Posts Tagged "llms"

Practical framework to determine when AI agents make sense for your use case. Learn when to build agents and when simpler approaches like prompt engineering or RAG work better.

Run Mistral 7B locally on Mac with Ollama for fast seed data generation. Learn CLI setup, prompt formatting, and downstream parsing to generate thousands of samples on consumer hardware.

Understand how LLMs choose words during generation. Learn temperature, top-k, and top-p sampling strategies to balance coherence, diversity, and task-appropriateness in generated text.

Critical review of LLM limitations in low-probability situations. Explores why AI practitioners should understand autoregressive training pressures before deploying LLMs for tasks requiring precise reasoning or uncommon patterns.

Comprehensive introduction to generative LLMs covering basics, training processes, and real-world applications. Slides from talk delivered to 70+ attendees.