Every person who issues new assets on-chain has experienced this awkward moment: liquidity is as sparse as raindrops in the desert, and when users see the price they ask "Where does this data come from," while we can only pass the buck to the oracle. In simple terms, the final step of the product often gets stuck on the two most basic questions: "Is the data reliable?" and "Is the operation safe?"

Last year, we had to accept this situation and eat the cost, but this year, the situation has reversed.

The new generation of oracles, represented by APRO Oracle, are no longer just price feeding tools. For us developers, they are more like embedded super product managers within the protocol, providing unprecedented support in several key dimensions.

**Breaking through the cold start hurdle, someone has finally come to solve it.** New runes, new NFT series, niche RWA projects launching—what hurts the most is that no one dares to quote prices. Traditional oracles rely on sufficient liquidity to support them, but this system actively explores initial off-chain prices and OTC interest prices, aggregates and verifies them, and directly feeds them to the market. What’s the effect? The moment users open their wallets, they can see the valuation—although it’s definitely volatile, the gap between "having value" and "no value" in the ecosystem is worlds apart. This is how the perception problem of new assets is solved.

**Complex interactions become more humanized.** The operational logic of DeFi, Social, and GameFi is becoming increasingly brain-burning, and ordinary users get scared when they see contract call chains. If we integrate APRO’s simulation layer into the front end, "translating" the potential consequences of on-chain operations into plain language—such as what happens when executing this staking, or what the slippage will be—suddenly turns a black box into transparency. Fear dissipates, and only then can conversions happen.