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InspectSearch and tagging on keep.md
Cloudflare Workers has Jev now so I'm putting it to the test on keep.md - 7x faster search rerank compared to the current hybrid - 50x faster tagging of content vs GLM 4.7 Flash with no failures
github·Research and data
openjev: Local Non-Autoregressive Decision Engine
An open-source PyTorch / vLLM implementation experimenting with RLCD (Reinforcement Learning for Calibrated Decisions) on small base weights.
Open GitHub (openjev) ⚡ 1800 rps · 3.2 GB VRAM
OpenJev Community
@openjev
OpenJev v0.2: Replicating System 1 parallel heads on edge hardware. 1,800 decisions per second on consumer GPUs.
Classify document sentiment and topic category simultaneously.
Jev sits between the incoming context and the next system action. Rather than generating lengthy, slow natural language that requires brittle regex parsing, Jev returns non-autoregressive, calibrated probabilities that downstream code can immediately execute.
01sentiment_probPrimary action
02topic_vectorConfidence score
03uncertaintyFallback route
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InspectA visual reference finder
I built a visual reference finder with Jev One single prompt → 100 images from Cosmos, NASA, and The Met my new rabbit hole for creative work 🌻
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InspectClassify rows in DuckDB
I made a DuckDB extension where you can use @typesafeai 's Jev to do quick classification of rows in any csv/parquet file or duckdb table about 10sec for 1k rows ~ better than using an LLM, way more ergonomic than a classifier game-changing for data analysis!