✅RISKS IN DEFI 1. Smart Contract Vulnerabilities 2. Rug Pulls (malicious project creators) 3. Overcollateralization Risks 4. Impermanent Loss for liquidity providers 5. Regulatory uncertainty

🧬 Bad news for medical LLMs. This paper finds that top medical AI models often match patterns instead of truly reasoning. Small wording tweaks cut accuracy by up to 38% on validated questions. The team took 100 MedQA questions, replaced the correct choice with None of the other answers, then kept the 68 items where a clinician confirmed that switch as correct. If a model truly reasons, it should still reach the same clinical decision despite that label swap. They asked each model to explain its steps before answering and compared accuracy on the original versus modified items. All 6 models dropped on the NOTA set, the biggest hit was 38%, and even the reasoning models slipped. That pattern points to shortcut learning, the systems latch onto answer templates rather than working through the clinical logic. Overall, the results show that high benchmark scores can mask a robustness gap, because small format shifts expose shallow pattern use rather than clinical reasoning.

one important thing is that AI isn't just about writing fancy prompts the real advantage is knowing how these systems work, like tuning for context, reliability, scale, and integrating them into your workflow that's the gap between people who shape AI and those who just use it

Hybrid Custody offers a different path. By combining dual party and dual key architecture, it preserves user control while adding a safety layer against both theft and permanent loss. One key remains in the user’s hands, while the other serves as a recovery co signing safeguard.

The SEC’s decentralization framework has been corrupted and used to persecute builders —incentivizing rug pulls over value creation. It’s time to fix it. Decentralization should mean the absence of control, not the suppression of ongoing efforts. Here’s how and why👇 Network tokens — tokens that derive substantial value from the operation of a blockchain (eg BTC, ETH, SOL) — can have embedded trust dependencies that result in information asymmetries. Where those trust dependencies are minimized, network tokens look like commodities with low information asymmetry risk. Where those trust dependencies are significant, network tokens can look like securities with high information asymmetry risk — supporting the use of disclosures requirements under securities laws. The two primary trust dependencies relating to network tokens are: (1) control and (2) ongoing efforts. The SEC’s 2019 Decentralization Framework sought to eliminate the risk of information asymmetries by defining decentralization to mean the absence of BOTH control and ongoing efforts. Their reasoning was clear — where network tokens were “sufficiently decentralized” tokens functioned more like commodities. But this is the wrong approach! It’s created significant perverse incentives — builders can actually reduce their regulatory risk by abandoning their projects or by masking their ongoing efforts (“decentralization theater”). Builders HATE this conception of decentralization. We need to incentivize builders, not hinder them. A better two-pronged approach can achieve this: 1⃣Decentralization should be redefined as “the absence of control.” This eliminates significant risk and preserves one of the core features of blockchains – they can function without human control. 2⃣A targeted and light touch disclosure framework can be used to eliminate information asymmetries that might arise from ongoing efforts. Collectively, this approach would foster innovation and protect users – ensuring decentralization empowers builders rather than being weaponized against them. Full article linked below.

Genspark AI Agent just released AI Designer. You can now have an AI agent that performs deep research and generates entire brand design systems. 5 powerful use cases + how to try👇: 1. From asset creation to full working site

🔥ICYMI: CZ at #BNBDay Tokyo: “If I were 20 years younger, I’d build... ▪️AI trading agent ▪️Privacy-focused perp DEX DEX volumes could surpass CEX.🚀 Next big breakthroughs? Blockchain x AI, RWA, and stablecoins.”

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