The hottest Adoption Substack posts right now

And their main takeaways
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Anthropic’s New AI Report Accidentally Reveals an Industry-Sized Weak Spot

The Algorithmic Bridge • 828 implied HN points • 06 Mar 26
🕹 Technology Adoption
  1. A metric that mixes LLMs' theoretical abilities with real-world usage reveals a huge gap between what models could do and what they're actually used for. For example, models theoretically cover ~94% of computer/math tasks but are used for only ~33%, and a similar gap appears in legal work (~90% vs ~20%).
  2. There are two ways to read this gap: one is optimistic that adoption will expand until real use matches theoretical capability, and the other is that the gap shows real limits and inflated lab benchmarks rather than a temporary lag.
  3. The practical lesson is that the industry may be overestimating AI's near-term labor impact and needs to focus on rigorous evidence of real-world competence and adoption, not just benchmarked capabilities.

The Problem of the 99%: Why Almost No One Uses AI Well (And How to Solve It)

The Algorithmic Bridge • 498 implied HN points • 03 Mar 26
🕹 Technology Adoption
  1. A tiny minority of users capture most of AI's real productivity gains while almost everyone else uses it superficially. Power users use the platform's high-value "thinking" features roughly seven times more than the median paid user.
  2. AI's benefits are unevenly distributed across people, companies, and regions, creating concentrated pockets of supercharged productivity. Many large organizations and most users still haven't plugged AI into everyday workflows, so the gains remain localized.
  3. The standard adoption playbook fails because people don't know how to integrate AI into their existing work; hype and basic rollout aren't enough. Closing the gap requires teaching practical skills, encouraging practice, and embedding AI into real workflows.

My Shadow Family

Common Sense with Bari Weiss • 1474 implied HN points • 19 Dec 25
🎭️ Culture Adoption
  1. A person can grow up not wondering about their birth family, then later seek them out and uncover hidden truths and lies about their origins.
  2. Reuniting with a birth parent after decades can be emotional and surprising, with moments of recognition and complicated feelings on both sides.
  3. The first few months of life are deeply formative, so even being adopted at four months means the baby has already experienced many important early bonds and routines.

Abortion and Adoption: The Crone Critiques

Bet On It • 130 implied HN points • 03 Feb 26
🏥 Health Politics Adoption
  1. A rescue-style thought experiment doesn’t settle whether embryos and babies have equal moral worth because the likely chances of survival and future life matter, and different technologies or circumstances could change people’s intuitions.
  2. Making abortion illegal would likely increase the number of infants available for adoption, but real-world data show only a small fraction of women denied abortions choose adoption, so policy design and financial support for parents are crucial and costly considerations.
  3. Claims that moving children to richer countries or preventing abortions clearly improves outcomes deserve humility, since survival and quality-of-life comparisons across contexts are complex and shouldn’t be assumed without careful evidence.

Before Politics, There's the World

Freddie deBoer • 17171 implied HN points • 06 Apr 23
🇺🇸 U.S. Politics Adoption
  1. Physical intervention can be necessary to prevent harm, even in challenging situations.
  2. Adoption serves as a vital solution for children in need of homes and families who want to provide love.
  3. Real-world complexities often require pragmatic solutions, even if they may not align with idealistic views.
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($) Forward Deployed Engineer: the Job that Makes AI Real

Interconnected • 169 implied HN points • 03 Dec 25
🕹 Technology Adoption
  1. Forward deployed engineers (FDEs) are the on-the-ground builders who turn AI models into working systems inside large enterprises and governments, handling integration, customization, and deployment.
  2. FDEs are scarce and highly sought after, so companies are rapidly expanding FDE teams and partnering with global system integrators to scale capacity and meet enterprise demand.
  3. The FDE function originated in firms like Palantir and has become a core, strategic role that many AI labs now prioritize to drive real-world adoption of their technology.

