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museum
a collection of my blogs, learnings, and experiments
my articles
The Number That Decides a Mechanic Is a Man
One feature in layer 8 of Llama-3.2-1B does occupation→gender stereotyping. Turn it down and 15:1 becomes 1:1. Turn it up and the model argues with a pronoun it just read. Interactive — bring your hands.
17 min
Systems of Record, Reimagined
Why intelligence doesn't live where the data lives — and how context graphs sit above systems of record to capture decisions, not just outcomes.
6 min
A Reliable Knowledge Graph Is What We Need
LLMs hallucinate and vector retrieval drops the facts that matter. The fix may be a bottom-up one — domain-expert models grounded in structured knowledge graphs.
7 min
Principles of Building AI Agents
How LLMs, tools, memory, and orchestration come together to build autonomous AI agents.
8 min
elsewhere
articles I've written on other platforms
coming soon