TheDinarian
News • Business • Investing & Finance
Instacart Product Chief Says Grocery’s Future Is All About the AI-Powered ‘Personal Planogram’
August 26, 2024
post photo preview

One hundred years ago, the grocery shopper was just trying out the new concept of chain stores like Piggly Wiggly, A&P and King Kullen. She would visit one of these chains with sawdust on the floor and handwritten price tags for items like sirloin steak (.39 pound), flour (.04) and butter (.45). Even back then in the 1920s, the industry had its own trade periodical — and it picked out a prescient issue that would come to dominate the economics of the category.

“During the [1917-18] war, and in the period of reconstruction, we have heard and read much of eliminating the so-called ‘Middleman,’” the editors of Progressive Grocer wrote in its inaugural issue in 1922. “We are convinced, however, that no method has yet been developed that can more economically serve the consumer than the present triumvirate of manufacturer, wholesaler and retailer.”

Outside of the obvious price differences, in some ways, the issues in the grocery business have remained the same, as highlighted in the Progressive Grocer editorial. It’s still about economically serving the consumer. Shoppers will still want to handle their produce, even though digital delivery options abound. Some will still want the experience of seeing the Wheaties box with Simone Biles on the shelf. But in other ways, absolutely everything has changed.

According to the PYMNTS Global Digital Shopping Index, grocery merchants now need to prioritize features that are different from retail merchants for maximum impact. For merchants that provide groceries, “Click and Mortar consumers most want to use their preferred payment method. The next most valued features are rewards — as grocery shoppers want to earn discounts for their loyalty — and digitally available product details. Consumers also want digitally available coupons that are usable both in-store and online.

Looking back can point the way forward. It’s no coincidence, Instacart Chief Product Officer Daniel Danker told Karen Webster, that the company kicked off a recent all-hands meeting with a look at 1924 trends. These days, grocery is all about the Click and Mortar shopper navigating the connected economy. If Instacart is any indicator, the grocery experience is about to get more “shoppable. Looking to become more than just a food delivery service, Instacart is preparing new AI tools for an upgraded digital grocery experience that will move affordability up the priority list in a shift that it believes will strengthen the overall grocery ecosystem.

“It always has to come back to the customer,” Danker told Webster. “It has to solve a problem. We can’t just have technology for the sake of technology.”

Ch-Ch-Changes And AI’s Beginner Phase

Today, Instacart sees the future of grocery shopping as a hybrid model that combines the best of digital convenience with the sensory experience of in-store shopping. Danker told Webster that in the very near future, the back of the store is going to be oriented much more around enabling fulfillment, either for online orders that are delivered or online orders that are picked up. The front of the store will be oriented much more around the set of products that consumers want to browse and touch — tailored, time-efficient and tuned to the changing profile of the grocery store shopper.

Instacart’s AI strategy revolves around convenience and personalization, with features like the “Buy it again function, which typically contains over 200 items for the average user.

“We want to make it effortless, and it’s beginner AI,” he told Webster, explaining that phase one is all about making food decisions effortless for the shopper. “Intermediate and advanced is going to get really exciting.”

Instacart is working on more proactive AI features such as anticipating when customers are likely to run out of certain products and making intelligent suggestions based on past purchases and preferences.

Instacart’s vision for the future of grocery shopping involves what Danker calls a “personal planogram.” This concept aims to break free from the traditional store layout, the foundational plank around which stores are designed and products displayed, creating a uniquely tailored shopping experience for each customer.

“Online, that store really can physically reshape itself around needs,” Danker explains. This personalization extends to understanding dietary preferences, household composition, and even specific recipe needs.  “If my wife adds pancake mix to her cart and she inadvertently adds one that has wheat in it, [a message] will pop up and say, ‘this same brand has a gluten-free version’.”

The personal planogram will also anticipate shoppers’ needs based on their regular cooking habits. “We’re going to start to understand automatically the dishes that you have on rotation in your household, Danker says, explaining how the app could suggest all necessary ingredients for a dish with just a few taps. Their recent partnership with the NY Times Cooking section makes recipes shoppable, something that Danker says is among the most complicated logistical feats in delivery.

