The @tobi “Context Engineering” post was so so so needed. We need he and Karpathy level figures to help shift minds here. Puts focus on where real gains can be had. The “I’ll tip you $100 if you get this right” prompt engineering era is over. It’s the context engineering era.

But @CBC is happy to take Caucasian taxpayer money.

Breaking 🚨🇦🇷 | Historic Gains for Argentine Workers as Salaries Outgrow Profits as Share of GDP

This taxonomy for Context Engineering is sooo handy. I'm making a comprehensive video tutorial on this using DSPy, and my goal is to incorporate atleast one major algorithm from all the blocks.

Over the last few weeks, I’ve had multiple Jewish friends tell me that they are leaving Toronto and Canada. They say they no longer feel safe sending their kids to school here. This is just so incredibly sad.

Canada's outdated capital gains policies are driving entrepreneurs and investors away. We need competitive tax reform to keep talent and investment here, building the businesses of tomorrow. Today, Canada has two policies to encourage builders to start businesses the Lifetime Capital Gains Exemption (LCGE) and a proposed Canadian Entrepreneur's Incentive (CEI). Together, these mean that instead of paying taxes on half their profits, business owners might only pay on one-third, or sometimes nothing at all—but only up to $3.25 million. But, these policies simply can’t compete with the US. The USA’s Qualified Small Business Stock (QSBS) lets entrepreneurs avoid taxes on up to $15 million in profits or ten times their original investment. That's five times more than Canada's maximum. What's more the QSBS excludes fewer categories of company and can be used per business rather than over the lifetime of a single individual. This means repeat entrepreneurs in Canada, who have a higher chance of building successful businesses are discouraged from trying again. While, entrepreneurs, early employees, and investors in the US can use the QSBS again and again for subsequent companies. The good news is that for the largest exits the gap between Canada and the US decreases due to a more competitive basic capital gains inclusion rate in Canada. This means that if we match the QSBS’s capital gains limit and exclusions it could actually give the Canadian policy an edge driving more investment in the country and supercharging our SMB ecosystem. However, if we leave the policy as it stands right now companies can never get started because investors and entrepreneurs are scared away. If we want to keep our entrepreneurs, Canada’s capital gains policies must become competitive with US policies. You can read the full memo at the link below:

Top 10 Most Valuable Companies in Canada 2025 🇨🇦📈 1. RBC - $186B 2. Shopify - $152B 3. TD - $128B 4. Enbridge - $99B 5. Brookfield Corp - $98B 6. Thomson Reuters - $90B 7. BMO - $81B 8. Constellation Software - $77B 9. Canadian Pacific Railway - $76B 10. Scotiabank - $68B

Elections Canada: your job is to not let shenanigans like this happen. This breaks your mandate in spirit, even if you lack specific rules here. Stop abdicating your responsibility. It’s not new, this has been going on for years, and is not a partisan issue either. Clearly someone in your office has worked out a way to strongly deter this within the current set of regulations. Listen to that person and get a move on.

A Twitch livestreamer got an earthquake warning before the quake hit, live on air. The alert system fired faster than the tremors reached him, giving viewers a real time demo of just how sharp Japan’s seismic tech really is. [📹 Shiori / Shiori_japan1]

Introducing Rails New, a beginner-friendly series hosted by @typecraft_dev that takes you from installation to `rails new` to a fully deployed productivity app, all in just 10 videos. Perfect for newcomers to #Rails. You’ll learn Rails philosophy and core concepts like MVC, scaffolding, and CRUD, style your app with #TailwindCSS, and deploy with #Kamal. Let's go, nerds!