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AI Podcasts

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.
See full notes
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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July 21, 2025

José Macedo and Pondering Durian: The Birth of Delphi Intelligence

Delphi Digital

AI
Key Takeaways:
  1. Invest in AI's Tailwinds: The essential question for any AI investment is: "Does this business get better as foundation models improve?" Companies fighting against the current of AI's scaling laws are on the wrong side of a powerful trade.
  2. The "Mag 7" Will Expand, Not Just Turn Over: AI is not a zero-sum game for incumbents. The total addressable market is set to 10x as AI drives labor costs toward zero, creating room for a "Mag 25" and turning today's $500B companies into tomorrow's $5T behemoths.
  3. Private Market Alpha Exists, But Edge is Paramount: The private AI market cap is a mere ~$700B, signaling massive growth potential. However, like in crypto, investors must be paranoid about their "edge," as the best deals require deep ecosystem access to avoid negative selection.
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July 21, 2025

The Future of Software Development - Vibe Coding, Prompt Engineering & AI Assistants

a16z

AI
Key Takeaways:
  1. **AI Isn't a Feature; It's a New Infrastructure Primitive.** For the first time, developers are outsourcing logic, not just resources. This fundamentally changes how software is built, valued, and sold.
  2. **Abandon Zero-Sum Thinking.** The AI market is in a massive expansion phase, not a consolidation battle. Value is accruing at every layer of the stack simultaneously; assuming one layer's gain is another's loss is a flawed thesis.
  3. **The Future is More Developers, Not Fewer.** AI tools augment productivity and lower the barrier to entry. This elevates the developer's role to focus on product design and workflow definition—the *real* hard problem in software.
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July 20, 2025

Hash Rate - Brief #1 - Chutes

Hash Rate pod - Bitcoin, AI, DePIN, DeFi

AI
Key Takeaways:
  1. **A Killer Value Prop:** Chutes makes deploying powerful AI models 85% cheaper and as easy as building a website on Squarespace.
  2. **The Investor's Dilemma:** While all revenue is used to buy back the Chutes alpha token, this currently covers only 10% of the daily token emissions. The token's price stability is heavily dependent on external market demand outstripping this inflation.
  3. **Watch for Catalysts:** Two key events could dramatically increase buy pressure: the imminent launch of BitTensor subnet tokens on Solana and an anticipated wave of institutional capital from newly formed crypto hedge funds.
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Crypto Podcasts

July 24, 2025

Hash Rate - Ep 123 - YUMA's Big Bittensor Bet

Hash Rate pod - Bitcoin, AI, DePIN, DeFi

Crypto
Key Takeaways:
  1. The Playbook is Proven. YUMA is running DCG's time-tested Bitcoin strategy on Bittensor—solving access, building infrastructure, and investing to catalyze the entire ecosystem.
  2. The Arbitrage is Complexity. Subnets are wildly undervalued compared to Web2 counterparts. The friction to invest creates a massive opportunity for sophisticated players and platforms (like YUMA and Sturdy) that can simplify it.
  3. The Moat is More Than Code. Bittensor's defense isn't just its protocol. It’s the flywheel of token incentives, a deeply committed community, and a decade-long head start on solving hard problems—a combination that capital alone can't easily replicate.
See full notes
July 24, 2025

Why I Ditched Bitcoin Mining for Ethereum

Bankless

Crypto
Key Takeaways:
  1. **The Bitcoin Mining Business is Broken.** The model of guaranteed profit-halving and a relentless hardware arms race is unsustainable, forcing miners to pivot to more viable ventures like AI infrastructure or ETH staking.
  2. **Ethereum's Target is 10x Bigger Than Bitcoin's.** Ethereum isn't competing with Bitcoin; it's competing with the multi-trillion-dollar traditional finance industry. Its utility in powering stablecoins and DeFi makes its total addressable market exponentially larger.
  3. **A New "Race to a Billion" in ETH Has Begun.** The new competitive arena for public crypto companies is the ETH treasury. Success hinges on aggressive acquisition, capturing investor mindshare, and—critically—generating superior, risk-adjusted yield through staking.
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July 23, 2025

Exposing Crypto Market Makers With Matt Jobbé-Duval

Lightspeed

Crypto
Key Takeaways:
  1. **The Playbook is a Trap.** So-called "active market making" is a destructive financing loop. Projects trade their future for a brief, artificial price pump fueled by selling locked tokens at catastrophic discounts.
  2. **Perps Are the Canary in the Coal Mine.** A sudden, plummeting perpetual futures funding rate is a massive red flag. It often signals that insiders are rushing to hedge their positions before an imminent and devastating spot price collapse.
  3. **Your Chart Is Your Reputation.** Once a token's chart is destroyed by one of these schemes, it becomes incredibly difficult to be taken seriously by the community, investors, or builders, leaving a permanent stain on the project's credibility.
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July 22, 2025

Trading Bitcoin Cycles With Willy Woo

1000x Podcast

Crypto
Key Takeaways:
  1. Don't Get Sidelined. Most of the cycle's gains happen in a handful of days. Trying to trade in and out of a bull market is a high-risk strategy that can easily leave you behind.
  2. Watch the Macro Clock. The Bitcoin cycle top will be dictated by the timing of the global business downturn. This, not internal metrics, is the primary indicator to watch.
  3. Use Price Levels as Triggers, Not Targets. If the macro downturn hits this year, a cycle top in the $140k-$160k range is plausible. Use these levels to re-evaluate risk rather than trying to perfectly time an unknowable peak.
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July 23, 2025

CRYPTOCURRENCY TALK: TALOS, PUMP, ETHENA, HYPERLIQUID - 0xResearch and Friends

0xResearch

Crypto
Key Takeaways:
  1. Product Is King. The market consistently rewards applications that prioritize a simple, effective user experience. Hyperliquid’s mobile integration and the rise of intents-based bridging show that abstract infrastructure plays are losing ground to products that just work.
  2. Incentives Need a Narrative. Pump.fun’s gigantic treasury is a powerful tool, but without a clear strategy and strong communication from the team, it's not enough to prevent a massive loss of market share and investor confidence.
  3. De-Risking Is the New Black. Mature protocols like Ethena are actively moving to reduce complexity and risk, even at the cost of marginal yield. This signals a broader shift towards sustainability and resilience over chasing every last basis point.
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July 22, 2025

Empire Cross-Post: DC Crypto Week Takeaways With Rebecca Rettig & Alexander Grieve

Bell Curve

Crypto
Key Takeaways:
  1. Stablecoins are Mainstream Infrastructure. The Genius Act solidifies stablecoins as a key pillar of the future financial system. For founders and investors, the largest immediate opportunities are in building white-label issuance platforms and other ancillary services for traditional companies.
  2. ICOs Are Back, But With Guardrails. The Clarity Act paves the way for a resurgence in token pre-sales by creating a compliant fundraising path. Founders gain a new capital formation tool, while investors get a clearer framework, albeit with longer lockups for insiders.
  3. The Next Battle is Taxes. With stablecoin and market structure frameworks advancing, the next major regulatory hurdle is tax. Expect a significant push to clarify the tax treatment of staking rewards and other on-chain activities, which will be critical for integration into products like ETFs.
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