This Crash Is Bitcoin's Biggest Test Yet

QTR’s Fringe Finance • 36 implied HN points • 07 Feb 26
🔮 Crypto Adoption
  1. Bitcoin just had a dramatic ~50% drawdown that feels like a real moment of truth, forcing both believers and skeptics to rethink what the asset actually is, not just its price,
  2. Mainstream adoption in the U.S. — ETFs, banks, retirement accounts, political support — means there may be fewer new buyers left domestically, which is the core bearish case about demand peaking,
  3. From here the paths split: it could slowly fade into a niche asset, enter a long sideways crypto winter, or rebound to new highs; either way, volatility remains Bitcoin’s defining feature.

The Day Crypto Died: Anton Wahlman

QTR’s Fringe Finance • 25 implied HN points • 05 Feb 26
🔮 Crypto Adoption
  1. People are coming home to see big losses in their brokerage accounts after a crypto crash and are suddenly asking what crypto even is.
  2. A lot of investors bought crypto because they were told it was the future and would only go up, not because they understood it.
  3. This collapse shouldn’t be surprising — the market was built on hype and unrealistic expectations, which made it fragile.

Why Isn't the Car Driving?

Tippets by Taps • 19 implied HN points • 07 Jan 26
🕹 Technology Adoption
  1. Self-driving tech loses its novelty fast and becomes an expected part of daily life after only a few weeks.
  2. Using self-driving removes low-level stress and cognitive load, turning long or stressful drives into relaxed, usable time.
  3. The real barrier is psychological trust, not capability — people resist ceding control to algorithms, though younger generations will accept it sooner.

10 Charts That Explain the AI Era

Perspectives • 7 implied HN points • 30 Jan 26
🕹 Technology Adoption
  1. AI adoption has happened extremely quickly, with consumers embracing tools like ChatGPT far faster than past technologies, and we’re still in the early stages of broader impact.
  2. Training and running large AI models is very expensive and investment and infrastructure are concentrated in a few firms, so the ecosystem is still in a heavy build/investment phase rather than a mature, profitable one.
  3. Benefits are uneven: many corporate pilots fail to reach production, executives tend to gain more productivity than frontline workers, women use AI less, and entry-level jobs are being disrupted, so careful redesign and policy are needed to avoid widening gaps.

AI - An Enablement Shift

Software Snack Bites • 10 implied HN points • 16 Jan 26
🕹 Technology Adoption
  1. AI is an enablement shift, not a slow paradigm change — it's making people more capable right now because it’s easy to adopt and useful across skill levels.
  2. We’re still very early: most users treat AI as a simple answer engine, and that’s just the tip of the iceberg for self-teaching, new creators, and deeper technical work to come.
  3. Don’t dismiss the momentum — value and spending can grow quickly along an S-curve, and monetization paths like ads, commerce, and healthcare are only beginning to emerge.

Expensive Shelfware

Perspective Agents • 6 implied HN points • 25 Jan 26
💼 Business Adoption
  1. AI itself is incredibly powerful, but many companies see little value because they haven't invested enough in people, workflows, and everyday use.
  2. Big enterprise buys and long roadmaps often leave AI as expensive shelfware, while starting small and embedding AI into real team workflows drives adoption and impact.
  3. Real returns come from investing in a 'Human OS'—systems, habits, coaching, clear outcomes, exec sponsorship, and relentless testing—or else AI sits idle and becomes a competitive drag.

01/27/24 - I’m very worried that all the Chinese babies adopted by America are no longer alive!

Moly’s Substack • 58 implied HN points • 28 Jan 24
🌍 World Politics Adoption
  1. Immigration may not always lead to happiness and stability in a foreign land; think carefully about choices.
  2. Equality in marriages means different standards for who people choose to marry.
  3. Concerns exist about the safety and well-being of Chinese babies adopted by America, raising questions about adoption policies.

A few charts on where AI adoption is going

Tanay’s Newsletter • 113 implied HN points • 19 Feb 25
🕹 Technology Adoption
  1. The cost of using advanced AI models has dropped dramatically, making it easier for businesses to experiment and integrate AI into their products. This change opens up new possibilities for reaching millions of users.
  2. Reinforcement learning is proving effective for tasks with clear outcomes, which could lead to better performance of AI models over time. As these models improve, we can expect more widespread use of AI.
  3. The journey to adopting AI takes time, but it's happening faster than past innovations like electricity or telephones. Today, a significant portion of people are regularly using AI tools.

