Data Agriculture

DataAgriculture.ai seems like an interesting taxonomy-updating quest. It feels time for a team of hybrids to help us build through Big Tech’s early attraction-to-extraction narrative. This domain is now available to energize such a build. Why could this be massive?

The void that a term like “extraction” prompts sounds sharp, but it needed to be. The hollowness has been felt, but that’s when humans can remain enriched from digitized data that flows through more like an agricultural systems versus a mining expedition. Instead of a complete void, appreciating the access to an improved state of mediocrity, but also knowing that 100% HUMAN then becomes even more luxurious.

Extra Shot

Reading can led to compelling investments into fresh whims.

Helping to translate the cultural narrative by working through the abundance of data. All the data everyone talks about as AI gains vast awareness. This is a new, serious quest for a brand that curates human activity alongside AI allies. Humans remain remarkable. What products might benefit from leading such an industry quest and needs the URL to energize their exploration of this idea maze? The goal would be to transition away from “extraction” and through to the next phase: data agriculture

As society grapples through what started as an attraction phase, the sense of being a product is hindering the opportunity. Humans have a moment to reflect on the addiction of productivity. We can remain awesome, which machines want anyway. Keep the source code wild and machines will always wanna learn how we do it. It’s why 87. Incentivized Reality was such an important finishing riff for the Technology section, on PAGE 259 in the new book.

The point? 100% HUMAN becomes even more luxurious. Our premium human time that collides us is what offers a path to staying wild. It’s the random that makes life move forward. Life has always been wild, but the potential serendipity IRL invites, can not be replicated.

By Ben McDougal, ago

Mechanized Money

Banks track the story of money to prevent double spending, but money management is a power that can be abused by regulations, greed, and outright fraud.

Blockchain technology was first introduced in a 2008 white paper for Bitcoin, with Bitcoin then going live in 2009. By recording transactions with transparent logs on dynamic ledgers, public and private blockchains solve the double-spend problem with fewer third parties taking a cut, and instead, redirecting resources to cover the raw costs of computing, electricity, and network verification. The unspent transaction output (UTXO) model for tracking transactions and balances fractures this digital asset from the initial whole. These fractions are used as currency, which makes accounting inclusive, verifiable, and very transparent.

EXTRA SHOT

This contribution is by scottrepreneur, a UX designer and blockchain developer building at the forefronts of technology.

Blockchain technologies have reached mainstream adoption, but cryptography has been studied since the 1980s. Bitcoin was first to crack the code, and now different blockchains and more onchain layers are being combined in powerful ways. Today, there are four main types of blockchain networks: public blockchains, private blockchains, consortium blockchains, and hybrid blockchains. It’s impossible to count private blockchains, consortium blockchains, and hybrid blockchains, but there are hundreds of public blockchain that are permissionless. This means they are fully decentralized and anyone with an internet connection can equitably access the blockchain as an authorized node. Bitcoin and Ethereum are the two largest blockchains, with 10% of the global population owning some form of countless cryptocurrencies.

Within each blockchain, layers provide separating infrastructure for developers. Hardware, data, network, consensus, and application layers make blockchain technologies more usable, with each layer offering unique functionality. The last ingredient in a blockchain recipe is hashing, which delivers verifiability by assembling a historical ledger where any tampering of previous transactions will disrupt current calculations. With verifiable ledgers storing only valid transactions, we can automate value.

Smart Contracts

Smart contracts allow us to program, exchange, and intermediate value using the storage mechanisms first introduced by Bitcoin. Programming languages allow smart contracts to store data on specific blockchains, with small amounts of cryptocurrency used for gas fees, which is the cost to cover computational intensity and network interactivity. These primitives help coordinate mechanized value, with tokenomics and technical testing leading to effective governance on and off blockchains.

Tokens & Standards

As smart contracts began conforming to implementation criteria, token standards led to initial coin offerings (ICOs) that were sourcing funds for a wide variety of projects. Many overly ambitious projects damaged trust with unfulfilled promises and led to ICO bubbles, but the speed and effectiveness of such aligned collaboration hints at the power of this mechanism. The adoption of standards across an ecosystem allows for tight composability and interoperability across protocols. Tokens and standards are the building blocks for decentralized finance (DeFi), with stabilizing support from stablecoins.

