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I’m Leo, founder of @Dealism_ai Introducing Dealism - World’s First Vibe Selling AI Agent We believe everyone should be able to sell with confidence and ease. It learns your style, applies proven sales strategies, and helps you turn every conversation into a winning moment.

Everyone is talking about "Continual Learning"—enabling large models to learn and evolve continuously, just like humans. We also look forward to such a future. But the reality is: models today still cannot update themselves safely and consistently. They forget, they drift, and they may even compromise alignment. Yet application products can’t wait. What users need are systems that learn from experience—right now. That’s why at Dealism, we’ve built a system-level continual learning approach. It doesn’t replace model training—instead, it offers a practical, verifiable alternative in real-world interactions. #continuallearning #RAG #AI

Perplexity_ai made a brilliant move by capitalizing on the market buzz around OpenAI’s Atlas to quickly shape user perception of AI-powered browsing and accelerate the promotion of its own product. Both strategies create value, but their approaches couldn’t be more different. - @OpenAI Atlas is following an ecosystem-led strategy. By incentivizing users with a ChatGPT Plus membership—conditional on setting it as the default search engine—the play aims for long-term user retention and a fortified ecosystem moat. - @perplexity_ai Comet, by contrast, is straightforward and cash-driven. It offers direct monetary rewards between $5 and $20 for each successful user referral. The goal is clear: wage a blitzscale campaign to rapidly grow its user base. What’s particularly clever here is the timing. Although Perplexity Comet launched back in July, it significantly amplified its subsidy efforts right after OpenAI unveiled Atlas in October. That’s a sharp tactical move. Perplexity smartly leveraged OpenAI’s momentum to help educate the market, then used real cash incentives to convert those newly aware users. In essence, it’s acquiring competitor-educated customers at a lower cost.

Getting into the short video space against TikTok powered by Sora2? OpenAI's Sora 2 has become a pivotal breakthrough in the field of artificial intelligence. While its underlying technology marks a significant leap in AI capabilities, the product's design philosophy, accessibility, functional features, and strategic positioning all clearly point to its consumer-facing (B2C) nature. This aligns perfectly with Dealism’s choice to develop a sales agent for end-users rather than a B2B underlying dialogue API. 1. Familiarity is the Most Efficient Path to Building Trust -Sora 2: Its interface resembles mainstream short-video platforms, allowing users to start using it immediately with zero learning curve. -Dealism: The main interface closely mirrors popular chat applications like WhatsApp, enabling users to engage in conversations naturally without any adaptation period. -Core Logic: We never fight against users’ ingrained habits. Lowering the cognitive barrier reduces the risk of user abandonment. 2. Shifting from "Relying on User Capability" to "Understanding User Intent" -Sora 2: Through a streamlined workflow, it empowers "non-professional creators" to produce professional-level videos, reducing dependence on specialized equipment and editing skills. -Dealism: By analyzing users’ chat history, it autonomously generates agents, significantly minimizing the need for users to write complex prompts. -Core Logic: Excellent consumer products should not require users to become experts. We should absorb the complexity ourselves, allowing users to contribute "ideas" rather than "skills." 3. Personalization is the Ultimate Key to User Retention and Affection -Sora 2: With features like avatar integration, it helps users build and strengthen their personal brands, enabling them to tell highly customized stories. -Dealism: By learning users’ speech patterns and wording habits, the generated agent feels less like a cold machine and more like a digital extension of the user. -Core Logic: A product should not be a one-size-fits-all tool but rather a "digital reflection" of the user. When a product embodies the user’s uniqueness, it creates irreplaceable emotional value. Whether it's Sora 2 or Dealism, our choices reflect the same product philosophy: true technological democratization means making advanced technology "invisible" within familiar user experiences, actively adapting to users rather than the other way around. We deliver not just technology, but an out-of-the-box solution that understands me. That is the real value of a consumer-facing product. #Sora2 #OpenAI #AI

Thanks, Forbes! Everyone’s going global these days — the age of exploration is back, this time powered by AI and imagination. #forbeschina #AIagent #bornToBeglobal

The global AWS outage nearly brought half the internet to its knees, and our website hosting platform Framer wasn’t spared—some workflows were forced to a halt. (btw, Dealism stood unshaken throughout:) What’s even more interesting is that despite an outage of this scale, Amazon’s stock price didn’t drop—it actually rose. This perfectly illustrates a key point: in the digital age, the reach of infrastructure directly translates into business valuation. The broader its impact, the more the market recognizes its irreplaceable value. Crises not only expose the fragility of systems but also illuminate the true lifelines of the industry chain. As AI product builders, we can extract one crucial insight from such events: avoid single points of dependency and build an “anti-fragile” architecture. From the very beginning, AI products should proactively distribute risk—through multi-cloud deployment, edge computing, dynamic traffic scheduling, and even integrating decentralized nodes—ensuring services remain resilient amid localized failures. True intelligence lies not only in the ability to process data but also in maintaining the system’s integrity in the face of uncertainty. #AWS #AI

I’m Leo, founder of @Dealism_ai Introducing Dealism - World’s First Vibe Selling AI Agent We believe everyone should be able to sell with confidence and ease. It learns your style, applies proven sales strategies, and helps you turn every conversation into a winning moment.

