Generative AI workflows and hacks 2025
March 23, 2024 — February 18, 2025
economics
faster pussycat
innovation
language
machine learning
neural nets
NLP
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UI
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I’ll try to synthesise LLM research elsewhere. This is where I keep ephemeral notes and links, continuing my habit in 2024.
1 The year I finally install local LLMs
1.1 …via Ollama for autonomous LLM inference
Useful guides:
1.2 …via Simon Willison
Develops LLM: A CLI utility and Python library for interacting with Large Language Models.
If you like command-lines wizardry this is neat.
Has powerful tricks such as Apple mac acceleration and this kind of stunt: pillow.md
1.3 … via LM Studio
A GUI option:
1.4 Virtually via proxy
2 Moar automation
OpenInterpreter/open-interpreter: A natural language interface for computers.
3 What happened previously
4 Economics
5 Deepseek and the cheapening of LLMs
Deepseek deep dive
- The impact of competition and DeepSeek on Nvidia
- deepseek-ai/awesome-deepseek-integration
- GRPO Trainer
- DeepSeek V3 and the cost of frontier AI models
- DeepSeek FAQ – Stratechery by Ben Thompson
- 2. Implement Reward Function for Dataset — veRL documentation
- deepseek-ai/DeepSeek-R1
- huggingface/open-r1: Fully open reproduction of DeepSeek-R1
6 Using AI Agents
I seem to be doing a lot of it.
See AI Agents for more.