Derek Manuge
960 posts

Derek Manuge
@Manuge
3x Fintech Founder. 2 Exits. Investor. Operator. Engineer. Rational Optimist. 🇨🇦 🇺🇸 🇰🇾



Wow, ouch. Oh Canada ...


Canada doesn't need to be this way. Violent home invasions are ruining what semblance of peace and safety we previously had. If you've been charged 45 times including for trafficking cocaine and fentanyl, multiple violent armed robberies and charges for MURDER you should be in jail. Bail should simply not be possible. Law abiding Canadians "didn't sign up for this" and if it continues we will see more people leave and more vigilante justice. We have to choose rationality, not stupidity.



Grok 4.20 is now officially out of Beta. It's now on Auto, Fast, Expert & Heavy.


The world's number of startup accelerators 1. 🇨🇦 Toronto - 77 2. 🇺🇸 New York - 63 3. 🇺🇸 SF - 62 4. 🇬🇧 London - 44 5. 🇨🇦 Montreal - 44 6. 🇩🇪 Berlin - 37 3. 🇺🇸 Boston - 23 7. 🇨🇦 Waterloo - 21 8. 🇨🇦 Vancouver - 28 9. 🇺🇸 Miami - 19 10. 🇺🇸 Austin - 17 fundingcake.com/startup-direct…




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. github.com/karpathy/autor… Part code, part sci-fi, and a pinch of psychosis :)




X Money just went live in beta and it’s gotta be the single best financial product on the market today These numbers don't even make sense: - 6% APY on deposits - Insured up to $250,000 = $15,000/yr in interest, $1,250/mo when maxed - The metal card gives 3% cashback on all purchases matching Robinhood gold Also equipped with direct deposit support from your day job and creator payout support from your posting Everything flows into one account. Earning 6% APY on the way in, and 3% on the way out. I'm not sure how sustainable this is but man is it compelling. images from @REDWRITER who's been sharing some great stuff


this whole gdp/captia / alabama argument seems ... weird. is the @tylermeredith @JimboStanford argument that GDP is meaningless? Or that everything is a-ok in 🇨🇦? sure gdp/capita - like ALL measures - has limitations. but its not useless. its a powerful measure of prosperity, but not the only one. but if you consider the *trend* in other measures, as @MikePMoffatt suggests, and more importantly - if you open your eyes and ears to the state of our cities, our young people, our entrepreneurs - one can see we're not getting better fast enough to fund and improve the "other measures" which are mostly delivered through redistributive social programs. so the point of Alabama (or any) comparisons is to consider: what can we learn? what are good ideas we can adopt? what can we do to accelerate growth? its not to be Alabama of course! its to be Canada - and get much more prosperous, faster.

this all becomes easier to understand once you realize we're not paying taxes for public infrastructure or services, we're paying taxes to increase the number of bureaucrats who vote for the democratic party

The AI-to-AI economy will far outpace the AI-to-human, human-to-AI, and human-to-human economy in short order

Just had coffee with a founder who sold his startup for $300M. He confirmed what I always felt: To achieve anything, you’ll swing between “I’m a genius” and “I’m an idiot.” Sometimes weekly. Sometimes hourly.

Has anyone fed their previous years’ tax returns + docs into an LLM and used the output to help fill out this year’s taxes?




