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Research Lab

Analysis & Deep Dives.

Deep dives into cognitive architectures, Large Language Model mechanics, and the psychology of artificial intelligence.

local-models benchmarks interactive

gpt-oss: Size vs Quality Matrix

Two natively-MXFP4 models, one real decision: 20B or 120B. Exact download sizes, official benchmarks, and where the 120B actually earns its 5x on your own hardware.

ai-strategy enterprise risk-management

From Insight to Liability

If you're running a large company and you're not actively exploring how AI can impact your bottom line, I don't know what kind of vacation you're on... but I'd like the brochure.

hardware llm-arch performance

Speculative Decoding: Let the Intern Do It.

Because forcing an $80,000 GPU cluster to predict the word 'the' one agonizing token at a time is frankly embarrassing. It's time to stop paying PhDs to do data entry.

ai-behavior rag limitations

The Knowledge Cutoff Delusion

Because arguing with an ultra-confident AI that thinks it's still 2023 is exactly how you wanted to spend your afternoon.

ai-analysis model-performance interactive

Flash, Fast, or Free

Why your AI is speed-running its own failure — an interactive analysis of the true cost of 'Fast and Free' AI.

ai-research llm-context engineering

The 'Lost in the Middle' Problem!

Why your Infinite Context LLM is actually a lossy compression algorithm that deletes your most critical data.

hardware uncensored llm-arch

The Abliteration Advantage

Why "uncensored" AI models feel faster than their polite counterparts. It's not a glitch in the matrix—it's raw architectural efficiency.

cognitive-science storytelling frameworks

Why Some Stories Break Your Brain

The cognitive science behind that feeling when someone's story makes zero sense — until it suddenly does.