llms.md

LLM API

• openrouter: access all models using the same code

AI Code Assistants

• https://www.builder.io/blog/cursor-vs-windsurf-vs-github-copilot

AI Agents

• course: https://llmagents-learning.org/sp25
• https://generalagents.com/ace/

RAG

• https://microsoft.github.io/graphrag/

AI for Scientific discovery

• https://www.futurehouse.org/research-announcements/launching-futurehouse-platform-ai-agents

Speech to text / automated speech recognition

• fast and open source: https://huggingface.co/nvidia/parakeet-tdt-0.6b-v2

Get Data

• Open-source: Crawl website with LLM: https://github.com/unclecode/crawl4ai

Psychedelic counselor

• https://chatgpt.com/g/g-680126b5bc288191a17c8b01d4cc4773-psychedelic-hotline?mc_cid=f4f0eb10e7&mc_eid=bf933975ba

AI and values

• https://www.nejm.org/doi/abs/10.1056/NEJMra2214183

AI privacy

• Nasr et al (2023). Scalable Extraction of Training Data from (Production) Language Models. https://arxiv.org/abs/2201.10351
• Vamosi, S., Platzer, M., & Reutterer, T. (2022). AI-based re-identification of behavioral clickstream data. arXiv preprint arXiv:2201.10351.

Designing

• Canva: for nondesigners
• Figma: for designers

LLMs and Psychology

• Mihalcea, R., Biester, L., Boyd, R. L., Jin, Z., Perez-Rosas, V., Wilson, S., & Pennebaker, J. W. (2024). How developments in natural language processing help us in understanding human behaviour. Nature Human Behaviour, 8(10), 1877-1889.
• Stade, E. C., Stirman, S. W., Ungar, L. H., Boland, C. L., Schwartz, H. A., Yaden, D. B., ... & Eichstaedt, J. C. (2024). Large language models could change the future of behavioral healthcare: a proposal for responsible development and evaluation. NPJ Mental Health Research, 3(1), 12.

Psychotherapy and mental health

• Google: Lawrence HR, Schneider RA, Rubin SB, Mataric ́ MJ, McDuff DJ, Jones Bell M. The Opportunities and Risks of Large Language Models in Mental Health JMIR Ment Health 2024;11:e59479 doi: 10.2196/59479
• First RCT for psychotherapy: Heinz, M. V., Mackin, D. M., Trudeau, B. M., Bhattacharya, S., Wang, Y., Banta, H. A., ... & Jacobson, N. C. (2025). Randomized trial of a generative ai chatbot for mental health treatment. NEJM AI, 2(4), AIoa2400802.
• Stade, E. C., Toward Responsible Development and Evaluation of LLMs in Psychotherapy

Suicide risk assessment

• Donnelly (2025). Exploring the Potential of Large Language Models for Automated Safety Plan Scoring in Outpatient Mental Health Settings.

Formatting outputs

• Grammar: https://github.com/ggml-org/llama.cpp/blob/master/grammars/README.md

  • only works with open source llama cpp (platform, not model) models
  • restricts tokens before they are generated instead of post-processing.

• JSON