📰 Dev.to · Penfield

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What Karpathy's LLM Wiki Is Missing (And How to Fix It)

Dev.to · Penfield 🧠 Large Language Models ⚡ AI Lesson 1mo ago

What Karpathy's LLM Wiki Is Missing (And How to Fix It)

Andrej Karpathy's LLM Wiki pattern went viral this month. 5,000+ stars, 3,700 forks, dozens of...

Proposal: A Real Benchmark for Long-Term AI Memory Systems

Dev.to · Penfield 1mo ago

Proposal: A Real Benchmark for Long-Term AI Memory Systems

The Problem Nearly every AI memory system is publishing scores on benchmarks that don't...

Milla Jovovich just released an AI memory system. It reached over 1.5 million people and 5,400 GitHub stars in less than 24 hours.

Dev.to · Penfield 2mo ago

Milla Jovovich just released an AI memory system. It reached over 1.5 million people and 5,400 GitHub stars in less than 24 hours.

Problem: None of the benchmark scores are real. Yesterday an X account belonging to a...

The Real Ceiling in Claude Code's Memory System (It’s Not the 200-Line Cap)

Dev.to · Penfield 2mo ago

The Real Ceiling in Claude Code's Memory System (It’s Not the 200-Line Cap)

Someone published the full Claude Code source to the internet last week. 512,000 lines of TypeScript...

We audited LoCoMo: 6.4% of the answer key is wrong and the judge accepts up to 63% of intentionally

Dev.to · Penfield 2mo ago

We audited LoCoMo: 6.4% of the answer key is wrong and the judge accepts up to 63% of intentionally

Projects are still submitting new scores on LoCoMo as of March 2026. We audited it and found 6.4% of...