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Run Ling 3.0 Flash Locally: 124B of Knowledge on a 96 GB Machine

Run Ling 3.0 Flash Locally: 124B of Knowledge on a 96 GB Machine

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4 min read
Why ChatGPT answers in Markdown

Why ChatGPT answers in Markdown

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6 min read
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
Andrew Ng at Berkeley: AGI is a contract term, the jobocalypse is a myth, and bubble risk is in the wrong layer

Andrew Ng at Berkeley: AGI is a contract term, the jobocalypse is a myth, and bubble risk is in the wrong layer

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2 min read
Stop Infinite ReAct Loops: Deterministic Cycle Detection in Spring AI with Java 21 Record Patterns

Stop Infinite ReAct Loops: Deterministic Cycle Detection in Spring AI with Java 21 Record Patterns

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2 min read
What if the main coding-agent session was intentionally dumb?

What if the main coding-agent session was intentionally dumb?

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1 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
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
Sending Images to GPT-4o, Claude, and Gemini: The Base64 Payload Each One Wants

Sending Images to GPT-4o, Claude, and Gemini: The Base64 Payload Each One Wants

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4 min read
A Design Flaw in Claude Code's Documentation Skill: One Question, 265k–355k Tokens

A Design Flaw in Claude Code's Documentation Skill: One Question, 265k–355k Tokens

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7 min read
Challenging Tokenization: An LLM Architecture Experiment Without a Tokenizer

Challenging Tokenization: An LLM Architecture Experiment Without a Tokenizer

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3 min read
Integrating TokenRouter with Tauric Research TradingAgents

Integrating TokenRouter with Tauric Research TradingAgents

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3 min read
Building Autolang: A Scripting Runtime for Lightweight AI-Generated Code

Building Autolang: A Scripting Runtime for Lightweight AI-Generated Code

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5 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
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