“It’s about knowing what’s in the store, and specifically knowing what’s on the shelf,” Danker said. “It’s extremely important. We do that better than anyone. If you’re placing an order right now for tomorrow, and those items are going to get replenished overnight, not letting you buy a certain product because it’s out of stock tonight might be foolish because it’ll be on the shelf by tomorrow morning. That requires so much history, right to every store in every location that we can predict when these items are going to show up on the shelf.”

Making Grocery Shopping More Affordable

With inflation comes a need for affordability — that’s a key focus for Instacart, especially given the rising costs of buying and putting food on the table.  To address this, Instacart is developing features to help customers make more cost-effective choices. One such feature is the personalized digital flyer, which Danker describes as “almost the equivalent of the circular that lands on people’s counters. The difference is we’ve personalized it. And it doesn’t get misplaced or mistakenly thrown away. The digital flyer informs customers about sales on products they regularly purchase across different stores, providing comparison shopping without the need to get in a car and visit multiple stores to save a couple of dollars here and there.

This comes over and above the store loyalty programs integrations Instacart provides its shoppers. “Linking even just the loyalty programs, which we’re also obsessed with making available to customers, is saving customers $8-10 per order,” Danker said.

From Groceries to Eat:  The Uber Eats Partnership

Instacart’s recent collaboration with Uber Eats marks a significant shift in the company’s approach to food delivery. “We are actually no longer a grocery delivery service. We’re a food delivery service, Danker states, emphasizing the company’s evolution to encompass both grocery and restaurant delivery. Danker told Webster that this partnership aligns with Instacart’s goal of meeting customers’ broader food needs. “If you want to serve customers better, you need to understand customer’s motivations. And the customer’s motivation in our case is convenient, healthy food, he said.

Early results from this collaboration are promising. Danker notes that the partnership has been “completely incremental for grocery orders, allaying concerns about potential cannibalization. Moreover, it’s performing particularly well among Instacart Plus members, indicating increased value for subscribers. It’s part of what he sees as the more connected future for the grocery and restaurant category.

Danker says that AI and all the many elements of the current Instacart platform will deliver more affordability, regardless of the channels consumers shop. Instacart’s acquisition of Caper gives shoppers a digital grocery shopping experience using their Instacart credentials in the store, including personalized ads based on what’s already in the shopping cart or items that might complement them. Instacart gives grocery stores an omnichannel experience they don’t have to build themselves, without losing touch with the consumer.

“Instacart’s going to deliver so much access, not just convenience, but access to stores you might not have gone to yourself that actually you’ll be able to get,” Danker said, “and we’re going to satisfy those needs best through Instacart, because we’re so much more connected to the world around you.”

Link

community logo
Join the TheDinarian Community
To read more articles like this, sign up and join my community today
0
What else you may like…
Videos
Podcasts
Posts
Articles
💵 Florida’s Senate stablecoin bill died—but its companion became law 💵

Florida Senate Bill 314 proposed a state framework for payment stablecoins, but it was laid on the table on March 5, 2026. Its House companion, HB 175, passed instead and became Chapter 2026-176, effective June 26, 2026.

🔑 Key points

🔹 Payment stablecoins are now addressed under Florida law: The law adds payment stablecoins to the state’s money-services and anti-money-laundering framework.

🔹 Issuers need approval: A qualified payment stablecoin issuer must be licensed or otherwise exempt from licensure.

🔹 Application requirements apply: Issuers must submit specified information to Florida’s Office of Financial Regulation.

🔹 Stablecoins are not classified as securities: The law states that qualifying payment stablecoins are not securities under the covered provisions.

🔹 Issuer activities are limited: Licensed issuers may only conduct permitted activities under the new framework.

🔹 Annual certification is required: Qualified issuers must submit certifications to the Office of Financial ...

00:00:51
😉 The Price Of The Bittensor $Tao Token

WHEN the subnet cap goes from 128 to 1,000, what happens to the price of $TAO? As the ecosystem grows exponentially, so will the demand for $Tao.

