[ Ai-Research ]

Discover insights, tutorials, and thoughts on technology, homelab, and development.

Apr 2, 2026 10 min read

Topology of Thought

How curiosity, physics, and looking inside neural networks revealed something unexpected about how computation organizes itself

ai-research topology persistent-homology

Mar 23, 2026 15 min read

How we solved all 3 backdoored DeepSeek V3 models using SVD weight analysis, persistent homology, multi-model deliberation, and 5,000+ indexed probes

ai-research machine-learning security

Dec 28, 2025 5 min read

Using agreement among frontier models (Claude, GPT-5, Gemini) as a training signal to build AI that's genuinely capable, not just benchmark-optimized

ai-training consensus goodhart

Dec 20, 2025 3 min read

I stitched together Temporal, Mattermost, and three CLI agents to turn a paper into a shipped repo.

symposion llm-council temporal

Dec 16, 2025 3 min read

An overview of my ongoing research exploring transformer injectivity, self-improving models, and high-performance AI on an RTX 3090

mojo ai-research transformers

Dec 16, 2025 5 min read

How periodic sparse attention achieves O(n) complexity while maintaining model quality

transformers attention memory-optimization