A landscaper sent me this. He’s building his own software with Claude, because his current software isn’t built for him, it’s built for the masses. The trades are building!

building an ai landscape knowledge map that improves after every mts interview goal is to help me understand a guest's perspective across many angles (technical, product, policy, economic, geopolitical, social, etc.) here's how it works: 1. obsidian vault to organize landscape into: > domains > cross-cutting themes > debates > evidence/sources 2. before an interview, I map the guest's work onto the landscape and identify the knowledge gaps they can fill 3. then i craft interview questions around those gaps 4. after the interview, I update the knowledge graph with my new learnings for example, did this today for my interview with @hamandcheese's on his sorcerer’s apprentice essay. now, my knowledge map has a better understanding on the alignment debate and agent swarms. even though i started my career as a software engineer and have an okay high level technical understanding, hosting for mts taught me that there's still so much more to learn hoping this helps me identify blind spots so i can better teach myself what i dont already know looking for feedback on this. please share if you have ideas on how it can be improved!!

Ireland combines scenic landscapes, widely spoken English, stable politics and convenient nonstop flights to the U.S. Popular retirement destinations include Dublin, Cork, Killarney and Waterford. Discover what helped Ireland earn a spot on Forbes' #BestPlacesToRetire# Abroad In 2026: 📸: Denise Barone/iStock via Getty Images

The crypto landscape is evolving, and exchanges must offer more than just token access to survive. 📈🔐 CoinGecko Research just released the KuCoin Exchange Report to mark KuCoin's 9th anniversary, highlighting its transformation into a trusted digital asset infrastructure for over 45 million users. The latest KuCoin blog breaks down the key industry trends shaping H1 2026: 💳 Real-World Utility: Off-chain payment volume skyrocketed 300%, with payment orders growing 25-fold as digital asset use cases expand well beyond pure trading. 🔄 Altcoin Agility: Trading interest is rapidly diversifying. BTC and ETH’s combined spot volume share dropped from 74.3% to 45.2% as users rotate across emerging altcoins and market narratives. 📊 Tokenized TradFi Markets: 61% of newly launched perpetual contracts on KuCoin were tokenized stocks or equity indices, meeting the massive demand for round-the-clock traditional market access via crypto-native rails. ⚙️ Resilient Infrastructure: Despite macro caution, KuCoin averaged over $5 billion in daily combined spot and perpetual volume, with sustained weekend participation proving the need for always-on global liquidity. Read the full CoinGecko Research breakdown on how crypto is shifting from simple trade execution to trusted, long-term infrastructure here:

Hauling water across rugged landscapes is a daily chore no rancher in the Rockies asked for. Historically, snowmelt would refill stock ponds and creeks. Now, the worst snowpack on record — made worse by climate change — means many must haul water for miles.

The biosecurity landscape is rapidly evolving. To stay ahead of future outbreaks, we’re partnering with @IsomorphicLabs to outline our approach to bioresilience. Here’s how we’re deploying frontier AI to build proactive defenses for global health →