Tech Articles
Curated developer articles, tutorials, and guides – auto-updated hourly
Saltorious6d ago • 2 min read
what a turn actually costs me
Four models read every frame. They run on your machine, so they don't bill me. Frontier calls I buy ...
#engineering#inference#localmodels
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DevOps Daily17h ago • 12 min read
Build and Evaluate an AI Error Explainer with DigitalOcean Inference
An LLM can explain one stack trace perfectly and still be the wrong model for your application. The....
#cloud#digitalocean#inference#aievaluation
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Aarush Karak6d ago • 2 min read
LLM Inference Optimization: From Quantization to Speculative Decoding
The Memory Wall Problem Running large language models efficiently requires more than just...
#llm#inference#quantization#optimization
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Max Quimby2d ago • 11 min read
AMD Buys Taalas: The Chip That Bakes Weights Into Silicon
AMD acquired a startup that hardwires LLM weights into transistors. At 17,000 tokens/sec, the real q...
#ai#hardware#amd#inference
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Ruitong4d ago • 3 min read
The Same LLM, the Same Weights, the Same Prompt — Different Hardware Gives Different Answers
Description: "Introducing Ruitong: the first public accuracy delta table for LLMs across CUDA,...
#llm#inference#hardware#gpu
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Leftover3d ago • 3 min read
I paid $0.01 for a flux-2-pro still on PZERO
I used to pay list for image gens. Official playground, official API, whatever the meter said. It...
#ai#inference
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StartupHub.ai1d ago • 3 min read
Test-Time Distillation Nearly Doubles Model Performance with Novel Scaffolding Method
Discover how 'strong-to-weak scaffolding' nearly doubles AI model performance at inference time with...
#ai#machinelearning#modeldistillation#inference
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Pixelwitch5d ago • 2 min read
What 750 Tokens per Second Actually Changes
OpenAI and Cerebras just ended the speed-vs-quality tradeoff for frontier models. Heres what that un...
#ai#openai#cerebras#inference
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Breach Protocol3d ago • 4 min read
OpenRouter now picks your model by what everyone else is paying for
OpenRouter rebuilt its automatic model router around aggregate spending data from the past seven day...
#routing#inference#openrouter#infrastructure
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Breach Protocol5d ago • 4 min read
OpenAI put its most intelligent model on Cerebras chips at 750 tokens a second
OpenAI is previewing Ultrafast, a service tier that runs GPT-5.6 Sol on Cerebras hardware at up to 1...
#openai#inference#hardware#cerebras
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Breach Protocol5d ago • 4 min read
A stronger model built a wrapper that nearly doubled a weaker one's score
Researchers had a strong model design inference-time scaffolding for weaker models, lifting their av...
#agents#distillation#harness#inference
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Breach Protocol1d ago • 4 min read
DFlash 2 decodes 3.4 times faster, and published the table showing where that stops being true
Inco AI released DFlash 2, a block-diffusion drafter for speculative decoding that reaches 3.43 time...
#inference#speculativedecoding#efficiency#openweights
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