MSCS | AI Engineer

Joined May 2023
Let Me Jev That For You but local. 😀
Ruling now supports image decision inference and fine-tuning for open-source models.
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🚨 @AnthropicAI: AI “MAY BE” capable of self-replicating! Now read the actual research: • No fully autonomous rogue replicator demonstrated. • Cyber exploitation deliberately simplified. • Real-world replication remains unproven. So we’re turning controlled experiments and speculative projections into alarming headlines now? AI safety deserves rigorous science, not fear mongering driven marketing dressed up as a breakthrough. anthropic.com/research/self-…
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This is how you reduce your Jev calls while maintaining accuracy:
You’re using Jev wrong. Without a decision graph, you pay a model call for every row, even the obvious ones. rulesmith has DSPy write the graph over your fields, so Jev only judges the hard cases. Job fraud, fine-tuned 4B judge: +6.7 pts accuracy, 29% of the calls.
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You’re using Jev wrong. Without a decision graph, you pay a model call for every row, even the obvious ones. rulesmith has DSPy write the graph over your fields, so Jev only judges the hard cases. Job fraud, fine-tuned 4B judge: +6.7 pts accuracy, 29% of the calls.
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clef flash is pretty nice 😀
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from cf:
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I have some doubts here. You can build a decision graph with zero Jev nodes — just rules over the state — and get behavior that looks every bit as intelligent.
Replying to @CompleteSkeptic
We love how this doomo doomonstrates real-time intelligence and what can be doone with code + AI! ~10 calls/sec = ~$7/hour
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Very underutilized design pattern no one is talking about (yet) for Jev-like models: cascade. A small model answers everything. A big model answers only what the small one is unsure about. In my runs the big one handled 13% of questions and the pair matched it alone — 90 vs 91, 145 vs 144. It works because the confidence is a real probability read from the logits, not a token the model typed.
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Wild that "just read the logits" was sitting there the whole time and nobody really used it.
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Jev's answers are public for 256 judgments, so I ran the same rows through an open model on my laptop. Jev: 238. Qwen3.6-35B-A3B, untrained: 231. Not a significant difference.
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The part I care about: anything above read-only runs inside a Seatbelt profile, so the folder you picked is the only place a write lands. macOS refuses it. The agent is not being asked to behave.
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It also catches up. Close the lid on Friday and Monday gives you one run, or one clean skip. cron gives you nothing, and a naive crontab entry cannot even find the CLI you signed in to.
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