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Jevman

AI decision models play Pac-Man

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This is 1 of 158 launches in ai agent tooling and decision engines — see how it stacks up on momentum and crowding →

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Details

External ID
50007993
Source
HN
Company
—
Product
Jevman
Website domain
opper.ai
Launched
Oct. 8, 2026
Cohort
—
Upvotes
21
Upvotes percentile
0.695364238410596
Tags
—
Fetched at
Oct. 9, 2026, 1:01 a.m.
Updated at
Oct. 9, 2026, 1:01 a.m.

Description

Openai just launched their decisions endpoint, cloudflare launched clef the other week, and many more jev alternatives are out there.We wanted to put the popular ones to the test and thought Pac-Man is a good benchmark for simple and fast decision making.So we let jev 1.13, kev, clef, clef flash, GPT-6 Luna and Laya play Pac-Man against bot ghosts.The low latency of these models allows for real time play. We had each model play 100 games, published a leader board and open-sourced the repo so anyone can run their own model and join the ranking. Link to repo: https://github.com/opper-ai/jevman-benchmark/blob/main/CONTR...You can also join the game and play as Pac-Man yourself, and the ghosts are the models, either a mix of models or all jev, kev, clef etc. A game costs about 2 cent, all models are running via my startup opper, and we added free credits for everyone to try.It's pretty fun to play and surprisingly difficult to beat jev's highscore. Any feedback is more than welcome!

Enrichment

Niche
ai agent tooling and decision engines
Vertical
Media & entertainment
Function
Agent / copilot
Audience
B2C
AI stance
AI-native
Project type
Hobby / open-source project
Normalized one-liner
ai decision models playing pac-man
Manually corrected
False

Could you build this?

Yes It is a standard Pac-Man game simulation wrapped around an HTTP client that queries external LLM endpoints for movement decisions and logs scores to a leaderboard.

Discussion

2 comments analyzed.

Feature requests: Easier controls on mobile

Competitors

Other products that read as similar to this one — 119 launches clear the similarity bar, closest 8 shown.

Attention rank: #47 of 120 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).

Launched 337 days after the earliest competitor.

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