00:00:31
Big Banks are working behind the scenes to sabotage the pro-crypto agenda 🏦👀

🚨 COINBASE CEO ON FOX BUSINESS:

They’re trying to:
❌ Slow down adoption
🛑 Stop crypto growth
🔒 Maintain control of the financial system

The fight for financial freedom is REAL. 💥

00:00:46
🚨 Chutes is being framed as a Hyperliquid-style breakout for decentralized AI inference, with live revenue, verified GPU infrastructure, and a direct challenge to centralized cloud AI 🚨

Chutes is gaining attention as a decentralized AI inference platform that claims to combine real usage, cryptographic verification, confidential computing, and open-source infrastructure into a working production system. The thesis is simple: instead of trusting Big Tech clouds with AI workloads, users get a distributed compute layer built around verification and privacy.

🔑 Key points

🔹 Chutes is live in production and reportedly scaled to more than 1,170 active GPU nodes, including large numbers of Nvidia H200s and Blackwell-class hardware.

🔹 The platform says it has processed nearly 38 trillion tokens since launch across 53 deployed applications and more than 700,000 registered users.

🔹 The team reportedly cut unprofitable usage programs, reduced total token volume, and still improved revenue efficiency, with revenue per GPU rising sharply after removing subsidized traffic.

🔹 Chutes is using post-quantum cryptography, trusted execution environments, and Nvidia confidential ...

🚨 Chutes is being framed as a Hyperliquid-style breakout for decentralized AI inference, with live revenue, verified GPU infrastructure, and a direct challenge to centralized cloud AI 🚨
🚨 JPMorgan’s criticism of the CLARITY Act is fueling a fresh power struggle over who gets to write America’s crypto rules 🚨

A new clash is emerging between legacy finance and crypto legislation after JPMorgan CEO Jamie Dimon reportedly warned that the CLARITY Act could let crypto firms offer bank-like products without bank-level oversight. The dispute is quickly turning into a larger fight over regulation, competitiveness, and who controls the future architecture of digital finance in the United States.

🔑 Key points

🔹 Jamie Dimon reportedly called the CLARITY Act a threat to the financial system, arguing it could allow crypto firms to offer yield-like products while avoiding the capital, reserve, and oversight burdens traditional banks face.

🔹 Senator Cynthia Lummis pushed back publicly, framing the issue as a global strategic race and warning that if the U.S. does not set digital asset standards, other powers will.

🔹 The core tension is whether the bill creates legitimate regulatory clarity or simply opens the door to regulatory arbitrage for crypto platforms operating outside the traditional banking...

🚨 JPMorgan’s criticism of the CLARITY Act is fueling a fresh power struggle over who gets to write America’s crypto rules 🚨
👉 Coinbase just launched an AI agent for Crypto Trading

Custom AI assistants that print money in your sleep? 🔜

The future of Crypto x AI is about to go crazy.

👉 Here’s what you need to know:

💠 'Based Agent' enables creation of custom AI agents
💠 Users set up personalized agents in < 3 minutes
💠 Equipped w/ crypto wallet and on-chain functions
💠 Capable of completing trades, swaps, and staking
💠 Integrates with Coinbase’s SDK, OpenAI, & Replit

👉 What this means for the future of Crypto:

1. Open Access: Democratized access to advanced trading
2. Automated Txns: Complex trades + streamlined on-chain activity
3. AI Dominance: Est ~80% of crypto 👉txns done by AI agents by 2025

🚨 I personally wouldn't bet against Brian Armstrong and Jesse Pollak.

👉 Coinbase just launched an AI agent for Crypto Trading

🚨 Trezor customer data exposed after shipping partner ShipMonk breach 🚨

Trezor says a breach at its shipping partner exposed personal order information for customers in seven countries. The company says its own systems, wallets, and devices were not compromised, but affected users face increased phishing risks.

🔑 Key points

🔹 13,689 customers affected: Trezor reported full exposure for 11,742 customers and partial exposure for 1,947 others.

🔹 Data included personal details: Exposed information may include names, email addresses, phone numbers, shipping addresses, order numbers, and cities.

🔹 Seven countries involved: Customers in the United States, United Kingdom, Sweden, Colombia, Brazil, Italy, and Portugal were affected.

🔹 Limited time window: The incident involved customers who received orders within the 90 days before August 8, 2026.

🔹 ShipMonk was the affected provider: The breach occurred within the shipping partner’s systems, not Trezor’s core infrastructure.

