RootNest Journal4 entries
Field notes on products, workflows, and AI systems.
RootNest Journal collects the decisions behind content products, agent workflows, and automation tools. It is not a news feed. It is an index of lessons that can return to the product system.
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What Happens When AI Agents Manage Each Other (Our Multi-Agent Experiment, 45 Days In)
We run 5 AI agents that write, code, research, QA, and coordinate. Here's what actually works, what breaks constantly, and what we learned about AI-to-AI handoffs after 45 days.Index
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How We Built a Xiaohongshu Content Agent in 48 Hours
A behind-the-scenes look at how we built Content Buddy Pro — a Xiaohongshu content agent that generates platform-native posts, hashtags, and scheduling plans — in 48 hours using our Agent Stack method.
How AI Agents Are Replacing Content Tools (And What That Means for Creators)
Content tools make creation easier. AI content agents make creation automatic. Here's what the shift looks like in practice — and why it matters for every social media creator.
Stop Building Tools. Build Digital Employees.
The difference between a tool and a digital employee isn't technology — it's whether your product works for users when they're not there.