I stopped asking my AI what to build — now it just knows what task I mean (CLI experiment)

I’ve been experimenting with a CLI workflow that removes the most annoying part of AI-assisted dev:
re-explaining context every single time.

Instead of prompts like:

“Integrate Stripe payment gateway with X, Y, Z…”

I just run:

blocpad task 1

And it already knows:

• the full task description

• related docs & flows

• pricing, decisions, constraints

• comments from PM / lead / previous discussions

No re-prompting. No context loss.

What changed for me:

• Tasks feel stateful, not conversational

• AI behaves more like a teammate than a chatbot

• CLI → instant context → real work

It’s early, rough, and very opinionated — but it made me realize how broken “prompt-based” workflows actually are.

Curious:
Do you prefer chat-first AI or task-first AI when building real products?