Nicolay Gerold

Memory Considerations

Since co-occurrence matrices are square, they grow exponential with the number of entities being embedded. For 50k entities and a 32-bit data format, a dense matrix will already be at 10GB. 100k entities puts it at 40GB.

If you are trying to embed even more entities than that or have limited RAM available, you may need to use a... See more

Exercise boosts serotonin, dopamine and growth factors that can grow new neurons in the hippocampus.

Startup Idea: farm succession planning - renting out, selling, renting to fractionalized investors.

𝗺𝗲𝘁𝗵𝗼𝗱𝘀 𝗼𝗳 𝗳𝗶𝗻𝗲-𝘁𝘂𝗻𝗶𝗻𝗴 𝗮𝗻 𝗼𝗽𝗲𝗻-𝘀𝗼𝘂𝗿𝗰𝗲 𝗟𝗟𝗠 𝗲𝘅𝗶𝘀t ↓

- 𝘊𝘰𝘯𝘵𝘪𝘯𝘶𝘦𝘥 𝘱𝘳𝘦-𝘵𝘳𝘢𝘪𝘯𝘪𝘯𝘨: utilize domain-specific data to apply the same pre-training process (next token prediction) on the pre-trained (base) model

- 𝘐𝘯𝘴𝘵𝘳𝘶𝘤𝘵𝘪𝘰𝘯 𝘧𝘪𝘯𝘦-𝘵𝘶𝘯𝘪𝘯𝘨: the pre-trained (base) model is fine-tuned on a Q&A dataset to learn to answer questions

- 𝘚𝘪𝘯𝘨𝘭𝘦-𝘵𝘢𝘴𝘬 𝘧𝘪𝘯𝘦-𝘵𝘶𝘯𝘪𝘯𝘨: the... See more

promptfoo is a tool for testing and evaluating LLM output quality.

With promptfoo, you can:

Systematically test prompts & models against predefined test cases

Evaluate quality and catch regressions by comparing LLM outputs side-by-side

Speed up evaluations with caching and concurrency

Score outputs automatically by defining test cases

Use as a

... See more

The OpenAI Assistants API offers more than a simple prompt-sharing interface; it provides a sophisticated framework for AI interactions. It allows for persistent conversation sessions with automatic context management (Threads), structured interactions (Messages and Runs), integration with various tools for enhanced capabilities, customization... See more

When you are hungry you secrete glucagon, which extracts stores of energy out of the liver and the muscles. When these are depleted you use body fat. Consuming carbohydrates or fats first causes a spike in glucose often triggering you eat more. If you eat the fibrous things first, it blunts the increase of glucose and the increase of glucose of... See more

code was clean, organized, and logical . Each decision made in their code made sense, and when something didn’t, it was documented well within the code.

A good way to write clean code is to follow principles, like the SOLID principles. Though they were initially designed with OOP (object-oriented programming) in mind, they are extensible to general... See more