lets developers view, create, close, and comment on GitHub and Linear issues directly in chat, side panel, or full screen, running fully locally with no server hosting required.

AI agents have automated like 70% of my job and it’s amazing

Reddit r/artificial

A project manager shares how they automated 70-85% of their job using AI agents—mainly Perplexity and Claude—for drafting briefs, monitoring Slack, and managing stakeholder updates while retaining final approval over outputs.