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Rickesh T NAug 24, 2026 • 4 min read
A 4B model on a 6GB laptop beat Claude Opus on our 440K-token corpus. The fix was giving the model less to do.
Private AI has a hardware story nobody measures honestly. The pitch is that your data never leaves.....
#privateai#llm#inference#localllm
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Aditya RautAug 23, 2026 • 5 min read
I Got 28 TPS Out of Free Kaggle GPUs. Here's What It Took.
I want to be upfront about something: this whole project runs on free Kaggle T4 notebooks, an AWS EC...
#ai#gpu#inference#python
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Internals Decoded6d ago • 9 min read
Training vs Inference: Why Building Costs Millions and Asking Costs Cents
Two completely different phases of a model's life, constantly confused.
#ai#training#inference#compute
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Lewis WonAug 22, 2026 • 12 min read
PagedAttention by hand
Table of Contents Motivation What is PagedAttention Setup Forward pass (PagedAttention) Why divide...
#llm#inference#pagedattention#vllm
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AI Explore4d ago • 6 min read
DeepSeek-V4-Flash: The Open-Weight AI Model Pricing Inference at $0.08/M — Day 7/30
Frontier-adjacent capability at $0.08 per million input tokens — but the probes reveal a latency tax...
#ai#llm#opensource#inference
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Patrick Hughes4d ago • 5 min read
Preflight Local AI Before You Benchmark a Model
My local AI test stopped before model load because the runtime could not build. This preflight keeps...
#localai#localllm#inference#rtx5090
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LuckyTaorem4d ago • 4 min read
OpenAI Unveils Jalapeño Chip: Faster AI Inference
Overview of the Jalapeño AI Chip OpenAI announced its first custom ASIC, Jalapeño, in a...
#hardware#openai#aichip#inference
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Breach Protocol4d ago • 4 min read
fal post-trained MiniMax H3 and kept the weights
Inference company fal released H3 Max, a post-trained version of the open-weight MiniMax H3 video mo...
#video#models#inference#openweights
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Breach Protocol5d ago • 4 min read
OpenAI publishes first Jalapeno results, claiming up to 1.9x more work per watt than the systems it tested against
OpenAI released measured results for Jalapeno, its Broadcom-co-designed inference chip, reporting 1....
#hardware#inference#openai#chips
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Breach ProtocolAug 25, 2026 • 4 min read
LLMs are less resilient to bit flips than accuracy suggests
A supercomputing-conference study that injected more than 13 million simulated hardware faults into ...
#reliability#hardware#inference#quantization
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Breach ProtocolAug 24, 2026 • 4 min read
Self-hosting a frontier open model now takes a whole node
Engineers at the Belgian research institute imec benchmarked open-weight coding models against comme...
#infrastructure#openweights#inference#aieconomics
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Breach Protocol3d ago • 4 min read
The small-model argument hit the front page
Segment co-founder Calvin French-Owen argued that cheap fast models have crossed a usefulness thresh...
#analysis#smallmodels#economics#inference
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Manu ShuklaAug 24, 2026 • 11 min read
SambaNova's 20M token/day cap makes its RPD limits unreachable in 2026
SambaNova's 20M token/day cap makes its RPD limits unreachable in 2026 Summary....
#inference#ratelimits#sambanova#cerebras
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Mustafa ERBAY4d ago • 12 min read
vLLM vs llama.cpp: Which Local Inference Engine, and When
Everyone who asks me "I'm going to run a model locally, vLLM or llama.cpp?" is really asking one...
#vllm#llamacpp#inference#localllm
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