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AI Podcasts

July 29, 2025

Will Squires & Chris Zacharia: Macrocosmos Bittensor Subnet 13, Data Scraping, AI Training | Ep. 54

Ventura Labs

AI
Key Takeaways:
  1. Macrocosmos is transforming Subnet 13 from a brute-force data scraper into a sophisticated, revenue-generating marketplace that serves as a foundational utility for the entire Bittensor ecosystem. Their core advice to the ecosystem is to relentlessly pursue real-world market validation over passively collecting protocol emissions.
  2. Data is the New Oil, Subnet 13 is the Rig: With 55 billion rows scraped, Subnet 13 is the de facto data layer for Bittensor, providing the essential fuel for everything from AI model training to real-time sentiment analysis for other subnets.
  3. From Raw Scale to Refined Value: The focus is shifting from merely scraping data to making it accessible. The upcoming "Data Universe" marketplace aims to be a "Bittensor Hugging Face," turning a chaotic data ocean into a library of actionable insights.
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July 28, 2025

James Woodman & Joshua Brown: Targon, Manifold Labs, Bittensor Subnet 4, Compute Markets | Ep. 53

Ventura Labs

AI
Key Takeaways:
  1. Price Discovery is the Product: Targon's auction mechanism isn't just a feature; it's the core product. By forcing compute providers to bid for their payout, the system creates a hyper-competitive environment that reveals the true, market-driven price of compute, incentivizing efficiency and driving costs down.
  2. The Race for Organic Revenue: The entire model hinges on achieving "escape velocity" where organic revenue from inference clients outpaces the reliance on network emissions. With $52,000 returned to the subnet in just eight days, they are proving the model works, but scaling this revenue is the central challenge.
  3. The Future is Financialized Compute: The end goal extends far beyond simply renting out GPUs. By establishing a liquid spot market, Targon is laying the groundwork to introduce financial derivatives like forward contracts and options, allowing enterprises to hedge against compute price volatility just as they do with other commodities.
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July 28, 2025

Balaji Srinivasan: How AI Will Change Politics, War, and Money

a16z

AI
Key Takeaways:
  1. **Embrace Polytheism, Not Monotheism.** The future contains many culturally-specific, specialized AIs, not one superintelligence. The "war of the gods" is a more apt metaphor than a single, all-powerful deity.
  2. **Crypto is AI's Anchor to Reality.** As AI generates infinite probabilistic fakes, crypto's deterministic, on-chain data becomes the gold standard for verifiable truth in finance, media, and beyond.
  3. **The Real AI Threat is Physical, Not Persuasive.** Forget rogue chatbots. The immediate danger is autonomous drones, which are already transforming warfare and turning digital firewalls into hard, physical borders.
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July 26, 2025

Intelligence = Doing More with Less (David Krakauer)

Machine Learning Street Talk

AI
Key Takeaways:
  1. Redefine Your Metrics. Judge intelligence not by what a system knows, but by its resourcefulness—its ability to solve novel problems with minimal information.
  2. Demand Deeper Proof. Don't accept claims of "emergence" based on performance charts. Look for evidence of a representational phase shift—a simpler, more abstract model of the world forming inside the machine.
  3. Think for Yourself. Resist the powerful urge to outsource your thinking to AI. Actively using your cognitive "muscles" is the only defense against the atrophy that convenience culture promotes.
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July 26, 2025

Bittensor Brief #2: VoidAI Wrapped TAO & Subnet Tokens

Hash Rate pod - Bitcoin, AI, DePIN, DeFi

AI
Key Takeaways:
  1. Arbitrage Unlocked: The bridge exposes deeply undervalued Bittensor subnet tokens to the Solana ecosystem, creating a direct pathway to capture the 100x-1000x valuation gap between on-chain and off-chain AI projects.
  2. Incentivized Liquidity: Don’t be deterred by low initial liquidity. VoidAI's Subnet 106 is purpose-built to reward liquidity providers, creating a powerful economic engine designed to bootstrap and sustain deep markets for wrapped Bittensor assets.
  3. AI Meets DeFi: Wrapped TAO and subnet tokens can now be plugged into any Solana DeFi protocol. This opens a new frontier for financial products, allowing users to lend, borrow, and build derivatives on top of assets powered by a decentralized machine intelligence network.
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July 25, 2025