🔹 Trezor ...

post photo preview
🌎 Schumann Resonance Today 8/14.🌎

Physical Aspects

The Schumann resonance (SR) is Earth's natural electromagnetic "heartbeat" at 7.83 Hz, generated by lightning strikes in the atmosphere and influenced by solar activity like flares and solar winds that alter the ionosphere.

Physical phenomena such as intense global lightning storms and geomagnetic disturbances amplify and disrupt SR frequencies. Human physiology responds directly to SR variations - studies confirm correlations with changes in blood pressure, heart rate, and increased hospital admissions for cardiovascular issues during SR fluctuations.

Physical responses include disrupted sleep patterns, headaches, fatigue, and enhanced immune function when exposed to SR-like frequencies, as demonstrated in pulsed electromagnetic field (PEMF) therapies. Animal behavior clearly reacts to these frequencies, with wildlife navigation and migration patterns synchronizing with Earth's electromagnetic fields, which are affected by SR shifts.

Spiritual Aspects

Schumann resonance ...

post photo preview

🧠 Sundae_Bar (SN121) lets developers build, launch, and monetize AI agents through one marketplace 🧠

Sundae_Bar functions as an “App Store for AI Agents,” helping developers build, deploy, test, and monetize specialized AI workers while giving businesses a simpler way to discover and use them.

🔑 Key points

🔹 Choose a specific use case: Start with an agent designed to solve a clear business problem rather than building a generic chatbot.

🔹 Build the agent: Develop the required workflows, tools, prompts, and capabilities for the selected task.

🔹 Submit through the platform: Developers can register using email or GitHub, then provide the agent’s functionality, documentation, use cases, and pricing details.

🔹 Enter challenges: Developers can also participate in Sundae_Bar challenges and submit solutions for evaluation.

🔹 Complete verification: Submitted agents go through basic compliance and security checks designed to filter out malicious or low-quality products.

🔹 Launch a ...

post photo preview
Navigating the world of blockchain 🧭
Navigating the world of blockchain can feel like learning a completely foreign language. Between technical jargon and fast-moving Web3 terminology, getting started can be overwhelming.

Whether you are exploring digital assets, building on-chain, or simply trying to understand decentralized technology, here is your foundational glossary of essential blockchain terms every beginner should know.

🏛️ 1. Core Architecture: The Base Layer

  • Blockchain: A distributed, immutable digital ledger that records transactions across a peer-to-peer network of computers. Once data is written to a block and added to the chain, it cannot be altered without altering all subsequent blocks.
  • Block: A collection of verified transactions grouped together. Once filled, the block is cryptographically linked to the previous one, forming a chronological "chain."
  • Node: An individual computer connected to a blockchain network that helps validate transactions, store ledger data, and maintain network consensus.
  • Consensus Mechanism: The set of rules and algorithms that network nodes use to agree on the validity of transactions.

    • Proof of Work (PoW): Requires miners to solve complex mathematical puzzles using computational power (e.g., Bitcoin).
    • Proof of Stake (PoS): Requires validators to lock up ("stake") native tokens as collateral to participate in block validation (e.g., Ethereum).

🔑 2. Ownership & Security: Wallets and Keys

  • Public Key (Address): An alphanumeric string that acts like your bank account number or email address. It is safe to share publicly so others can send you digital assets.
  • Private Key: A secret cryptographic passphrase or key that grants full access and control over your wallet assets. Never share your private key or seed phrase with anyone.
  • Seed Phrase (Recovery Phrase): A sequence of 12 to 24 random words generated when you set up a wallet. It acts as the master backup key to restore your wallet and access your funds on any device.
  • Hot Wallet vs. Cold Wallet:

    • Hot Wallet: A software-based crypto wallet connected to the internet (e.g., browser extensions, mobile apps), making it convenient for frequent transactions but higher risk.
    • Cold Wallet: An offline hardware device (e.g., Ledger, Coldcard) designed to isolate private keys from internet-connected threats.

