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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

December 14, 2025

The Hidden Cost of Zero-Fee DEX's

The Gwart Show

Crypto
Key Takeaways:
  1. Strategic Shift: The Perp DEX market is maturing beyond raw volume. Sustainable competitive advantages will come from transparent economics, innovative collateral, and robust on-chain security.
  2. Builder/Investor Note: Focus on projects solving the retail onboarding problem and those building sophisticated, yield-bearing, or cross-asset collateral systems with sound liquidation mechanics.
  3. The "So What?": Expect market consolidation over the next 5 years, with a handful of dominant Perp DEXs emerging, mirroring the CeFi landscape. Innovation in core primitives, not just new markets, will define the winners.
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December 13, 2025

Why This Token Launch Is Different

The Rollup

Crypto
Key Takeaways:
  1. Community First: Prioritizing the community through token allocation and buybacks fosters a stronger, more engaged user base from the outset.
  2. Utility Over Hype: Launching with immediate, tangible utility drives genuine adoption and long-term value creation.
  3. Ecosystem Growth: Continuously expanding the ecosystem with new features and integrations ensures sustained relevance and attracts a broader audience.
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December 12, 2025

Rate Cuts! ETH’s Comeback? & All Markets Going Onchain?

Bankless

Crypto
Key Takeaways:
  1. ETH is positioned for a potential resurgence fueled by technological advancements, institutional investment, and a shift in market sentiment away from solely favoring Solana, mimicking Bitcoin’s rise in the 2021 cycle.
  2. ZK technology is fundamentally changing the Layer 2 landscape, unifying liquidity and enabling seamless interaction with Layer 1, which may lead to standardized infrastructure and increased institutional adoption.
  3. Regulatory winds are shifting, with agencies embracing crypto, banks legitimizing Bitcoin as collateral, and the potential passage of the Clarity Act paving the way for Wall Street's tokenization efforts.
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December 11, 2025

Maciej Kula: Bittensor Halvings, Chain Buys, TaoFlow, Latent Holdings, LearnBittensor | Ep. 76

Ventura Labs

Crypto
Key Takeaways:
  1. Focus on understanding the fundamentals of incentive mechanisms, not just surface-level information, to adapt to Bittensor's frequent changes.
  2. Proxy wallets will enhance security by allowing users to isolate activities and protect their primary wallets.
  3. Monitor subnet inflows to understand the impact of TaoFlow and identify potential opportunities or risks.
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December 11, 2025

The Airdrop Mistake Luca Netz Won’t Repeat

The DCo Podcast

Crypto
Key Takeaways:
  1. Prioritize Early Alignment: To benefit from Abstract's ecosystem rewards, demonstrate commitment now, not right before a potential airdrop.
  2. Community Over Opportunism: Future rewards will favor genuine holders and active community members over short-term profit seekers.
  3. No Second Chances: Don't expect warnings or sympathy if you try to "grift" the system; Netz is committed to protecting loyal users.
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December 11, 2025

The Return of Corporate Blockchains | Roundup

Bell Curve

Crypto
Key Takeaways:
  1. Enterprise blockchains are making a comeback by embracing crypto, not avoiding it, marking a significant shift from the failed attempts of 2018.
  2. The success of corporate chains hinges on strategic focus, prioritizing ecosystems and BD, over trying to dominate the entire value chain, as too much control can stifle innovation.
  3. Public, permissionless blockchains must remain relevant by continually finding product-market fit in emerging segments to maintain their monetary premium amid increasing competition from verticalized corporate chains.
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