In decentralized systems, the real danger often lies not in code vulnerabilities, but in the "default choices" that are never questioned. This risk is amplified when artificial intelligence begins to participate in transaction execution, resource allocation, and even governance decisions. If an outcome merely "appears reasonable" but cannot be proven, reproduced, or audited, then so-called decentralized trust is simply outsourced to probability and models. This is why I believe the @inference_labs approach is crucial. @inference_labs focuses not on how intelligent the model is, but on whether the decision is responsible and traceable at the moment it occurs. By turning the reasoning process itself into a verifiable object, every output can answer "why this happened" and "whether it meets preset constraints." Errors are no longer hidden within the model but can be discovered, questioned, and corrected. Embedding capabilities like JSTprove directly into real-world systems allows zkML to move beyond the demonstration stage and truly enter production environments. In my view, @inference_labs represents a mature AI + Web3 direction: not pursuing unlimited expansion, but first establishing solid accountability and verification. #inference #KaitoYap @KaitoAI

For some time now, I've been following @inference_labs' TruthTensor and its "auditable autonomy" approach. It doesn't present a "God robot" that simply posts screenshots of profits, but rather a verifiable reasoning system: the model is sliced and proven in parallel, transformed into zero-knowledge circuits, and then inferred on distributed nodes before being pieced together to form a verifiable result. This means that the agent not only provides conclusions but also explains "why it did so." Data from over 50,000 transaction brokers, over 40,000 builders, and 400,000 agent decisions shows that this model is being used in practice. If @inference_labs' path succeeds, the role of AI in DeFi will fundamentally change: from blindly following signals to collaborating with auditable and explainable agents. The standard for measuring AI in the future may no longer be short-term ROI, but rather whether it follows a predetermined strategy in different market environments, whether it can be audited, and whether it is stable in the long term. This is not a technological gimmick, but a shift from personality cult to results-oriented and institutional trust. #inference #KaitoYap @KaitoAI

As part of RWA's business expansion, Orderly (@OrderlyNetwork) brought gold (XAU) and silver (XAG) directly onto the blockchain, essentially a signal-level move. Real-world prices, on-chain transactions, no tokenization or packaging, and support for 20x leverage mean that commodities are no longer just "tokenized concepts," but have truly entered the on-chain trading system. Even more interesting is Orderly (@OrderlyNetwork)'s UCC design. Unlike leaderboards, it's more like an entire season: with characters, competition, and a storyline. Trading is no longer an isolated act, but a process observed, participated in, and amplified by the community. The results are also evident: during periods of market volatility and with BTC dropping below 86K, Orderly's DEX trading volume actually increased by 26% overall, and $ORDER trading volume increased by 57%, with both users and revenue rising simultaneously. This demonstrates the value of @OrderlyNetwork's unified liquidity under pressure, and that "making narratives infrastructure" is not just a gimmick, but a long-term strategy that enhances participation and resilience. #OrderlyNetwork #SDK #DEX $ORDER @OrderlyNetwork #Yap #KaitoYap @KaitoAI

The RAAC Points Program officially launches this Thursday, with @ApeBond offering $1 million worth of $pmUSD tokens! 🙈 Details? For every $1 USDC/USDT deposited, you'll receive up to $1.05 worth of gold-backed stablecoins. Want more? We'll give you an 8x RAAC Points bonus! 👀 But… it's members only! 🙊

ApeX DEX (@OfficialApeXdex) is pushing on-chain perpetual trading towards a form closer to that of a professional trading platform. With 95+ trading pairs, up to 100x leverage, and extremely fast spot swaps, plus NBA and Premier League prediction markets, the reasons for trading are no longer singular. More importantly, the Omni architecture aggregates multi-chain liquidity into a single intent-based execution, with virtually imperceptible cross-chain costs. First-season points are still being released, and participation is possible through trading, staking, and depositing. This incentive structure is very friendly to active traders. As RWA, AI-assisted trading, and fully non-custodial models are gradually implemented, ApeX (@OfficialApeXdex) is not just a Perp DEX, but rather building a high-frequency, multi-asset, scalable on-chain trading infrastructure, worthy of continued monitoring. @ApeXProtocolCN @KaitoAI #APEX #DEX #KAITO

