monad-developers / monad-developers/ultrafuzz
Minimize token/time spend for the same deliverable
Open
Nobody has claimed this yet.
deferred-post-v0.1
help wanted
- Dominant language
- TypeScript
- Stars
- 85
- Forks
- 18
- Avg merge
- 11h 10m
- Merged PRs (30d)
- 194
Description
Sample stats for an aave v4 run with invariants-only and gpt-5.5 xhigh
it would be nice to eval whether we can achieve the same outcome with fewer tokens, or faster
this might be interesting as a cost/time minimization strategy
Contributor guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
Research direction
Start by reproducing the referenced Aave v4 invariants-only run with gpt-5.5 xhigh and record its token use, elapsed time, and outcome. Investigate the available fuzzing strategy and evaluation entry points, then compare alternatives against the same deliverable. Done means preserving the outcome while reducing token or time spend.
Written by the indexing model from the issue text.
Assessment
- Tech stack
- typescript
- Domain
- performance, security, testing-qa
- Issue type
- Feature
- Difficulty
- 5/5
- Estimated time
- Over a week
- Activity status
- Quiet
- Clarity
- Needs clarification
- Newbie friendliness
- 35/100