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[D] How does distributed proof of work computing handle the coordination needs o

BACKGROUND
8 SIGNALSFIRST DETECTED 31 March 2026
Narrative synthesis pending — 8 signals collected.
How the story developed
24 Jul
Small LLM public live training?
OPINION · WHAT · LocalLLaMA
21 Jul
Distributed LLM's
OPINION · WHAT · ArtificialInteligence
16 Jun
Joing all GPUs to train a community model
OPINION · WHAT · LocalLLaMA
13 Jun
Decentralized training and inference ?
OPINION · WHAT · ArtificialInteligence
Other feeds and industry voices
10 Apr
How are you handling KV cache memory pressure in production? HBM keeps filling up

<!-- SC_OFF --><div class="md"><p>Running Llama-3-70B with long contexts and hitting HBM limits constantly. 128K context burns approx 40GB just for KV cache — half the H100 gone

OPINION · HOW · LocalLLaMAOPEN STORY
30 Apr
I finally sat down and did the math on my Cloud LLM bills… and I’m moving almost everything to a 4090. [R]

<!-- SC_OFF --><div class="md"><p>I used to be all-in on cloud APIs. For any side project, I’d just grab an OpenAI or Anthropic key and not think twice. It was convenient. No

OPINION · HOW · MachineLearningOPEN STORY
7 Apr
Towards a Bitter Lesson of Optimization: When Neural Networks Write Their Own Update Rules

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1sez79x/towards_a_bitter_lesson_of_optimization_when/"> <img alt="Towards a Bitter Lesson of Optimization:

OPINION · WHEN · LocalLLaMAOPEN STORY
2 Oct
10,000 Agents, a Millennium Prize, and Models That Learn to Lie: Noam Brown's Most Alarming Insights

<!-- SC_OFF --><div class="md"><p><strong>Noam Brown</strong> — OpenAI Research Scientist and co-creator of o1, Libratus, and Cicero — sat down with Dwarkesh Patel for a 1h 20m

OPINION · WHAT · ChatGPTOPEN STORY
27 Mar
RYS Part 3: LLMs think in geometry, not language — new results across 4 models, including code and math

<table> <tr><td> <a href="https://www.reddit.com/r/LocalLLaMA/comments/1s59rct/rys_part_3_llms_think_in_geometry_not_language/"> <img alt="RYS Part 3: LLMs think in geometry, not

OPINION · WHAT · LocalLLaMAOPEN STORY
9 Apr
Cold start latency on GPU cloud platforms in 2026 — p99 specifically, not p50. Anyone have real data? [D]

<!-- SC_OFF --><div class="md"><p>doing infrastructure evaluation for inference workloads and running into the same problem everywhere: every platform publishes p50 cold start

OPINION · HOW · MachineLearningOPEN STORY
1 Apr
new to AI, does a good-value desktop for local models actually exist yet?

<!-- SC_OFF --><div class="md"><p>i am just getting into ai and still learning, and i am trying to figure out if there is even such a thing yet as a desktop setup that can run

OPINION · WHAT · LocalLLaMAOPEN STORY
28 Mar
Where do you guys find good comparisons of Chinese coding models?

<!-- SC_OFF --><div class="md"><p>Long time Claude Opus user, but after the recent session limit changes by Anthropic, I am seriously considering trying Chinese models for coding.

OPINION · WHERE · LocalLLaMAOPEN STORY
Sources
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