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Model DNA, Analyzed: Verifying 'From-Scratch' LLM Claims with Architecture, Tokenizer, and CKA (PyTorch)

Model DNA, Analyzed: Verifying 'From-Scratch' LLM Claims with Architecture, Tokenizer, and CKA (PyTorch)

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6 min read
How to Verify a 'Trained-From-Scratch' LLM in 2026: A Provenance and Fingerprinting Guide

How to Verify a 'Trained-From-Scratch' LLM in 2026: A Provenance and Fingerprinting Guide

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5 min read
The KV Cache Is the Bottleneck: A 2026 Field Guide to Attention Variants

The KV Cache Is the Bottleneck: A 2026 Field Guide to Attention Variants

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4 min read
Local LLMs in 2026: What Actually Runs Well on a Laptop Now

Local LLMs in 2026: What Actually Runs Well on a Laptop Now

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3 min read
MCP in 2026: How the Model Context Protocol Became the USB-C of AI Tooling

MCP in 2026: How the Model Context Protocol Became the USB-C of AI Tooling

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3 min read
Default-to-Flagship Is Now a Cost Bug: Tiered Model Routing for Agentic Workloads

Default-to-Flagship Is Now a Cost Bug: Tiered Model Routing for Agentic Workloads

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3 min read
AI This Week (Aug 2026): Qwen3.8 Max, DeepSeek V4-Flash, and Models Shipping Like Patches

AI This Week (Aug 2026): Qwen3.8 Max, DeepSeek V4-Flash, and Models Shipping Like Patches

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2 min read
"How to Tell If an LLM Was Really Trained From Scratch: A Reproducible Fingerprinting Method"

"How to Tell If an LLM Was Really Trained From Scratch: A Reproducible Fingerprinting Method"

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7 min read
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