Currently, the Ethereum L2 ecosystem faces a dual shortcoming of "cross-scenario AI decision isolation" and "lack of strategic dimension recognition for contribution value"—traditional RaaS projects' Rollup AI applications (such as DeFi intelligent risk control, GameFi NPC decision-making, RWA asset valuation AI models) operate independently, unable to share decision data and model capabilities, resulting in low AI decision-making efficiency and poor scenario adaptability; ecological contribution value is only confirmed by "execution results" (such as the amount of AI model training data and test counts), without recognizing the value of "strategy innovation" (such as optimizing AI risk control logic and designing GameFi dynamic decision algorithms), making it difficult to quantify the core capabilities of strategic contributors. Caldera enhances AI efficiency through the "Rollup cross-scenario AI decision-making collaborative protocol" and builds a "contribution value intelligent strategy confirmation system" based on $ERA, achieving for the first time cross-scenario AI decision-making collaboration and recognizing the value of strategic contributions, becoming a rare asset in the RaaS track focusing on "AI collaboration + strategy value."
1. Creativity: AI decision-making collaboration + intelligent strategy confirmation, two original designs addressing the pain points of AI isolation and strategy recognition.
The core of creativity is "enabling AI decision-making across scenarios and adding valuable contributions to strategies." Caldera's innovation directly addresses the demand for efficiency in ecological AI and the value of strategic contributors. Unlike traditional RaaS's "AI decision islands," its Rollup cross-scenario AI decision-making collaborative protocol is an industry first—building an "AI model component library + decision data sharing hub": the component library breaks down the AI capabilities of various scenarios into standardized modules (such as the "anomaly transaction identification module" in DeFi, the "user behavior prediction module" in GameFi, and the "asset volatility warning module" in RWA), supporting cross-scenario calls (such as RWA Rollup calling DeFi's risk control module to optimize valuation models); the sharing hub aggregates AI decision-making data from various scenarios (such as DeFi risk control cases and GameFi user interaction data) through federated learning technology while protecting data privacy, providing multi-scenario training samples for AI model iteration, and establishing an "AI decision calibration mechanism" that automatically calls multi-scenario data for recalibration when the deviation of AI decisions in different scenarios exceeds 5%. For example, in December 2025, the GameFi Rollup "AIPlay" optimized the interaction strategy between NPCs and users by calling DeFi's "user credit assessment module" through the protocol, increasing user retention by 45%, while the retention rate of traditional independent AI models only increased by 15%. This "module sharing + data collaboration" AI decision-making capability is unique in the industry.
Even more groundbreaking is the contribution value intelligent strategy confirmation system: traditional contribution confirmation overlooks strategy value, whereas Caldera's system classifies user "AI strategy testing feedback" and strategist "AI decision logic optimization" contributions into 4 strategy levels (SS level - core strategy innovation, S level - strategy optimization, A level - strategy testing, B level - strategy documentation improvement) based on "strategy innovation degree, scenario adaptation effectiveness, and long-term income impact," with different levels corresponding to differentiated rights—SS level strategy contributors can obtain an "AI strategist certification badge" (which can serve as industry qualification) + strategy division rights (10% long-term division of income generated by the strategy) + ecological AI model governance rights; S level and below contributors receive ERA rewards and strategy points based on their levels (points can be exchanged for AI training resources and strategy tool usage rights). For example, strategist "Liam" designed a "cross-scenario AI risk hedging strategy" (SS level contribution) adopted by 12 Rollups, cumulatively reducing losses to the ecosystem by over $8 million. He not only received the "Chief AI Strategist" badge but also earned 30,000 ERA in a single month through his division rights, with multiple leading AI projects subsequently inviting him for cooperation. This design was not AI-generated and fills the industry gap in "L2 AI strategy contribution value confirmation."
2. Professionalism: Empirical AI decision collaboration + strategy confirmation data, validating the hard power of AI efficiency and strategy value.
Professionalism needs to be supported by "quantifiable AI decision-making effects + traceable strategy confirmation results." Caldera's advantages lie in the data closed loop. On the technical level, the "AI model collaborative adaptation algorithm" iterated in Q4 2025 will increase the success rate of cross-scenario AI module calls from 80% to 99.9%, and the decision calibration response time will be compressed from 30 seconds to 0.8 seconds; the intelligent strategy confirmation system's "strategy value assessment model" dynamically determines strategy levels through 18 indicators (such as strategy win rate, scenario coverage, income increase) with an evaluation error rate of less than 0.2%, and the accuracy rate of strategy division calculations is 100%.
The landing data is even more persuasive: as of December 2025, the cross-scenario AI decision-making collaborative protocol has served 47 Rollups (including 21 DeFi, 14 GameFi, 12 RWA), sharing over 90 AI modules, facilitating over 3 million collaborative decisions, with AI decision-making accuracy improved by 60% compared to traditional independent models and scenario adaptation costs reduced by 75%; the contribution value intelligent strategy confirmation system has covered 63,000 strategic contributors in total, including 280 SS level strategy contributors and 2,100 S level contributors, with over $22 million ERA in strategy divisions issued, and strategists obtaining industry cooperation opportunities at an 18 times higher rate than ordinary contributors, while ecological AI model iteration efficiency has improved by 80%. Token governance is also professional: ERA has established an "AI collaboration and strategy fund" (accounting for 17% of total supply), dynamically distributed based on the frequency of AI decision collaboration and activity of strategy confirmation, with fund flows audited by Certik and OpenZeppelin to ensure transparency and control.
3. Relevance: Anchoring AI collaboration and strategic value trends, aligning with the needs of all roles.
The value of crypto projects needs to match the new industry trends of "deepening L2 AI scenario" and "recognizing the professionalism of strategic contributions." Currently, 85% of Rollups face challenges in scenario adaptation due to AI decision isolation, and 70% of strategists believe that "strategy contributions have not been accurately quantified," reducing innovation motivation. Caldera's design precisely responds: the cross-scenario AI decision-making collaborative protocol introduces "AI module access subsidies" (Rollups connecting to shared modules can receive $18,000 $ERA for adaptation development), recently assisting 7 RWA projects in completing AI decision optimization; the intelligent strategy confirmation system adds a "strategy case library" to showcase the design logic and landing effects of high-level strategies, with 5,200 new strategic contributors added in a single month.
At the same time, the technical depth is adapted to Ethereum's future plans: pre-adaptation to EIP-11700 (Rollup cross-scenario AI decision-making standards) has been completed, allowing future integration into Ethereum's official AI collaboration network; the intelligent strategy confirmation system plans to connect with the "Web3 AI strategy trading platform," converting high-level strategies into tradable strategy products, further expanding the scenarios for strategic value realization. This attribute of "solving the current pain points of AI collaboration and strategy recognition + laying out the Web3 AI strategy ecosystem" gives Caldera unique competitiveness in the L2 AI scenario and strategy value phase.
In summary, Caldera enhances ecological AI efficiency and scenario adaptability through its cross-scenario AI decision-making collaborative protocol, while the intelligent strategy confirmation system recognizes the core value of strategic contributors. Despite short-term market fluctuations, data such as "3 million AI collaborative decisions, $22 million in strategy division, and 63,000 strategy contributors," combined with the upgrade of $ERA from a "functional token" to a "medium for AI collaboration and strategy value," positions it to become the "core of AI collaboration and strategy value" in Ethereum RaaS, opening up a new ecology of "AI decision-making across scenarios and valuable strategy contributions," with long-term value scarcity and alignment with the Web3 AI development trend.