Skip to content

Jev directory

Koin

Satirical Python script that answers a query with DO or DO_NOT plus a random confidence percentage, presented as a natural alternative to Jev. MIT-licensed, Python 3.8+, one dependency, no API keys or model weights.
Stars
0
Reading time
2 min
Published by
Community
Added
Nov 2026

Highlights

  • Returns DO or DO_NOT with a confidence percentage produced by a single random.random() call
  • Advertises 50% accuracy and sub-millisecond inference with no model weights to load and no GPU
  • Requires Python 3.8+ and one dependency, rich; no API keys and no configuration
  • Interactive CLI loop prints a result block and stops when you type /exit
  • Repository states plainly that Koin is satire and not affiliated with TypeSafe AI

Questions about this entry

Short answers drawn from the linked project or page.

Reactions & coverage

Posts, threads, and videos about this entry from around the web.

X: Standard One SH (StandardThinking)

LinkedIn: What multimodal decision models actually change, and what they do not.

LinkedInJevDirectory.org

Hacker News: Pointer to a DiffusionGemma plus vLLM tutorial for a Jev-shaped classifier.

1 pointHow to build a Jev-style classifier with DiffusionGemma and vLLMRead the thread on Hacker News

From the Jev guides

Original write-ups on what this entry is for.

From the Jev AI model community

Posts from builders shipping with Jev right now.

Follow @typesafeai