Bittensor Novelty Search :: Subnet 62 Ridges :: Open-Source AI

Opentensor Foundation

AI
Key Takeaways:
  1. **Incentives Outpace Centralized R&D.** Ridges proves that a transparent, competitive market can drive faster innovation than a closed-door lab. The "winner-takes-all" model forces rapid, compounding improvements that are immediately absorbed by the entire network.
  2. **Bittensor's Economic Flywheel is Real.** Ridges is a prime example of subnet composability, creating a powerful economic moat. By using other subnets for cheap inference, it builds a product with R&D and operational costs orders of magnitude lower than competitors.
  3. **The Future is Abstracted.** The plan to onboard developers via Google/Plaid logins with a 30% fee is a brilliant Trojan horse. It lowers the barrier to entry for top talent while creating a powerful, built-in incentive for them to dive deeper into the crypto ecosystem to maximize earnings.
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July 23, 2025

The U.S. Can’t Build AI Without These Materials

a16z

AI
Key Takeaways:
  1. Mining is a software problem. The biggest gains aren't just in new drilling tech, but in using AI to optimize complex, thousand-variable refining processes and automate construction, slashing project timelines from years to months.
  2. Vertical integration is non-negotiable. Selling point solutions to "calcified" incumbents is a dead end. To capture efficiency gains, a company must own the entire process from mine to metal, internalizing risk and innovation.
  3. Government’s biggest lever is buying. To unlock trillions in private capital for this critical sector, the government must act as a reliable customer, providing offtake agreements and price floors that de-risk projects in a volatile commodity market.
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July 22, 2025

Live Demo & Review of the Newest AI Browsers: Dia vs Comet

a16z

AI
Key Takeaways:
  1. Comet is the agent, Dia is the assistant. Comet acts on your behalf across your digital life (scheduling, buying, emailing), while Dia excels as a hyper-competent assistant for automating complex research and content creation.
  2. The killer app is integration, not just chat. The browser that wins will be the one that most seamlessly orchestrates a user's entire digital ecosystem. Comet’s ability to connect and push tasks to core apps gives it the current edge.
  3. The sleeping giants are waking up. With vast user data and powerful proprietary models, Google and OpenAI’s eventual entry into the agentic browser market will be the next major catalyst, likely redefining the competitive landscape.
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July 21, 2025

Pushing compute to the limits of physics

Machine Learning Street Talk

AI
Key Takeaways:
  1. Hardware is the New Frontier. The scaling race isn't about building more data centers for the same old chips. The next 1000x improvement will come from a fundamental paradigm shift that works with physics, not against it.
  2. Noise is a Feature, Not a Bug. The future of efficient computing lies in harnessing stochasticity. The "noise" we spend billions to suppress in classical chips is the very resource that can power probabilistic AI models with unparalleled efficiency.
  3. Prepare for an Algorithmic Renaissance. The dominance of Transformers is a temporary state dictated by current hardware. As thermodynamic computers become available, developers and researchers should dust off their probabilistic ML textbooks—the algorithms of tomorrow will look very different.
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Crypto Podcasts

November 14, 2025

Is The Crypto Bull Market Already Over?

Bankless

Crypto
Key Takeaways:
  1. The Fee Switch Is On. Uniswap's pivot to real-yield tokenomics is a watershed moment. Expect other DeFi protocols to follow, finally aligning token value with protocol success and rewarding long-term holders over mercenaries.
  2. Onshore ICOs Are Back. Coinbase’s new token sales platform for US retail is a massive signal that the industry believes the regulatory tide has turned. This could unlock a new wave of capital and mainstream participation.
  3. Privacy Is A High-Stakes Gamble. While the market is rewarding privacy tokens, the 5-year prison sentence for a wallet developer is a brutal reminder of the risks. Until clear rules are established, building privacy tools in the US remains legally treacherous.
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November 13, 2025