Having experienced @ferra_protocol, what truly impressed me about Ferra Protocol wasn't any single feature, but rather its redefinition of the LP role. Most DEXs treat liquidity providers as "passive pools," accepting volatility, impermanent loss, and inefficiency from the outset. However, Ferra @ferra_protocol decouples risk and return through CLMM, DLMM, and DAMM, allowing LPs to actively choose their exposure methods. DLMM, in particular, places liquidity within discrete price ranges, significantly reducing slippage and wasted funds in high-volatility markets—a positive feedback loop for both traders and LPs. I prefer to view Ferra @ferra_protocol as an adaptive liquidity infrastructure rather than a simple DEX. It empowers funds to "think," rather than passively absorb losses. If this design continues to work effectively within the Sui ecosystem, it could potentially create a deeper liquidity moat in the long run, which is far more reliable than short-term incentives. #ferra_protocol #KaitoYap @KaitoAI

I remember participating in the points program during the first wave, and then just joining casually afterwards. However, the biggest difference with @StandX_Official isn't about "speed and excitement," but rather about doing one thing traders often overlook: ensuring their margin doesn't sit idle. Using DUSD as margin, you can consistently earn 3-5% annualized return even without opening positions. This is actually very friendly in volatile markets; your capital is constantly generating value, and your mindset is more stable. Furthermore, the @StandX_Official team has backgrounds in Binance Futures and Wall Street, giving them a more professional understanding of trading, risk management, and liquidity, rather than relying on marketing hype. Without the baggage of early VC funding, they focused on developing the product themselves before securing a Solana grant. This pace makes me more willing to observe them long-term. The features aren't flashy, but trading, LP, hedging, and tasks all revolve around "improving capital efficiency," making it the type that gets smoother the more you use it. StandX @StandX_Official isn't just telling stories; they're genuinely addressing the real pain points of traders. #Yap #KaitoYap @KaitoAI #StandX #DeFi

🔥@0xSoulProtocol is more like a severely undervalued infrastructure layer than a protocol that tells a story about yield. It doesn't try to compete with Aave, Compound, or Morpho for capital; instead, it stands on top of them, reorganizing the fragmented cross-chain lending liquidity. One-time deposit, cross-chain borrowing, no bridges, no network switching—this experience made me feel for the first time that "full-chain lending" wasn't just a concept, but something that was actually happening. Even though the current interaction still has room for refinement, the improvement in capital efficiency is real: collateral is beginning to flow freely like true global assets. The value of Soul @0xSoulProtocol doesn't come from incentives, but from the coordination itself. As DeFi continues to expand, this coordination layer will only become more important. Combined with the intelligent decision-making capabilities provided by @inference_labs, capital and understanding are beginning to merge, and DeFi is moving from "competing on protocols" to "competing on understanding." This path is slow, but the direction is absolutely right. #KaitoYap @KaitoAI #Yap

Euler becoming the first protocol to launch on @brevis_zk Incentra speaks volumes about the quality of this architecture. Brevis @brevis_zk I didn't follow the traditional path of "custom contracts + backend scripts + manual scoring," but instead used a fully verifiable method to compress complex on-chain behavior into clear, reliable signal outputs. For developers, on-chain activity verification has become a "plug-and-play" tool for the first time, requiring no cryptography knowledge and no sacrifice of decentralization. More importantly, Brevis @brevis_zk I leaves heavy computation in the proofs, minimizing the on-chain burden and achieving lower gas, faster response, and higher security. It's not about stacking features, but about optimizing blockchain resource utilization at the system level. If the keywords for the next generation of dApps are intelligence, affordability, and speed, then Brevis has essentially paved the way. #Brevis #kaito #kaitoyap @KaitoAI

ApeX (@OfficialApeXdex) is currently in a very healthy state. The short-term drop in trading volume is not unexpected; sideways market conditions naturally reduce trading frequency. However, the stable open interest indicates that core traders have not left the market. With only two weeks left in the first season's promotion and the points pool nearing its end, this feels more like a natural conclusion than a result of artificially inflating data through strong incentives. What ApeX (@OfficialApeXdex) is truly doing is what most platforms fail to do: liquidity doesn't collapse due to increased trading volume, the fee structure genuinely favors high-frequency, active traders, and the underlying system is designed for "daily traders," not just casual observers. This consistently chosen trading venue, once a habit is formed, will naturally drive the market forward. It's not about announcements or gimmicks, but about user experience and efficiency—the common path that top trading platforms have truly taken in the early days. @KaitoAI #APEX #DEX #KAITO