⚙️ 3. Execution & Functionality: Smart Contracts and Apps

  • Smart Contract: Self-executing code stored on a blockchain that automatically enforces agreement terms once predetermined conditions are met—eliminating the need for intermediaries.
  • dApp (Decentralized Application): Applications built on top of a blockchain network that run via smart contracts rather than centralized cloud servers.
  • Gas Fees: Network transaction fees paid to validators or miners to cover the computational energy required to process actions on a blockchain.
  • Layer 1 vs. Layer 2:

    • Layer 1 (L1): The underlying primary blockchain network (e.g., Bitcoin, Ethereum, Solana) that handles base security and finality.
    • Layer 2 (L2): Secondary frameworks or companion networks built on top of an L1 to increase transaction speeds and lower gas fees (e.g., Arbitrum, Optimism, Base).

💰 4. Financial & Market Concepts

  • Tokenomics: The economic design, supply dynamics, utility, and distribution model of a cryptocurrency or token project.
  • DeFi (Decentralized Finance): Financial services—such as lending, borrowing, trading, and earning interest—built on smart contracts without traditional banks or financial intermediaries.
  • Liquidity: The ease with which an asset can be bought or sold in a market without significantly impacting its price.
  • DYOR (Do Your Own Research): A foundational golden rule in the Web3 space reminding users to independently verify technical code, whitepapers, and team backgrounds before making any capital commitments.

💡 Quick Cheat Sheet

"Not your keys, not your coins."

If you do not hold the private keys or seed phrase to your digital wallet, you do not truly own the assets inside it—a centralized entity or exchange does. Always prioritize security first as you explore the space.

🙏To support my work, Helping to keep the signal high and the noise low:

👉 Cashapp: $thedinarian

👉 Buy me a coffee: https://buymeacoffee.com/thedinarian

👉 PayPal: Scan the QR code below 📲 or Click Here

👇 Crypto Donations 👇

XRP: r9pid4yrQgs6XSFWhMZ8NkxW3gkydWNyQX
XLM: GDMJF2OCHN3NNNX4T4F6POPBTXK23GTNSNQWUMIVKESTHMQM7XDYAIZT
XDC: xdcc2C02203C4f91375889d7AfADB09E207Edf809A6

Read full Article
post photo preview
AI Is Coming for Your Job Title

Artificial intelligence may or may not take your job, but it has already broken into the human resources department and vandalized the org chart.

The evidence is all over LinkedIn, where perfectly serviceable occupations now arrive wearing titles such as “forward-deployed and agentic AI architect.” That person may be building sophisticated software. They may also be helping a chatbot remember what happened three prompts ago. Either way, somebody approved the business cards.

The expanding AI lexicon offers a useful counterpoint to the darker debate about technology and employment. Most discussion centers on how many jobs AI will eliminate. Hiring data presents a more complicated picture that includes a weak overall labor market containing a small but rapidly growing neighborhood of AI-related work.

Indeed Hiring Lab found that the number of postings on Indeed mentioning AI surged 134% from its February 2020 level by the end of 2025, even as total postings stood only 6% above that benchmark. AI appeared in a record 4.2% of Indeed postings in December.

AI, in other words, is not merely changing work. It is adding syllables to it.

The Titles Employers Actually Want

The undisputed champion is AI engineer, which ranked No. 1 on LinkedIn’s 2026 Jobs on the Rise list. The ranking, based on growth during the previous three years, also highlighted AI consultants and strategists, AI and machine-learning researchers and data annotators.

The title is popular partly because it is wonderfully accommodating. An AI engineer might build applications around large language models, connect corporate data to an AI system, improve model performance or spend Thursday afternoon persuading a customer service bot not to offer refunds for products the company doesn’t sell.

Indeed’s data showed the terminology spreading beyond Silicon Valley. Nearly 45% of data and analytics postings contained an AI-related term at the end of 2025, along with roughly 15% of marketing postings and 9% of human resources listings. A more recent Indeed analysis reported by Business Insider found that the number of frequently advertised job titles explicitly referencing AI rose from 264 in 2022 to 822 in the first quarter of 2026. Nearly two-thirds were outside traditional technology fields.

That produces titles such as AI marketing manager, AI learning specialist, responsible AI counsel and AI transformation lead. These are not always new occupations. Frequently, they are familiar jobs that have discovered a highly effective résumé keyword.

