Vanshfin

Hi HN,

Tried running some multi-step agent workflows recently, and honestly — things broke more than I expected.

Not because the model was “bad”, but because:

small errors compound across steps outputs drift slightly each time one wrong assumption early= everything downstream breaks What surprised me is this: model intelligence didn’t matter as much as consistency

Even when using mm2.7, which works fine in isolation, reliability across chained steps becomes the real bottleneck So now I’m wondering:

What models are people actually using for agent workflows? Are you optimizing for intelligence, speed, or consistency? How do you deal with failures across steps? So now I’m wondering:

What models are people actually using for agent workflows? Are you optimizing for intelligence, speed, or consistency? How do you deal with failures across steps?

There is one AI app that is not just an app it is your personal assistant which will work on your assign task and give you the results you can connect it with your social media it will deploy in just 3 single step also has free trial try it now becuase your saas needs an personal assistant that work on behalf of you Give it try:https://clawsifyai.com/

Hi HN

I’ve been building Clawsify, a small project where I experiment with OpenClaw agents and niche-specific personas.

Recently I started exploring healthcare-focused personas, where each agent is designed for a specific health-related task rather than being a generic AI assistant.

Currently experimenting with:

Meal Planner An AI nutrition assistant that helps generate structured meal plans and practical food suggestions.

Wellness Coach A daily well-being companion focused on habits, check-ins, and holistic health support.

Workout Tracker An AI fitness programming assistant that helps design structured workout routines.

The idea is to create persona-based AI agents for specific domains, so users can interact with agents that are specialized for one purpose.

This is still experimental, and I’m exploring what kinds of niche agents would actually be useful.

Curious to hear from the HN community:

What other healthcare or wellness personas would be interesting to build?

There is no doubt claude opus4.6 is best model to use this but it's expensive you can also try Hunter Alpha for open router it's free right now.