... harder than it sounds, because a model's expressed uncertainty is not its actual uncertainty. Prompt for hedging and you get a style rather than a calibration. It will hedge on things it knows because the question sounded tentative, and assert things it does not because the question sounded confident. So the hedging has to be measured rather than assumed: score the outputs, then check whether "I'm not sure" predicts being wrong better than chance. If it does ... ... transcripts starts accurate and then decays, not because the model changed but because your users did. Which means it has to be refreshed from live traffic on a schedule, or in a year you have rebuilt the exact lab-versus

... hiring, or other conversations where people are sharing ideas that aren't fully formed. Yes, I definitely speak differently when I see one join. I'm not less honest, but I'm more deliberate. I tend to share fewer tentative thoughts or brainstorms because everything is being transcribed. Some of the best conversations happen when people feel comfortable thinking out loud, and that can be harder when it feels like every sentence is becoming part of a permanent record. Comment ...

... weeks ago, @jim_jeffers left a comment that became the core of v1.9.0: A recent note shouldn t automatically overwrite an older decision. He was right. Second Brain now supports: Canonical : trusted decisions, facts, preferences Draft : tentative thoughts Deprecated : outdated memories kept for records, but removed from recall So if yesterday s random note conflicts with a six-month-old product decision, Second Brain protects the trusted memory instead of clobbering it. We also added episodic vs

... share snapshots of similar disappointing conversations... I have now realised it's a reciprocation-based approach that people follow here. No genuine support. Sweet and polite before the launch, and the mask wears off very soon...hehehe Makers will tentatively support other makers, so the concept of true customers will naturally go out of the window. Plus, the launch day signups fizzle out pretty quick. Comment from Ashok Nayak(@ashok_nayak): @pamela_arienti , I agree with you. I also appreciate ...

... lose all motivation. So, I had a "what if" moment: What if breaking a bad habit felt less like a task and more like a game? I'm currently building an iOS app based on this idea, tentatively called "HabitMon" Here's the core concept: - Each bad habit you want to quit (e.g., eating junk food, staying up late) becomes a cute, quirky monster in the app. Think of a "Procrastination Bug" or a "Gluttony Monster." - Every day you successfully ...

... everyone, I d be incredibly grateful for your feedback (very brief 5-minute survey) on a new startup concept: https://bit.ly/equityforgesurvey We are tentatively planning to launch a digital platform that startups can use to: - Recruit skilled talent (co-founders and/or employees) who are willing to work in exchange for equity compensation or a mix of cash and equity - Manage and track these equity allocations Your feedback will help us understand startups' pain points regarding hiring, interest ...