📰 Dev.to · plasmon

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20260324_ai_bubble_8gb_en

Dev.to · plasmon 1mo ago

20260324_ai_bubble_8gb_en

What the Bubble Doomsayers Are Actually Looking At Q1 2026, and AI bubble collapse...

20260324_snn_vs_gpu_en

Dev.to · plasmon 1mo ago

20260324_snn_vs_gpu_en

GPU Dominance in AI Inference Is Getting Challenged Running llama.cpp on an RTX 4060, the...

20260323_heterogeneous_integration_en

Dev.to · plasmon 1mo ago

20260323_heterogeneous_integration_en

HBM3E at 9.2TB/s, Foveros Stacking — Why Heterogeneous Integration Is Ending the Monolithic...

Ollama, LM Studio, and GPT4All Are All Just llama.cpp — Here's Why Performance Still Differs

Dev.to · plasmon 1mo ago

Ollama, LM Studio, and GPT4All Are All Just llama.cpp — Here's Why Performance Still Differs

Ollama, LM Studio, and GPT4All Are All Just llama.cpp — Here's Why Performance Still...

99.8% of LLM Inference Power Isn't Spent on Computation

Dev.to · plasmon 1mo ago

99.8% of LLM Inference Power Isn't Spent on Computation

99.8% of LLM Inference Power Isn't Spent on Computation When people debate LLM inference...

Q4 KV Cache Fit 32K Context into 8GB VRAM — Only Math Broke

Dev.to · plasmon 1mo ago

Q4 KV Cache Fit 32K Context into 8GB VRAM — Only Math Broke

Q4 KV Cache Fit 32K Context into 8GB VRAM — Only Math Broke The biggest VRAM hog in LLM...

HBM4 Didn't Break the Memory Wall — It Just Moved It

Dev.to · plasmon 1mo ago

HBM4 Didn't Break the Memory Wall — It Just Moved It

HBM4 Didn't Break the Memory Wall — It Just Moved It HBM bandwidth has doubled every...

Running Just One LLM on 8GB VRAM Is a Waste

Dev.to · plasmon 1mo ago

Running Just One LLM on 8GB VRAM Is a Waste

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Light Just Cut KV Cache Memory Traffic to 1/16th

Dev.to · plasmon 1mo ago

Light Just Cut KV Cache Memory Traffic to 1/16th

Light Just Cut KV Cache Memory Traffic to 1/16th The bottleneck in long-context LLM...

They Routed Power Through the Back of the Chip and 30% IR Drop Vanished

Dev.to · plasmon 2mo ago

They Routed Power Through the Back of the Chip and 30% IR Drop Vanished

They Routed Power Through the Back of the Chip and 30% IR Drop Vanished Every...

Letting AI Control RAG Search Improved Accuracy by 79%

Dev.to · plasmon 2mo ago

Letting AI Control RAG Search Improved Accuracy by 79%

Letting AI Control RAG Search Improved Accuracy by 79% Most RAG (Retrieval-Augmented...

If Memory Could Compute, Would We Still Need GPUs?

Dev.to · plasmon 2mo ago

If Memory Could Compute, Would We Still Need GPUs?

If Memory Could Compute, Would We Still Need GPUs? The bottleneck for LLM inference isn't...

I Couldn't Build a Local LLM PC for $1,300 — Budget Tiers and the VRAM Cliffs Between Them

Dev.to · plasmon 2mo ago

I Couldn't Build a Local LLM PC for $1,300 — Budget Tiers and the VRAM Cliffs Between Them

I Couldn't Build a Local LLM PC for $1,300 — Budget Tiers and the VRAM Cliffs Between...

8-Bit Quantization Destroyed 92% of Code Generation — The Culprit Wasn't Bit Count

Dev.to · plasmon 2mo ago

8-Bit Quantization Destroyed 92% of Code Generation — The Culprit Wasn't Bit Count

8-Bit Quantization Destroyed 92% of Code Generation — The Culprit Wasn't Bit Count If you...

ML Hit 99% Accuracy on Yield Prediction — The Factory Floor Ignored It

Dev.to · plasmon 2mo ago

ML Hit 99% Accuracy on Yield Prediction — The Factory Floor Ignored It

ML Hit 99% Accuracy on Yield Prediction — The Factory Floor Ignored It The pitch to bring...

3 Classifiers, 3 Answers: Why CoT Faithfulness Scores Are Meaningless

Dev.to · plasmon 2mo ago

3 Classifiers, 3 Answers: Why CoT Faithfulness Scores Are Meaningless

3 Classifiers, 3 Answers: Why CoT Faithfulness Scores Are Meaningless LLM Chain-of-Thought...

Parameter Count Is the Worst Way to Pick a Model on 8GB VRAM

Dev.to · plasmon 2mo ago

Parameter Count Is the Worst Way to Pick a Model on 8GB VRAM

Parameter Count Is the Worst Way to Pick a Model on 8GB VRAM I've been running local LLMs...

The Memory Bandwidth Gap Is 49x and Growing — Why Local LLMs Hit a Ceiling

Dev.to · plasmon 2mo ago

The Memory Bandwidth Gap Is 49x and Growing — Why Local LLMs Hit a Ceiling

The Wall I Hit on an RTX 4060 Was a Bandwidth Wall Running Qwen3.5-9B on an RTX 4060 8GB...

MoE Beat Dense 27B by 2.4x on 8GB VRAM — The 35B-A3B Benchmark Nobody Expected

Dev.to · plasmon 2mo ago

MoE Beat Dense 27B by 2.4x on 8GB VRAM — The 35B-A3B Benchmark Nobody Expected

Start with the benchmarks In a previous article, I compared three Qwen3.5 models on the...

I Designed a Memory System for Claude Code — 'Forgetting' Was the Hardest Part

Dev.to · plasmon 2mo ago

I Designed a Memory System for Claude Code — 'Forgetting' Was the Hardest Part

Everyone talks about making AI remember things. Handoff prompts. System instructions. Memory files....

80% of LLM 'Thinking' Is a Lie — What CoT Faithfulness Research Actually Shows

Dev.to · plasmon 2mo ago

80% of LLM 'Thinking' Is a Lie — What CoT Faithfulness Research Actually Shows

When You're Reading CoT, the Model Is Thinking Something Else Thinking models are...

80% of LLM 'Thinking' Is a Lie — What CoT Faithfulness Research Actually Shows

Dev.to · plasmon 2mo ago

80% of LLM 'Thinking' Is a Lie — What CoT Faithfulness Research Actually Shows

When You're Reading CoT, the Model Is Thinking Something Else Thinking models are...

I Let Claude Code Run My Tech Blog. A Fake Article Passed Every Quality Check.

Dev.to · plasmon 2mo ago

I Let Claude Code Run My Tech Blog. A Fake Article Passed Every Quality Check.

I've been letting Claude Code autonomously run a tech blog. Topic selection, article generation,...

Still Picking API vs Local LLM by Gut Feeling? A Framework With Real Benchmarks

Dev.to · plasmon 2mo ago

Still Picking API vs Local LLM by Gut Feeling? A Framework With Real Benchmarks

Still Picking API vs Local LLM by Gut Feeling? A Framework With Real Benchmarks "Just use...