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[ARTICLE · art-123326] src=discuss.huggingface.co ↗ pub= topic=ai-agents verified=true sentiment=· neutral

What Would an AI-First Project Workflow Look Like?

A developer proposes that AI agents should be treated as project participants rather than simple assistants, citing Sharkly as an example of this approach. The post asks how builders using Hugging Face manage task ownership, context, and human review in agentic systems, and whether agents will become actual teammates in development workflows.

read1 min views2 publishedSep 8, 2026

As AI agents become better at planning and executing multi-step tasks, I’m wondering if our project management workflows need to change too.

Instead of treating agents as simple assistants, I’d like to see a workflow where:

That’s what caught my attention about Sharkly. It treats agents more like participants in a project workflow rather than just another chatbot or automation.

For people building agentic systems with Hugging Face, how are you currently managing task ownership, context, and human review? Do you see agents eventually becoming actual teammates in development workflows?

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