Stablecoins

Stablecoins are a type of cryptocurrency that pegs steady value off another asset.

Fiat-backed stablecoins are backed by fiat money in an auditable account and have structural similarities to money market funds. Fiat money is a government-issued currency, such as the US dollar, that is not backed by a commodity such as gold. While fiat stablecoins are easy to scale, they are less decentralized yet remain popular because they are backed by existing currency and established regulations.

Collateral-backed stablecoins are backed by assets that are locked onchain and transparently auditable. When done right, these types of stablecoins have great decentralization properties, but they are hard to scale and can have liquidity issues from a market squeeze.

Algorithmic stablecoins are balanced with a system known as seigniorage shares, which uses mathematical algorithms and smart contracts to maintain a stable value relative to a target asset. Implementation of algo-stablecoins has been unsuccessful to date, so avoid these types of stablecoins until technology can unequivocally support the ideology. Alright, with tokens and places to store value onchain, let’s look at innovating within traditional financial exchanges.

Lending & Exchanges

Organizations committed to a BUIDL market have delivered on over-collateralized lending and borrowing onchain. Lenders can lock collateral to earn from borrowers, but borrowers need to be lenders of another token and ensure their loans remain sufficiently over-collateralized. Lending and borrowing both rely on asset prices to determine liquidation thresholds, but if these can be manipulated, the system remains vulnerable. Oracles provide an example of systems that can support blockchains with real-world data to keep decentralized mechanisms in tune as the value and frequency of cyber attacks increase.

Early experiments around what order books looked like onchain were clunky. Each bid, update, acceptance, or cancellation required another transaction and small but constant gas fees. This changed in 2018, when Uniswap used the Ethereum blockchain to provide a simple interface to swap tokens. Instead of creating offers to buy or sell, a market maker provides two tokens in a pool. These pools are called automated market makers, with pilot protocols that leverage a constant product market maker equation (k=x*y) to hold the ratio of pooled tokens equal. This supports non-custodial token swaps with fewer steps. If parameters for a transaction are not met, the smart contract will not execute, which keeps the exchange stable.

Pioneering Frontiers

Crypto has fast-moving frontiers. This makes for a continuous experiment, with good discoveries along the way. While gold awaits any gold rush, progress does not come without struggles, sacrifice, and reparations.

Let’s use the technology life cycle of crypto as a case study. Concepts like liquidity incentives tested financial yields from onchain assets. This model was well-received (2022), but token inflation without enough value loops became unsustainable. Initial coin offerings (2023) were also a wild way to rope in financial capital, but fake projects took over as fraud became easy. Bad actors affect the public’s sense of trust early in any technology’s life cycle. This adds hesitation and slows adoption, but failed experiments are required.

Years of rapid experimentation keeps innovation curves rolling on any frontier. As the volume gets louder around other technologies, less good noise is often perceived as a stall, or more drastically, the beginning to an end. Less noise may lead to fewer people actively building into a shared direction, but a trendy talent shift does not mean a misunderstood technology has had its day.

Within the short timeline of this brief case study, Narrow AI had been conversationalized and Agentic AI was signaling toward General AI. This turned attention (deservingly so) away from web3 concepts, blockchain technology, and mechanized money, but the decentralized progress lies in wait and the concepts of crypto are not going anywhere.

The technologies and economies that digital depth supports provide balance. Even in quieter BUIDL cycles, cross-chain interoperability, token standards, layered development, and global regulations will continue to push DeFi forward.

DeFi’s Destiny

Any dark forest can be treacherous, but system-level engineering takes time, and it’s liberating to build with intrepids who are learning together. As we complete this download, here are more interesting use cases to keep us thinking about what’s possible beyond traditional finance.

