![[R] Benchmarking and mitigating recursive LLM state collapse on edge hardware: Introducing the Drift Gauntlet & CSMS](https://external-preview.redd.it/aW9uanozZ3A5NWNoMVlsGmK9AbhAhmeXQLYYaL6iyOf_WGGRldfQF5f_3I-5.png?width=640&crop=smart&auto=webp&s=f22c9854a579b0ab697397b8231397bad4cd0290)
[R] Benchmarking and mitigating recursive LLM state collapse on edge hardware: Introducing the Drift Gauntlet & CSMS
Title: [R] Benchmarking and mitigating recursive LLM state collapse on edge hardware: Introducing the Drift Gauntlet & CSMS Hey r/MachineLearning , https://www.codabench.o
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Governing Every LLM and MCP Call Across the Enterprise: Virtual Keys, Budgets, and Guardrails with the Bifrost AI Gateway
Enterprises struggle to track which LLM or MCP model is invoked, by whom, and against which budget despite
→ View original sourceI track LLM prices every 3 hours. GLM-5.2 quietly went from ~$0.57/$1.80 to $0.90/$3.08 per 1M this week, with no announcement.
I run a small side project that pulls model pricing from OpenRouter every few hours and diffs it, so I caught something this week I hadn't seen laid out anywhere: GLM-5.2's price bounced around, an
→ View original source![[Really Cool Research from NVIDIA] They Released Nemotron-Labs-3-Puzzle-75B-A9B: A Compressed Hybrid MoE LLM Delivering 2.03x Server Throughput at Matched User Throughput](https://external-preview.redd.it/YXBzM3Bpd2liNmNoMSxQvWw7DO2XKAQ0JaNyZSmpK2PSpOESEkrAHJLY_bRX.png?width=640&crop=smart&auto=webp&s=df93c3641f0185cb40e05f7b79c90334624bd611)
[Really Cool Research from NVIDIA] They Released Nemotron-Labs-3-Puzzle-75B-A9B: A Compressed Hybrid MoE LLM Delivering 2.03x Server Throughput at Matched User Throughput
NVIDIA introduced Nemotron-Labs-3-Puzzle-75B-A9B, a compressed variant of Nemotron-3-Super, reducing total parameters from 120.7B to 75.3B while maintaining the same 88-block hybrid Mamba-Transformer MoE architecture. Th…
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How AI Deployment Rules Shape Multi-Agent Safety More Than Models
New research challenges the assumption that AI safety primarily depends on model design, finding instead that operational guardrails and interaction rules in production environments fundamentally determine whether AI sys…
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The cost of a given X level of AI intelligence is cut in half every 2-4 months.
A Reddit analysis of Epoch AI's Estimated Capability Index (ECI) data suggests the cost for a given level of AI intelligence halves every
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Robbyant Releases LingBot-VLA 2.0: An Open-Source 6B Vision-Language-Action (VLA) Model for Cross-Embodiment Robot Manipulation
Robbyant has released LingBot-VLA 2.0, an open-source 6B Vision-Language-Action model designed for cross-embodiment robot manipulation, eliminating the need for per-robot retraining. Built on a Qwen3-VL-4B-Instruct backb…
→ View original sourceI Think I Have LLM Burnout
The author explores the concept of "LLM burnout," discussing the mental fatigue and diminished productivity associated with over-reliance on Large Language Models in development workflows. The piece examines the shift fr…
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Show HN: Microsoft releases Flint, a visualization language for AI agents
We need to produce HTML summary: concise 2-4 sentence summary, then Read original . No extra text. We have title: "Show HN: Microsoft releases Flint, a visualization language for AI agents". Source hackernews, URL given.…
→ View original sourceWe made Grok 4.5, GPT-5.5, and Claude build the same apps
A comparative analysis was conducted to evaluate the app-building capabilities of Grok 4.5, GPT-5.5, and Claude. The study tasked these large language models with constructing the same applications to benchmark their per…
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