Savlar4 sources healthy · latest episode 15 Oct 2026
normative claim

The speaker recommends giving a model context about the task's goal and compute budget, including whether the work is a prototype or production system.

Thariq Shihipar · Claude Code’s Next Era — Thariq Shihipar, Anthropic · 29 Sept 2026

In their words

The transcript segments this claim was taken from

“and so that's like i think maybe like a key like tip both for like efficiency as well right and yeah i think like context and not just like context on like”
“what the goal is you know i mean it's good right like are you building a prototype or is it like a production thing like where can you spend compute or where can you not spend compute like i think you have to give the model permission or like not permission to do things sometimes where you know like it doesn't know intuitively how much you want to spend on this task right and you can you can use effort for this so i'm working on a blog post about that where it's like you know uh if you want for like we see that effort scales with”
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