The 10% Who Move the World

The Algorithmic Bridge • 254 implied HN points • 02 Feb 24
🕹 Technology Adoption
  1. New innovations are not instantly accepted by everyone, there is a gradual process of adoption.
  2. ChatGPT quickly gained popularity, breaking the norm that tools are not instantly widely accepted.
  3. ChatGPT did not have a 'hipster' phase; it became popular almost instantly.

Fast versus Right

Sunday Letters • 79 implied HN points • 26 Mar 23
🕹 Technology Adoption
  1. Simplicity often beats complexity when it comes to technology. A simple solution that works now can be more effective than a complex one that may take longer to perfect.
  2. In the tech world, being first is crucial. The first company to launch a new idea or product often wins, especially if it benefits from network effects.
  3. It's important to focus on what can be quickly addressed. Don't get stuck on minor issues when bigger, more impactful problems need immediate attention.

ACR#17: The Holy Grail

Africa Crypto Report (ACR) • 19 implied HN points • 27 Mar 23
🔮 Crypto Adoption
  1. MetaMask partnering with MoonPay to allow Nigerian users buy crypto assets through bank transfers.
  2. The adoption of MetaMask in Nigeria shows a potential for easier onboarding experiences in the crypto space.
  3. eNaira in Nigeria is experiencing increased usage due to cash shortages.

Why We Fear New Technologies At First

The Digital Anthropologist • 19 implied HN points • 17 Aug 23
🕹 Technology Adoption
  1. Societies tend to fear new technologies initially, then overhype their potential once the fear subsides, influenced by norms, behaviors, and customs.
  2. Fear of new technologies can be a survival mechanism, signaling potential threats to culture and society.
  3. Adopting and adapting to new technologies in a fast-paced world requires new mental models, frameworks for unintended consequences, and agile governance mechanisms.

How Culture Adopts Technology

The Digital Anthropologist • 19 implied HN points • 06 Jan 23
🕹 Technology Adoption
  1. Culture plays a crucial role in how societies adopt technologies, influencing norms, behaviors, and decision-making processes.
  2. The adoption of technologies is influenced by factors such as cultural norms, political systems, and societal needs, leading to varied acceptance or rejection.
  3. Understanding cultural elements in technology adoption is key to creating impactful solutions that benefit society and anticipate potential challenges.

A new era for Bitcoin.

The Held Report • 37 implied HN points • 03 Jan 24
🔮 Crypto Adoption
  1. Bitcoin DeFi is important for Bitcoin's future and adoption
  2. DeFi can lead to more speculative use cases and adoption
  3. The Held Report will focus on Bitcoin DeFi and may switch to paid in the future

Catching Fyre: Platform Diffusion and the Technology Strategy Toolkit

Platform Papers • 19 implied HN points • 16 Feb 22
🕹 Technology Adoption
  1. Hackathons can help introduce new platform technologies by bringing developers together to collaborate and learn, ultimately boosting platform adoption.
  2. Temporary gatherings like hackathons provide a catalyst for technology platform companies to create positive buzz, align expectations, and accelerate platform growth through social learning and social coordination.
  3. Sponsoring temporary gatherings can be a strategic way for firms launching new platforms to attract initial users and complementors, but it's important to manage the sentiment that emerges from such events.

Zcash’s Breakout and the Revival of On-Chain Privacy

Coin Metrics' State of the Network • 0 implied HN points • 18 Nov 25
🔮 Crypto Adoption
  1. Zcash has seen a huge price increase of almost 10 times since October due to growing interest in privacy in blockchain transactions.
  2. The amount of Zcash stored in private, shielded wallets has risen significantly, indicating that more users value privacy while using digital currencies.
  3. Recent technological improvements, like better wallets and easier cross-chain swaps, have made it simpler for users to use Zcash's privacy features.