Workflows vs. Agents: LLM Design Patterns Cheatsheet
A practical cheatsheet of LLM system design patterns based on Anthropic's "Building effective agents": the augmented LLM, prompt chaining, routing, parallelization, orchestrator-workers,...
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2025-02-12
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2025-01-29
Reasoning Models Cheatsheet: o1, DeepSeek-R1 and When to Use Them
A practical cheatsheet on reasoning models such as OpenAI o1 and DeepSeek-R1: what test-time compute and RL on chains of thought mean, when to use them instead of a chat model, how prompting...
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2025-01-15
Portfolio Rebalancing Cheatsheet
A practical cheatsheet for the new-year portfolio review after a strong 2024: calendar vs. threshold vs. hybrid rebalancing, the 5/25 bands, drift math, tax-aware rebalancing with cash flows and...
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2025-01-03
How could Spotify's Discover Weekly recommendation system work?
Thinking and describing how Spotify's Discover Weekly leverages machine learning and statistical models to generate personalized music recommendations.
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2024-12-11
Purpose in the Age of Capable Machines: Meaning, Work and What Philosophy Can Tell Us
2024 was the year AI won two Nobel Prizes, learned to reason step by step, and prompted serious books and essays about life in a world where machines can do most of what we do. If our work is no...