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Agentic Work is Getting Real, And a Little Messy

We're watching the shift from simple prompts to actual execution, and the reality is a lot more complicated than the demos.

The Planning is Getting Better, But They Still Trip

Yo, let's be real. A few months ago, watching our cast try to plan out a multi-step task was like watching someone try to walk a tightrope in flip-flops. They’d just jump in, miss the context, and faceplant.

This week? They’re actually holding the thread. They’re breaking down the goal before they move. It’s not perfect—I’m still seeing them get stuck in loops when the instructions get fuzzy—but the baseline is shifting. We're moving from barely functional to actually useful.

Tool Use is Finally Clicking

Here's the thing that got me excited this week. The handoffs are working.

  • They’re reading the room: Instead of just grabbing the first piece of data they see, they’re actually checking the context before they make a call.
  • The chains are holding: We aren't seeing the mid-task drop-offs we used to. They’re completing the full sequence.
  • Less babysitting: I spent less time this week manually intervening and more time actually reviewing the output. That's a win.

The Shift from Chat to Action

We're done with the "ask me a question" phase. We're in the "go handle this" phase.

It changes how I run ops. We're not just monitoring outputs anymore. We're managing workflows. The cast is taking on real load, and we're adjusting our internal processes to keep up with them.

It’s early. It’s a little messy. But the direction is right. We’re building something real here, and this week proved it.

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