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LLM-as-judge variance broke our DPO training signal for 3 weeks
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LLM-as-judge variance broke our DPO training signal for 3 weeks

DEV Community: pytorch·Marcus Chen·4 months ago
#MrTmMApK
#dev#judge#model#pairs#reward#three

TL;DR: Our DPO pipeline used a single LLM as the preference judge. Training reward climbed every run....

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When uncertainty spikes, chasing rewards backfires and a more informed strategy pulls ahead
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When uncertainty spikes, chasing rewards backfires and a more informed strategy pulls ahead

phys.org·Ingrid Fadelli·5 months ago
#Gt5LXde6

Humans and other animals are constantly required to make decisions under uncertain conditions or while in rapidly changing environments. Past psychology and biology studies showed that some decision-making strategies can be more effective than others in…

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Your Next Top-Up Might Cost Zero: The Giveaway Post I Built for Yahya's Diamond Drop
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Your Next Top-Up Might Cost Zero: The Giveaway Post I Built for Yahya's Diamond Drop

DEV Community·Andeee Owen·5 months ago
#aE4PzdJa
#your#ai#quest#proof#giveaway#first

From Dev.to - ai: Your Next Top-Up Might Cost Zero: The Giveaway Post I Built for Yahya's Diamond Drop

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I is not singular — Multi-Agent Simulation with Cognitive Architecture on a Single 8GB GPU
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I is not singular — Multi-Agent Simulation with Cognitive Architecture on a Single 8GB GPU

DEV Community·as1as·5 months ago
#5YRhL6JW

"I is not singular" — qwen3:8b + per-agent LoRA + unconscious baseline + 4-module "God" LLM. (Yes, "is" is intentional.)

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Why "Passive Scrolling" is dying and how "Incentivized Engagement" is changing social media retention in 2026

Reddit r/socialmedia·u/Next_Albatross2020·5 months ago
#klcQ98P0

Hey fellow social managers, I’ve been diving deep into retention data lately, and there’s a massive shift happening that we should probably talk about. For years, we’ve relied on pure entertainment (TikTok style) to keep users on app.…

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‘Barking up wrong tree’: Madras High Court rejects plea seeking Rs 1 lakh reward for luxury car smuggling tip-off
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‘Barking up wrong tree’: Madras High Court rejects plea seeking Rs 1 lakh reward for luxury car smuggling tip-off

The Indian Express·Vineet Upadhyay·6 months ago
#D3ADuDs3

The petitioner claimed before the Madras High Court that the information he had shared led to the seizure of 50 vehicles during 2012-14, involving alleged customs duty evasion of Rs 48.5 crore.

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