Hash Rate - Ep 144 - SCORE Subnet 44

Hash Rate pod - Bittensor $TAO & Subnets

Crypto
Key Takeaways:
  1. Privacy is Paramount. SCORE’s use of TEEs for a private data track is the key that unlocks enterprise adoption, proving that decentralized networks can handle sensitive information securely.
  2. The 1/10th Price Model Wins. Leveraging Bittensor’s incentive structure allows subnets to radically undercut legacy competitors on price without sacrificing quality, opening up previously inaccessible markets.
  3. Tie Rewards to Revenue. The most sustainable tokenomic model directly links network emissions to real-world cash flow, ensuring the subnet's economy is grounded in tangible business success, not just speculation.
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November 12, 2025

Lean Ethereum: How L1 Reaches 10k TPS | Beast Mode & Fort Mode

Bankless

Crypto
Key Takeaways:
  1. **Ethereum's New Offense:** Lean Ethereum marks a strategic pivot from a defensive, decentralization-first posture to an offensive "Beast Mode," targeting 10,000 TPS on L1—a 500x increase—to become the settlement layer for all of finance.
  2. **The Validator Role is Evolving:** The future validator will verify tiny cryptographic proofs on cheap hardware (like a smartphone), not execute massive blocks. This radical shift, enabled by ZK-EVMs, simultaneously boosts scale and decentralization.
  3. **L1 Scaling is Now Possible Without Centralization:** Unlike competitors who scale by using powerful hardware in data centers, Ethereum's use of SNARKs allows it to scale L1 while *decreasing* hardware requirements, reinforcing its core value proposition.
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November 11, 2025

Hash Rate - Ep 142 - Targon (Subnet 4) Update

Hash Rate pod - Bittensor $TAO & Subnets

Crypto
Key Takeaways:
  1. Proof-of-Work Is Now Verifiable. Targon’s TVM introduces a new primitive for Bittensor, making "proof of useful work" cryptographically verifiable. This technology could become the network’s standard, eliminating fraud and ensuring capital flows to genuine contributors.
  2. The Internal Economy Is the Main Event. The focus has shifted from attracting external enterprise clients to building a robust, circular economy within Bittensor. The success of one subnet directly benefits others, creating a powerful collaborative incentive structure.
  3. Bittensor Is Playing the Long Game Against Centralized AI. The strategy is clear: build a resilient, hyper-efficient decentralized alternative while centralized AI players burn through unsustainable amounts of capital. When the market turns, Bittensor aims to be the "black hole" that absorbs the distressed compute assets.
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November 7, 2025

Finding Alpha In Crypto, Mamdani Wins & The AI Gold Rush | Weekly Roundup

Empire

Crypto
Key Takeaways:
  1. **Ditch the Alts, Buy the Adopters.** The most compelling risk/reward is no longer in L1 tokens but in publicly traded companies effectively integrating blockchain. Think Stripe and Robinhood, not the 25th-largest token on CoinMarketCap.
  2. **Follow the Gamble.** The "gambling energy" from disillusioned younger generations is a powerful market force. That capital has pivoted from crypto to AI. The best trades lie in narratives that capture this retail attention.
  3. **Conviction Over Diversification.** In a market with no consensus, holding a portfolio of "pretty good" assets is a losing strategy. Raise cash by cutting low-conviction plays and concentrate firepower in your highest-conviction ideas.
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November 7, 2025

Bull Market or Fakeout Top? Haseeb’s Crypto Cycle Take

Bankless

Crypto
Key Takeaways:
  1. AI Is The Only Game In Town: The crypto market is currently a passenger in a macro environment dictated by AI. Until that capital rotation shifts, crypto will likely remain highly correlated and susceptible to sell-offs when equities show weakness.
  2. Bitcoin’s Handover Is Bullish: Don't mistake consolidation for a bear market. Bitcoin is undergoing a healthy ownership transfer from early believers to new institutions, building a stronger, deeper foundation for its next leg up.
  3. Decentralization Is About Coercion, Not Paralysis: The ability of a chain’s validators to collectively intervene in a catastrophic hack is a feature, not a bug. True decentralization is measured by a network's ability to resist external pressure, not its inability to make collective decisions.
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