I packaged up the "autoresearch" project into a new self-contained minimal repo if people would like to play over the weekend. It's basically nanochat LLM training core stripped down to a single-GPU, one file version of ~630 lines of code, then:
- the human iterates on the prompt (.md)
- the AI agent iterates on the training code (.py)
The goal is to engineer your agents to make the fastest research progress indefinitely and without any of your own involvement. In the image, every dot is a complete LLM training run that lasts exactly 5 minutes. The agent works in an autonomous loop on a git feature branch and accumulates git commits to the training script as it finds better settings (of lower validation loss by the end) of the neural network architecture, the optimizer, all the hyperparameters, etc. You can imagine comparing the research progress of different prompts, different agents, etc.
https://t.co/YCvOwwjOzF
Part code, part sci-fi, and a pinch of psychosis :)
@TorontoPearson how is your arrivals process still such a shitshow? If anyone has the option of not flying into Pearson I highly recommend literally any alternative. Don't buy the BS about "every"airport. No other stop on my trip had issues.
@lulu1933@Garmin People are angry at the complete lack of communication throughout this; especially with regards to whether their data was safe or not, and what to do about credit cards whose payment information was with Garmin, whether device updates were safe etc. They gave virtually NO info
@Garmin Lack of communication was really not acceptable. Should have informed immediately if we needed to cancel credit cards, etc. Also no information on what was safe/unsafe regarding data and devices. My device wanted to update; was it safe to do so? How would I know?
@ian_rutson Would take barely a moment to let us know something. We have credit card data synced for payment. Should I be cancelling cards? Was data leaked? No communication is unacceptable.
@ChrisAPrice7@paoloavezzano@GarminFitness It's a problem if data has been breached including payment details for example. Should we be cancelling credit cards, etc. No communication is unacceptable
@dccommonsense They always think about these random scenarios. There was one where Canada declares war and how to combat our float planes and many lakes lol
Our partner @LillyPad announced that our lead #antibody candidate has entered clinical trials for the potential treatment of #COVID19. Thank you to our teams and partners who have worked tirelessly to go from patient sample to clinical trial in 3 months.
https://t.co/xV4TNViMg8