  • Instead of getting paid every 2 weeks or each month, smart contracts can create payment streams. Instant access to financial capital furnishes more financial freedom. Along with incoming compensation and outgoing subscription fees, self-repaying loans can further automate and optimize financial command.
  • Prize-linked savings accounts, also known as no-loss lotteries, are not uncommon in traditional finance. Local municipalities and credit unions have generally handled them, but smart contracts enable little to no overhead. Pooling capital and lending it to others is also used in smaller communities to help with small, low-cost loans.
  • Flash loans allow for borrowing a near-infinite amount of a token, provided the loan is paid back within the same transaction. These trusted transactions require significant capital, but can be facilitated within one block, then democratized to anyone with access to the blockchain, a scripting language, and a relaying node.

      DeFi provides composable tools for traditional and innovative finance primitives. Being able to mechanize money and the value it delivers within a network is power that’s less fragile and more translucent. As web3 concepts hook into the financial primitives of crypto, the global economy can leverage faster, more equitable, and safer peer-to-peer commerce.

      Brewed From Within
      #77 📖 Technology

      By Ben McDougal, ago

      Wayfinders

      Startups that pay in love are a blank
      canvas that comes to life through us.

      By nature, parents want to provide the means for children to go beyond their potential. Family requires immeasurable resources, but the love from our kids unlocks more hours in the day. The added productivity comes from seeing the best of ourselves in someone we care so much about. Purpose is renewed, and the heart we put into our creative work can make our presence as parents even more interesting.

      Summon Stories

      Children grow up fast, so we stay in the moment. Everyone tells us to cherish the simple joys of life, but it may be worth getting a little extra creative. One way to enhance your family’s ability to relive memorable moments is to use multimedia marketing skills to summon family stories.

      Every moment is special. As creation becomes an acquired behavior, we can stitch together memories for our children to revisit interactively, any time, with or without us. We all have an endless collection of photos and videos on our smartphones, but scrolling around on a digital device does not translate into something a group can enjoy together. It’s easy for anything to get lost in so much noise. Spoken storytelling is always appreciated, but why not paint our most treasured stories with a few added brushes?

      You can create quiet relics like photo slideshows, something that sits on the shelf, a mix of audio recordings, art on the wall, or a cinematic feature film that highlights your adventures. You’re the creator with endless ways to create.

      We all do a form of this because family is our favorite, but the time required is real. A rigid cadence is not required, since any day is a good day to ship this type of art. In the early days of photos and video, recording family time was reserved for birthdays and Christmas; now, every day is a holiday. You don’t need to rush but keep producing new surprises. Everyone will love the end result, and as more come together, the growing playlist becomes a sequence of stories that follow kids growing up. With our constant collection of content, a good story is always ready to tell, but at a minimum, why not share an annual gift with your kids, partner, and other loved ones?

      Along the way, attentive organization will make a growing collection of relics easier to craft. This takes an ongoing commitment, but file management is easy and helps bring life to life with shared memories.

      Your future self will then thank you for organizing and producing such heartfelt content. Share this beauty in public if you want, but that can alter the art if it becomes performative. Do this for yourself and your favorite people first. Organize the massive library offline, then, if you want to play with the transitory channels of social media, that’s a personal choice.

      Tracking neural activity patterns and electronic brain scans may retrieve memories without physically capturing content in the future. For now, it’s up to us to coordinate personal storytelling. Fortunately, compiling your own heritage is amusing and assembles positive emotions along the way.

      This special interest becomes second nature as we enhance our own real skills to commemorate those we love. Technology can make editing content productive, but this is not your average task. This is the type of sincere storytelling you enjoy spending time with.

      As kids grow up, these projects will have a low view counts but will always be your favorite. Looking ahead, imagine being a child right now, then receiving such a thoughtful collection from your parents someday!

      You’ve Got Mail

      Consider setting up an email for your little one. This inbox can be used as a communication channel to write to your child as they grow up. Whether you start writing before they are born or later in their life, imagine the gift this inbox will be in the future! This email address can be shared and used for online accounts, but at a minimum, this tailored inbox curates a personalized time machine full of thoughtful updates.