Everyone is talking about "Continual Learning"—enabling large models to learn and evolve continuously, just like humans. We also look forward to such a future. But the reality is: models today still cannot update themselves safely and consistently. They forget, they drift, and they may even compromise alignment. Yet application products can’t wait. What users need are systems that learn from experience—right now. That’s why at Dealism, we’ve built a system-level continual learning approach. It doesn’t replace model training—instead, it offers a practical, verifiable alternative in real-world interactions. #continuallearning #RAG #AI

Getting into the short video space against TikTok powered by Sora2? OpenAI's Sora 2 has become a pivotal breakthrough in the field of artificial intelligence. While its underlying technology marks a significant leap in AI capabilities, the product's design philosophy, accessibility, functional features, and strategic positioning all clearly point to its consumer-facing (B2C) nature. This aligns perfectly with Dealism’s choice to develop a sales agent for end-users rather than a B2B underlying dialogue API. 1. Familiarity is the Most Efficient Path to Building Trust -Sora 2: Its interface resembles mainstream short-video platforms, allowing users to start using it immediately with zero learning curve. -Dealism: The main interface closely mirrors popular chat applications like WhatsApp, enabling users to engage in conversations naturally without any adaptation period. -Core Logic: We never fight against users’ ingrained habits. Lowering the cognitive barrier reduces the risk of user abandonment. 2. Shifting from "Relying on User Capability" to "Understanding User Intent" -Sora 2: Through a streamlined workflow, it empowers "non-professional creators" to produce professional-level videos, reducing dependence on specialized equipment and editing skills. -Dealism: By analyzing users’ chat history, it autonomously generates agents, significantly minimizing the need for users to write complex prompts. -Core Logic: Excellent consumer products should not require users to become experts. We should absorb the complexity ourselves, allowing users to contribute "ideas" rather than "skills." 3. Personalization is the Ultimate Key to User Retention and Affection -Sora 2: With features like avatar integration, it helps users build and strengthen their personal brands, enabling them to tell highly customized stories. -Dealism: By learning users’ speech patterns and wording habits, the generated agent feels less like a cold machine and more like a digital extension of the user. -Core Logic: A product should not be a one-size-fits-all tool but rather a "digital reflection" of the user. When a product embodies the user’s uniqueness, it creates irreplaceable emotional value. Whether it's Sora 2 or Dealism, our choices reflect the same product philosophy: true technological democratization means making advanced technology "invisible" within familiar user experiences, actively adapting to users rather than the other way around. We deliver not just technology, but an out-of-the-box solution that understands me. That is the real value of a consumer-facing product. #Sora2 #OpenAI #AI

Thanks, Forbes! Everyone’s going global these days — the age of exploration is back, this time powered by AI and imagination. #forbeschina #AIagent #bornToBeglobal

The global AWS outage nearly brought half the internet to its knees, and our website hosting platform Framer wasn’t spared—some workflows were forced to a halt. (btw, Dealism stood unshaken throughout:) What’s even more interesting is that despite an outage of this scale, Amazon’s stock price didn’t drop—it actually rose. This perfectly illustrates a key point: in the digital age, the reach of infrastructure directly translates into business valuation. The broader its impact, the more the market recognizes its irreplaceable value. Crises not only expose the fragility of systems but also illuminate the true lifelines of the industry chain. As AI product builders, we can extract one crucial insight from such events: avoid single points of dependency and build an “anti-fragile” architecture. From the very beginning, AI products should proactively distribute risk—through multi-cloud deployment, edge computing, dynamic traffic scheduling, and even integrating decentralized nodes—ensuring services remain resilient amid localized failures. True intelligence lies not only in the ability to process data but also in maintaining the system’s integrity in the face of uncertainty. #AWS #AI

Perplexity_ai made a brilliant move by capitalizing on the market buzz around OpenAI’s Atlas to quickly shape user perception of AI-powered browsing and accelerate the promotion of its own product. Both strategies create value, but their approaches couldn’t be more different. - @OpenAI Atlas is following an ecosystem-led strategy. By incentivizing users with a ChatGPT Plus membership—conditional on setting it as the default search engine—the play aims for long-term user retention and a fortified ecosystem moat. - @perplexity_ai Comet, by contrast, is straightforward and cash-driven. It offers direct monetary rewards between $5 and $20 for each successful user referral. The goal is clear: wage a blitzscale campaign to rapidly grow its user base. What’s particularly clever here is the timing. Although Perplexity Comet launched back in July, it significantly amplified its subsidy efforts right after OpenAI unveiled Atlas in October. That’s a sharp tactical move. Perplexity smartly leveraged OpenAI’s momentum to help educate the market, then used real cash incentives to convert those newly aware users. In essence, it’s acquiring competitor-educated customers at a lower cost.