legel
Joined 11 years ago
Joined 11 years ago
Very kind. Cool technical insights.
I agree 100% that learning ecoregions is too difficult. I believe that AI will help us to simulate ecosystems, just like physics equations simulate gravity.
The Natural Capital project from Stanford is impacting government policy globally, selling the argument that the financial value of ecosystems >> GDP.
In the private sector, I also see reasons to be optimistic. At Ecodash we found a 30% land value boost from biodiverse planting: https://ecodash.ai/biodiverse_gardens_roi.pdf
Please feel free to reach out ([email protected]), would love to chat further, explore collaboration.
Always great to see fellow technologists in this space!
For the past few years I've maintained a free open source project called Ecodash (https://ecodash.ai) covering the world's native plants, with trait filters.
Code here: https://github.com/legel/ecodash
While I'm also an entrepreneur and *do* believe there is a lot of financial opportunity in this space, I also really just want to see ecosystems thrive.
Keep up the great work!
Text tokens are high-dimensional vectors, not 8 bits per character. Every token has a deep embedding, e.g. 1024 float values per text token.
DeepSeek-OCR proved 10x+ compression from visual embedding of text, which was a groundbreaking result. [1]
Very cool to see OP's project hacking on this principle. It's still not lossless, as noted in the github, but is a promising research direction.
[1] https://github.com/deepseek-ai/DeepSeek-OCR/blob/main/DeepSe...
Separately, I just had another terrible interaction with my own data through Google Labs Flow. That is the site that is serving the latest Nano Banana image and Veo video generations. My takeaways on the quality and value and issues with those "world models" are for another time. Here I'm pointing out another unique "dark pattern" that product managers seem compelled to apply: "if you want us to save your data in a database, then you have to let us view that data and train models on it". It's ridiculous, either I can have my data automatically deleted and have sessions be completely "dumb", or I can submit my soul for eternity and "allow any reviewer to analyze".
Beware, founders and developers relying on Google. Don't be surprised if you wake up with your data held hostage. Don't be surprised when you realize your intellectual property can either be deleted or stolen, but not simply saved.
Thanks Google.
Now it means company is stupid.
Why are we still interviewing like its 1999?
In his Nobel Prize winning speech, Demis Hassabis ends by discussing how he sees all of intelligence as a big tree-like search process.
Reversion to the past is not preparation for the future.