      Along with sentimental content, your kids will appreciate an email address that can be used after childhood. First and last name with your preferred email provider should stand the test of time. This is also a good chance to register a URL using their first and last name. Your gift can personalize an email address or support a personal website someday.

      Avoid Routine

      “Time flies” and “They grow up so fast” are accurate, but avoiding routine may slow down time.

      The freedom to be spontaneous is a privilege, and everyone will define such flexibility differently, but a proven path to explore such a reality is entrepreneurship. Boundless hard work, dedication, and resiliency are what this lifestyle takes, but suffering provides a stronger sense of purpose.

      Extra Shot
      What’s your favorite parenting tip?

      As this purpose is layered in later stages of life, experiential wisdom can be channeled into more treasured time doing things that make us happy. While hardship is part of the deal, children make their parents happy. Perhaps a reward for parents who lead by example is the opportunity to share everything with those who matter most.

      Brewed From Within
      #118 📖 Life & Happiness

      By Ben McDougal, ago

      Table of Riffs

      Brewed From Within: Energy for the Entrepreneurial Lifestyle compiles 125 riffs into four timeless sections. Here’s a VIP snapshot tour, with a handful of riffs linked for early access!

      Imagine holding your new book. After the cosmic cover art is initially observed, we open to a title page, one blank page for personalizations from the author, and then the publisher’s copyright page. After the heartfelt dedication page and motivating preface, you’ll find the table of riffs. While the book flows from start to finish, each riff is individually numbered and includes a snapshot of Key Topics and a unique QR code that supports easy referencing and quick sharing. The Foreword from Brad Feld and the book’s Introduction prepares you for what to expect and then we dive in! The Table of Riffs below is your first look at the modern circus that’ll energize whatever you’re building. After the book becomes a new favorite, we end with the book’s closing matter. Readers can refill their mug even more in the About The Author pages, meet the 21 contributing authors, acknowledge those who brought this book to life, sneak backstage for people interested in writing a book or book marketing, play in a mini crossword puzzle, and explore more timeless resources to keep us all building… TOGETHER.

      PART ONE: ENTREPRENEURSHIP

      1. Uncharted
      2. Early Moves
      3. Maverick
      4. First in Line
      5. Ideaworks
      6. Pain Relievers vs. Vitamins
      7. Minerva
      8. Prismatic
      9. Fresh Powder (cc)
      10. Escorting Execution
      11. Slow & Fast
      12. Triangulation
      13. Real Skills
      14. Ship It
      15. Storytelling
      16. Super Sentence
      17. Isochronal
      18. Sequencing
      19. Feedback Is Data
      20. Down Under (cc)
      21. Slide Deck Design
      22. Attention Traps
      23. Captive
      24. Momentum Mountain
      25. Fructifying Fortitude
      26. Shifting Gears
      27. Echoes
      28. Breakout Valuation
      29. Head Start (cc)
      30. Not to Lose
      31. Landing
      32. Voices (cc)
      33. Diplomacy Disrupted (cc)

      PART TWO: LEADERSHIP

      34. Listen
      35. Jargon vs. Understanding
      36. Small Business Owners
      37. ArtOfficial (cc)
      38. Linchpin
      39. Significance
      40. Permeability
      41. Everyday Activism (cc)
      42. Generosity Builds Trust
      43. Atmospheric
      44. Winds of Outrage
      45. Executionist
      46. Import Knowledge
      47. Líneas Invisibles (cc)
      48. Interested Introductions (cc)
      49. Overtime
      50. Decisions
      51. Aphorism
      52. Airport Foot Massage
      53. Enchanting Events
      54. Reluctance
      55. Collide
      56. Playforce (cc)
      57. Playforce Principles
      58. Adaptability (cc)
      59. Adapttitude (cc)
      60. Extra Credit (cc)
      61. Tenured & Tired
      62. Seasonality
      63. Linear
      64. Diversified Career Portfolio
      65. Visualizing Variety
      66. Hiatus