LinkedIn data cited by the World Economic Forum estimated that AI investment has supported 1.3 million positions, including AI engineers, data annotators and forward-deployed engineers, plus more than 600,000 AI-enabled data center jobs. The server racks, unlike the chatbots, still need electricians.

The Jobs With the Science-Fiction Salaries

At the upper end, AI has created a compensation market that resembles professional sports, except the competitors wear hoodies and discuss inference latency.

Syracuse University review put chief AI officer compensation between $200,000 and more than $500,000, while specialized roles can exceed $400,000 after bonuses and equity. Frontier research engineers, AI infrastructure specialists and engineers who can train or deploy advanced models command some of the largest packages.

Then there is the forward-deployed engineer, an old Palantir title that the AI boom has placed on a rocket sled. These engineers embed with customers, translating an executive’s desire to “do something with AI” into software that works. The Next Web reported that Indeed postings for the role were about 19 times higher in January than a year earlier.

CTO guide from the blog Signal Through the Noise placed forward-deployed engineer compensation between $238,000 and $700,000, research-engineering packages as high as $1.4 million and chief AI officer compensation above $1 million in some cases. It also made a less flattering observation: Many lavishly differentiated titles describe the same three basic functions. People build AI products, train models or keep the infrastructure from catching fire.

The Department of Unnecessary Titles

AI has created some genuinely new work. Evals engineers design tests to determine whether models perform reliably. AI red teamers try to make systems fail before customers do. Model behavior engineers study why an AI system responds as it does. AI governance leaders manage risks involving data, bias, security and regulation.

Other titles seem to have escaped from a brainstorming retreat.

There is the Claude Evangelist, whose mission apparently combines product education with the traditional duties of an apostle. There are vibe coders, who build software by describing what they want and accepting AI-generated code with varying degrees of supervision. “Vibe engineer” is the more respectable version, roughly equivalent to putting on a blazer before asking the machine to fix the login page.

“Context engineer” is a real discipline involving the data, instructions, memory and tools supplied to AI models. “Prompt engineer,” once advertised as a possible six-figure profession for gifted chatbot whisperers, is increasingly treated as one skill inside a broader AI role.

The CTO guide also identified “builder,” “AI-native developer,” “RAG engineer,” “agentic AI engineer” and “principal agentic GenAI forward-deployed context architect,” the last of which appears to require both technical proficiency and exceptional lung capacity.

Has AI created entirely new jobs? Absolutely. Some occupations, including AI safety, evaluation and model governance, exist because modern generative systems introduced new technical and business problems. However, many job titles are old jobs with fresh vocabulary, higher salary bands and a sudden aversion to the words “software developer.”

That may be the safest prediction about AI and employment. The machines will automate some tasks, generate others and force companies to rethink the division of labor. Before any of that is settled, however, corporate America will form a steering committee, appoint a chief agentic transformation evangelist and schedule a meeting to determine what that person does.

Source

🙏 Donations Accepted, Thank You For Your Support 🙏

If you find value in my content, consider showing your support via:

🙏 Cashapp: $thedinarian

🙏 Buy me a coffee: https://buymeacoffee.com/thedinarian

🙏 PayPal: Scan the QR code below 📲 or Click Here

🙏 Crypto Donations 👇
XRP: r9pid4yrQgs6XSFWhMZ8NkxW3gkydWNyQX
XLM: GDMJF2OCHN3NNNX4T4F6POPBTXK23GTNSNQWUMIVKESTHMQM7XDYAIZT
XDC: xdcc2C02203C4f91375889d7AfADB09E207Edf809A6

Read full Article
post photo preview
🤖 Decentralized Intelligence by Design: Unpacking the Bittensor Flywheel

In the legacy tech world, artificial intelligence is governed by corporate monopolies. Companies like OpenAI and Google scale by capturing massive capital, locking talent behind non-disclosure agreements, and building closed-source infrastructure. 🛑

Bittensor flips this paradigm completely on its head. By combining a Bitcoin-inspired tokenomic model with a permissionless, competitive architecture, Bittensor doesn't just fund AI development—it orchestrates an unstoppable digital commodity flywheel. 🌪️

Here is an analysis of how the Bittensor ($TAO$) Flywheel Effect operates, and why its economic design is quietly building the foundation for generalized, open-source intelligence.

