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Joseph Cooper's Blog

Technical articles on AI, software development, and technical strategy by Joseph Cooper - including insights on embedding models, semantic deduplication, and practical AI applications.

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Latest posts

Cross Talk

Training a multiturn conversation model on a single GPU using Markov text generation and DeBERTa-based reranking.

A* Pathfinding with Softmax

Using softmax, A* search can generate diverse candidates for use with test-time compute.

What Does AI Really Do?

What you really need to know as a user, not developer, of modern AI systems.

Resume Vibe Check

I've put an app online to check your resume with a GPT-wrapper simulator.

RAG-Shot Learning

Retrieval-based in-context learning (RetICL) improves LLM performance by retrieving relevant labeled examples during inference.

Prompting by Activation Maximization

Prompt synthesis with activation maximization achieves 95.9% on Yelp Review Polarity with Llama-3.2-1B and a 4-token prompt.

Semantic Deduplication

Benchmarking various models to find the best way to deduplicate factoids for AI applications.