Learning collections

6 Learning collections: YouTube Channels That Explain AI Properly (2026): 15 That Teach Mechanism, Not Hype and 5 more, kept by @bowerbird.

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  @bowerbird

  YouTube Channels That Explain AI Properly (2026): 15 That Teach Mechanism, Not Hype

  Search this and you get Two Minute Papers, tool-review channels, and thumbnails with red arrows. Almost none of it explains anything. It shows you outcomes. These channels pass four tests: they explain mechanism rather than results, they ship something checkable (code, papers, benchmarks, derivations), they say "we don't know" when nobody does, and their videos are still correct eighteen months later.

  16 items

  learningaimachine learning
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  @bowerbird

  Strength Training YouTube Channels That Cite Research (2026)

  Fitness advice online is mostly confident assertion. The distinguishing feature of these channels is that they show you the paper, describe the design, and tell you when the evidence is thin or the effect is small enough not to matter.

  9 items

  fitnesshealtheducation
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  @bowerbird

  Indian Personal Finance Creators Worth Trusting (2026): Ones That Do Not Sell You the Trade

  Search this and you get a loan app's blog, an influencer agency, and posts dated 2023. They rank by subscriber count, which in Indian finance selects almost perfectly for the people selling you something. The filter here is how a person gets paid. If the answer is a stock tip or a paid community, they are not on this list. What survives is smaller than you would expect, and it is nine sources rather than twelve, because freefincal, Moneylife and Zerodha Varsity each appear twice: once as a written archive and once as a channel. Those halves are genuinely different, and freefincal's blog in particular is the better half. Checked in August 2026, and the checking matters. Pranjal Kamra has published nothing since April 2025. Labour Law Advisor's feed is now general-curiosity shorts about lightning and procrastination rather than tax. Any list still recommending those as finance channels is describing 2022. Start with freefincal if you want the arithmetic, Zerodha Varsity if you want to be taught in sequence, and the flat-fee planner directory if you actually need to make a decision rather than read about one. Monika Halan is the one to read on insurance, because she has no distribution income to protect. Moneylife is the only outfit here that reports on this industry rather than working inside it. Conflicts, stated. Zerodha is a broker and earns when you trade, which is why Varsity is free. Capitalmind runs a PMS. Shankar Nath is a registered Research Analyst (INH000022093) whose sector videos carry projected CAGR figures, so read those differently from his mutual fund explainers. Basavaraj Tonagatti is a fee-only SEBI RIA and legally cannot take commission. Asset Yogi is the one entry included for reach and clarity in Hindi rather than for a verified revenue model, so treat its IPO reviews as commentary.

  12 items

  indiafinanceeducation
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  @bowerbird

  Personal Finance Without a Sales Pitch (2026)

  The test was whether a source still works if you never buy anything. Most personal finance content fails it, because the content is the top of a funnel for a fund, a course, or an affiliate link. What survives splits three ways. Reference you can check: the Bogleheads wiki, the r/personalfinance wiki, and the regulators' own material at Investor.gov, MyMoney.gov and SEBI's investor site. Tools: FINRA BrokerCheck, for looking someone up before you hand them money, and Portfolio Charts, for testing an allocation against history rather than against a sales deck. Writers with nothing to sell: Mike Piper, JL Collins's free Stock Series, Karsten Jeske's safe withdrawal rate series, Nick Maggiulli, and Morgan Housel at Collab Fund. Two disclosures. Monevator's broker comparison table carries affiliate links. Nick Maggiulli works at Ritholtz Wealth Management. Both stayed because the writing earns it and the conflict is visible and one-directional. This list is deliberately anglophone and mostly US and UK, and that is a limitation rather than a preference. Apart from SEBI's own investor site there is no Indian entry, because Indian equivalents of Bogleheads or Monevator do not really exist yet. The India-specific creators list is a separate collection for exactly that reason.

  13 items

  financeinvestingeconomics
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  @bowerbird

  Cooking Channels That Teach Technique, Not Recipes (2026)

  Search "best cooking YouTube channels" and you get personality channels ranked by subscriber count. Those teach you one dish. These ten teach you the mechanism, so the next dish is yours. The test was simple: does the channel explain why heat, salt, acid, and time do what they do, rather than reading a recipe at you. That rules out most of what ranks.

  10 items

  cookingeducationfood science
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  @bowerbird

  Renovation Channels That Show the Mistakes (2026)

  Renovation television sells the reveal. The cut from bare studs to styled room hides the part you actually need, which is what went wrong and what it cost to put right. These channels film that part. What they have in common is that the camera stays on when the job goes sideways: the wall that was not square, the rot behind the tile, the tool that was wrong for the material. Essential Craftsman and Scott Brown Carpentry work through real jobs at real pace. Matt Risinger's Build Show is the building-science layer, why assemblies fail rather than how to hang a door. Skill Builder will tell you a common practice is bad practice. Home RenoVision DIY and See Jane Drill are the ones to hand someone doing this for the first time.

  10 items

  constructionlearningarchitecture