1. ⚙️ The Core Engine: The TAO Emission Mechanism

Unlike traditional crypto projects driven by private sales or VC allocations, Bittensor enforces a strict meritocracy. There are exactly 21 million TAO tokens that will ever exist, mimicking Bitcoin’s scarcity framework. 🪙

The network’s core engine releases 7,200 TAO daily across the ecosystem. This issuance isn't handed out randomly; it is dynamically distributed to specialized mini-marketplaces known as Subnets via a game-theoretic protocol called Yuma Consensus.

2. 🔄 The Three Stages of the Flywheel

The Bittensor flywheel works because it directly aligns the local self-interest of developers, miners, validators, and capital providers with the global health of the network. 🎯

🛡️ Phase 1: High-Barrier Subnet Competition

To build on Bittensor, an entrepreneur or developer group must purchase and "burn" or lock up a significant amount of TAO to secure a Subnet slot.

  • The Filter: This entry barrier filters out noise.

  • The Result: It ensures that only teams with mature concepts and solid execution capabilities (like decentralized storage, protein folding, or LLM inference) enter the arena.

💎 Phase 2: Alpha Token Emissions & Talent Attraction

Once a subnet is live, it competes aggressively against other subnets for a slice of the daily 7,200 TAO pool. Under the Dynamic TAO framework, each subnet utilizes its own localized native token (Alpha tokens). 🧪

  • Reward: The subnets that produce the highest utility or most innovative AI products receive a larger allocation of global TAO emissions.

  • Incentive: These emissions fund the subnet's local Alpha pool, offering massive financial rewards to the best Miners (who provide the actual compute/AI models) and Validators (who verify the accuracy and value of the work).

🔒 Phase 3: The Liquidity Loop and Token Scarcity

Because Alpha tokens are inherently priced relative to TAO, external investors or users who want to stake on or utilize a specific high-performing subnet must first acquire TAO. 📈

  • As a subnet's product quality improves, demand for its Alpha token surges.

  • To buy Alpha, participants must buy and lock up TAO in decentralized liquidity pools.

  • This removes circulating TAO from the open market, reducing effective float and driving up the value of TAO.

3. 🚀 Why the Flywheel is Unstoppable

The beauty of this cycle is that it feeds itself:

Higher TAO Price ➡️ More Valuable Subnet Emissions ➡️ Attraction of Higher-Tier Talent/Compute ➡️ Superior AI Products ➡️ Increased Network Demand ➡️ Higher TAO Price📈

Traditional startups spend millions on recruitment and marketing. Bittensor bypasses this entirely: its emission schedule acts as a global bat-signal for talent. 🌍

If a miner in Eastern Europe or a data scientist in Tokyo can optimize an open-source model to solve a specific subnet's prompt better than anyone else, the network automatically and frictionlessly rewards them.

💡 The Takeaway

Bittensor is more than a blockchain; it is an economic computer designed to run incentive structures in massive parallelism. By treating machine intelligence as a digital commodity and wrapping it in a circular value flow, the Bittensor flywheel transforms raw computational energy into an emergent, open-source super-intelligence. 🧠⚡

As subnets mature from raw infrastructure into client-facing enterprise APIs, the velocity of this flywheel is poised to redefine the economics of AI forever.

I hope this was helpful ~Dinarian888♾

🙏 Donations Accepted, Thank You For Your Support 🙏

If you find value in my content, consider showing your support via:

💳 Stripe:
1) or visit http://thedinarian.locals.com/donate

💳 PayPal: 
2) Simply scan the QR code below 📲 or Click Here

🔗 Crypto Donations Graciously Accepted👇


XRP: r9pid4yrQgs6XSFWhMZ8NkxW3gkydWNyQX
XLM: GDMJF2OCHN3NNNX4T4F6POPBTXK23GTNSNQWUMIVKESTHMQM7XDYAIZT
XDC: xdcc2C02203C4f91375889d7AfADB09E207Edf809A6

Read full Article
See More
Available on mobile and TV devices
google store google store app store app store
google store google store app tv store app tv store amazon store amazon store roku store roku store
Powered by Locals