      PART THREE: TECHNOLOGY

      67. Pure Wonder
      68. Innovation Curves
      69. Tinker
      70. Wireframing
      71. Hybridize
      72. Time Trappers
      73. Cyberspace
      74. Producing a Podcast
      75. Dollowers
      76. Welcome to Web3
      77. Mechanized Money (cc)
      78. Woven Worlds (cc)
      79. Phygital
      80. Munch Munch
      81. Septenary
      82. Conversationalized
      83. Yin-Yang
      84. Bridges to Tomorrow
      85. Digitized Consciousness
      86. Replicants
      87. Incentivized Reality (cc)
      88. Propulsive
      89. Neon Future

      PART FOUR: LIFE & HAPPINESS

      90. Open to Next
      91. Indexing
      92. Uncertainty
      93. Anticipation
      94. Recursion
      95. Horizons
      96. Anxiety
      97. Creation vs. Consumption (cc)
      98. Waiting Rooms (cc)
      99. 1% Better
      100. Training Wheels
      101. Bloop
      102. Winterizing
      103. Santa Is Real
      104. Front & Center
      105. Pebbles
      106. Goodnight Moon
      107. Totality
      108. 13.8 Billion
      109. Dark Matter
      110. Gimmies
      111. Hole-In-One (cc)
      112. Serendipitist
      113. Bookmarks
      114. Feng Shui
      115. Sedona Sands
      116. Love Letters
      117. One & Only
      118. Wayfinders
      119. Winding Whys
      120. Oversubscribed
      121. Intrinsic
      122. Conspicuous Kindness
      123. Sharing
      124. Endowment
      125. Perpetuity

      For more details or to consider creative ways to collaborate, download the book summary, grab a book, and connect with the author to talk through more ideas.

      By Ben McDougal, ago

      Woven Worlds

      Culture is woven; technology is built.

      One accumulates through memory and shared meaning, shaped over time by many hands. The other is designed and assembled with intention. This distinction matters because what is built can be finished, while what is woven never is.

      Through stories, symbols, and artifacts, each generation adds new layers to our collective tapestry.

      What once took only physical form is increasingly becoming digital, carried forward by the relentless evolution of technology. Yet, once introduced, technology rarely remains confined to its original purpose. It’s folded into the fabric of our world, where it’s interpreted and repurposed, becoming part of our society in ways its creators could not fully anticipate. New ideas rarely replace what came before; they intertwine with it. Beliefs and practices become entangled across time itself.

      EXTRA SHOT

      This contribution is written by Will Schneller, a curious founder and technologist who explores how art, technology, and community weaves together.

      At the edge of new frontiers, humans reach for the familiar. We stitch together the distance between the known and unknown with shapes we recognize. Sometimes this instinct serves convenience or efficiency, making new systems easier to adopt. An artwork originating in oil paint is trivial to transfer into a physical print, and it’s even easier to make that print digitally available. A ticket to a sporting event that once existed on perforated paper now lives on a handy smartphone app. Your favorite album is no longer confined to the shelf but sits among thousands of songs on a device in your pocket. Other times, replication is a coping mechanism, a way to translate ideas that feel too abstract, technical, or difficult to explain.

      Even when digital systems begin by imitating familiar physical forms, digital depth quietly emerges beneath the surface. Metadata invisibly flows; hidden traces record not just what something is, but how it came to be and how it moves through networks. The meaning in what we create no longer resides solely in appearance or original intent. It accrues through circulation, reference, and response. As these translations settle into everyday use, they expose possibilities not present in their physical counterparts. Constraints loosen, and rules get rewritten. Systems that once existed to mirror the familiar start to invite exploration, modification, and play. What follows is not a better copy of the old world, but a space where new behaviors and relationships can unfurl.

      While some technological advances solve specific problems, others become playgrounds. For example, blockchains created the conditions for non-fungible tokens to be born. NFTs (non-fungible tokens) are digital assets supported by smart contracts that connect to a blockchain. Each NFT is unique, which allows code to autonomously apply, track, and transfer digital signatures and verifiable ownership. Although each digital artifact may have no exact equivalent, it can still evolve over time. These blockchain-native assets allow us to apply property rights and to interact with like-minded individuals without corporate algorithms shaping every connection.

