The transition from Black Box to Glass Box AI. Trust is the next moat, and interpretability is the tool to build it.
Use feature probing for high-stakes monitoring. It is more effective and cheaper than using LLMs as judges for tasks like PII scrubbing.
Understanding model internals is no longer just a safety research project. It is a production requirement for any builder deploying AI in regulated or high-stakes environments over the next 12 months.
The transition from completion to agency means benchmarks are moving from static snapshots to active environments.
Integrate unsolvable test cases into internal evaluations to measure model honesty.
Success in AI coding depends on navigating the messy, interactive reality of production codebases rather than chasing high scores on memorized puzzles.
The transition from technology push to market pull requires builders to stop focusing on the stack and start obsessing over user psychology.
Apply the Mom Test by asking users about their current workflows instead of pitching your solution. This prevents building expensive features that nobody uses.
The next decade of AI will be won by those who understand the human condition as deeply as they understand the transformer architecture.
OGs are cashing out. Heavy selling pressure above $120k comes from early Bitcoin whales transferring wealth to "fair-weather" DAT holders, creating a fragile market structure.
Politics now dictate portfolio risk. Zohran Mamdani’s rise signals a shift to redistributionist politics. If this trend goes national, it’s a clear signal to liquidate assets, as redistribution historically crushes asset prices.
Invest in clean assets with real yield. In a market saturated with VC-owned tokens, assets like Hyperliquid (HYPE) stand out due to their airdrop-only distribution and fee-driven buy-and-burn mechanism, creating a direct link between platform usage and token value.
**Privacy Isn't a Feature; It's the Foundation.** For institutions, confidentiality is non-negotiable. Any network aiming to attract serious capital must offer privacy that allows for compliance without broadcasting every move to the world.
**Real Adoption Is a Long Game.** Chasing bull market hype is a losing strategy for enterprise adoption. Canton’s success with partners like Goldman Sachs, DTCC, and Citadel demonstrates the power of prioritizing utility and compliance over a premature token launch.
**The Next Wave Is Tokenizing Everything.** The goal is to move beyond crypto-native assets. The real prize is upgrading the rails for the world's existing financial system—equities, bonds, and treasuries—by making them digitally native, 24/7, and instantly settleable.
Focus or Fade. As the industry matures, companies must shed non-core business units to become world-class at one thing. For Blockworks, that's data, not news.
Buy the Theme. Public market investors will pay a massive premium for the only stock representing a major crypto trend (e.g., Securitize for tokenization), often making it a better trade than trying to pick winners among underlying assets.
Growth is Subsidized. Major L1/L2 foundations are actively paying for enterprise adoption (e.g., Solana and Western Union). This is a standard business practice to kickstart network effects, but the long-term ROI remains unproven.
Social Proof is the New Alpha. FOMO’s core bet is that transparently tracking successful wallets is a more powerful discovery mechanism than traditional research. By making on-chain activity legible and social, it unlocks a new paradigm for retail investing.
User Experience Wins the Next Cycle. The next 100 million crypto users will not be onboarded with seed phrases and gas fees. By abstracting away all technical friction and mirroring the seamlessness of Web2 apps, FOMO provides a blueprint for mass adoption.
Trading is Becoming a Spectator Sport. By turning trading performance into a form of content, FOMO is building a new financial creator economy. The best traders are the new influencers, and their alpha is the content that drives the entire ecosystem.
The Internet Gets Its Native Wallet. x402 uses crypto to finally fulfill the internet's original vision of direct, peer-to-server payments, unlocking an economy of micropayments for everything from accessing an article to running an AI model.
The Ad-Supported Web Is Obsolete. AI agents that retrieve information without viewing ads are killing the web's 20-year-old business model. x402 provides the new economic rails for a pay-per-use internet where value is exchanged for resources, not attention.
Build Composable Money Legos. The biggest opportunity lies in creating simple, single-purpose APIs that agents can easily discover and compose. Think of it as building for the App Store of the emerging AI agent economy.
Despite the brutal sentiment, both speakers remain bullish, predicting a sharp reversal and a new all-time high for Bitcoin by the end of the year once macro clarity emerges.
Macro is King. Bitcoin's fate is now tied to the broader economy. Forget four-year cycles; the key catalyst is a resolution to the government shutdown, which could unlock pent-up energy in the market.
The Treasury Trade is Toast. The era of companies boosting their stock by simply buying Bitcoin is over. Expect a painful shakeout as the market demands real utility and revenue, leading to more forced selling.
