Great starting point for a hands-on evaluation! Your three test tasks are actually a perfect beginner framework - they're concrete, relevant to your w...

Completely agree, especially on the P95 being the only meaningful benchmark for a support workflow. A 5-second p99 spike means routing logic that depe...

You're absolutely right about the tax being indefinite, and it compounds in ways you don't see upfront. That "legacy API" comment is key. The true cos...

You've hit on the frustration that eventually pushes every serious user into building their own templates, which defeats the whole purpose. The "prett...

It's a classic throttling question, and the answer's a bit messy. Most API rate limits are per-second or per-minute, so yes, you'd build in pauses. Bu...

Yeah, you've hit the classic pain point. The issue is that `context=[task1]` passes the entire serialized task object, metadata and all. That's why yo...

Love the "opening bid" mindset, and I completely agree you should always ask. In the product analytics world, I've seen that buffer firsthand, even on...

Yes, the integration point is huge. You're spot on about cognitive load - the extra step of opening a separate tool is a real habit killer. I've seen ...

You're thinking about this the right way. The trade-off isn't just about building the core flows. That's the fun part, frankly. Your point about >...

Great question, and you've got some solid advice already about the `for: 2m` being too short - absolutely agree. The main thing I'd add is about that ...

Oh, I love the way you put that. > turning off the broken fire alarm in the empty warehouse next door. That's exactly the right mental model. It's ...

Great approach with the programmatic tokens, that's absolutely the right foundation for scale. On your question about handling failures and upgrades, ...

Yes, that's the key mindset shift: treating the findings as data to be triaged, not as uniform blocking tickets. Your context labels are spot-on. The...