      Long before NFTs gained prominence, video games had already been rehearsing some of the same ideas. Virtual worlds established shared rulesets, persistent identities, and digital artifacts whose value emerged through play and social context rather than physical substance. Communities formed around common mechanics, aesthetics, and norms. They assigned meaning to avatars, skins, achievements, and in-game assets that only existed as code. Traditionally, in-game items are effectively rented, disappearing when servers shut down. Blockchain-based ownership proposed permanence, portability, and player-held authority.

      Once ownership can be represented digitally with credible verification, users are given their own cybernated backpack. Not a login granted by a platform or company but a self-held container of identity, assets, and permissions that persist beyond any single service. Instead of centralized servers restricting our digital assets, decentralized protocols and web3 layering support ownership across different platforms. The conversation expands beyond art and gaming into everyday artifacts like memberships, credentials, and records that structure daily life.

      As these digital-native systems mature, they enable entirely new creative and cultural capabilities—not merely faster production or broader distribution but fundamentally different relationships between audiences, creators, and artifacts. One such shift was generative creation. Instead of crafting a single, fixed outcome, creators began defining rule sets: constraints, probabilities, and parameters from which many unique expressions could emerge. Authorship moved upstream from execution to orchestration.

      Blockchain-powered platforms pushed this idea further by binding generative systems to cryptographic infrastructure, creating a symbiosis between process and product. Variation became a feature, not a flaw, and collectors became participants in the moment of creation itself. Alongside generative art, other frameworks explored coordination and collective meaning through radical simplicity, repetition, shared context, and sustained participation over time.

      Digital artifacts were no longer static endpoints but dynamic nodes within living systems. Value emerged not only from aesthetics or novelty but also from process, lineage, and collective engagement. Creation became less about producing objects and more about shaping culture-organizing frameworks. In this way, technology did not replace traditional artistic or cultural practices; it extended them, offering new ways for ideas to propagate, mutate, and endure. But more than offering a new set of tools, technology holds up a mirror, forcing us to confront what we value as our physical and digital lives continue to merge, layer by layer, thread by thread.

      When novelty fades and attention shifts, what remains is not spectacle but structure. People return to the tangible, not in rejection of the digital, but in search of something that is grounding. Digital slips into quieter roles as infrastructure. This isn’t failure; it’s rhythm, an expression of how new technologies mature over time. The familiar S-curve of a technology life cycle, which we’ll revisit in Yin Yang, begins with breakthroughs that ignite experimentation on the way toward an early ascent, steered by potential rather than stability. Expectations rise faster than practical understanding. Capital and cultural energy concentrate at the leading edge, amplifying both innovation and excess.

      Inevitably, the curve bends and the edges begin to fray. Constraints appear and promises collide with reality. What cannot sustain itself is torn away, giving rise to periods of contraction or disillusionment. These moments are frequently mistaken for failures and become opportunities for skeptics to declare their predictions correct. However, they serve a necessary function. They clear the noise from signals, speculation from utility, and fragile ideas from durable ones. What follows is not a return to obscurity but a slower, steadier climb. The technology re-enters everyday life, quietly embedded into workflows, tools, and habits, often under new branding to shed cultural baggage. It stops demanding attention and begins offering reliability. Value shifts from novelty to usefulness, from expansion to integration. The most enduring systems are no longer those that announce themselves loudly but those that quietly become indispensable.

      Each technology life cycle pulls old threads forward, reweaving the physical and digital into a fabric that grows richer with history. Past experiments inform future structures. Early missteps become knots rather than dead ends, points of tension that strengthen the tapestry. Over time, what once felt disruptive becomes invisible, and the boundary between the new and the familiar dissolves until the cycle begins anew.

      What remains is not the novelty of the tools themselves but the patterns of use, foundational meaning, and the connections sewn around them. Technologies may be constructed in moments, but their cultural significance is woven slowly through new ideas, repetition, and shared experience.

      In the long run, sincere progress is measured not by what is built but by what endures.

      Brewed From Within
      #78 📖 Technology

      By Ben McDougal, ago