--- title: "Reject AI's serious nonsense! Microsoft launches the Critique system: dual model collaboration for self-correction" type: "News" locale: "en" url: "https://longbridge.com/en/news/281096535.md" description: "Microsoft has launched a new multi-model deep research system called \"Critique,\" which employs a dual-model collaborative architecture responsible for generation and evaluation tasks, respectively. This system aims to overcome the \"hallucination\" phenomenon of existing AI models and improve the depth and quality of research reports. The Critique system is compatible with various models, including OpenAI's GPT and Anthropic's Claude, demonstrating strong competitive advantages. At the same time, Microsoft has also introduced the \"Council\" system, allowing users to run multiple AI models in parallel within the same interface, further enhancing the application scenarios of multi-model collaboration" datetime: "2026-03-31T00:55:02.000Z" locales: - [zh-CN](https://longbridge.com/zh-CN/news/281096535.md) - [en](https://longbridge.com/en/news/281096535.md) - [zh-HK](https://longbridge.com/zh-HK/news/281096535.md) --- > Supported Languages: [简体中文](https://longbridge.com/zh-CN/news/281096535.md) | [繁體中文](https://longbridge.com/zh-HK/news/281096535.md) # Reject AI's serious nonsense! Microsoft launches the Critique system: dual model collaboration for self-correction According to Zhitong Finance APP, Microsoft (MSFT.US) unveiled a series of new artificial intelligence upgrades on Monday, launching a brand new multi-model deep research system called "Critique." According to the company's CEO Satya Nadella, the core of this system employs an innovative dual-model collaborative architecture, breaking down traditional single generative tasks into two independent components: "generation" and "evaluation." Under this framework, the first model is responsible for initial task planning, information retrieval, and draft writing, while the second model acts as a senior reviewer, specifically responsible for verifying factual accuracy, auditing logical chains, and refining the final report. This self-correcting mechanism achieved through multi-model interaction aims to fundamentally overcome the prevalent "hallucination" phenomenon in existing AI models, significantly enhancing the depth and analytical quality of research reports. Notably, the Critique system demonstrates a high degree of openness and compatibility, as its operation is no longer limited to a single model from a single vendor. According to the technical details disclosed by the company, the system achieves cross-vendor intelligent collaboration by integrating OpenAI's GPT series, Anthropic's Claude series, and Microsoft's self-developed Phi series models. For example, the system can utilize the powerful creative generation capabilities of the GPT model to produce a draft, which is then subjected to rigorous logical auditing by the Claude model. According to the latest benchmark data released by Microsoft, Critique outperforms similar single-architecture products on the market across core dimensions such as the breadth, depth, and expression quality of research results, showcasing a strong competitive advantage. Alongside the release of Critique, Microsoft also launched a complementary functional system called "Council," further strengthening the application scenarios of multi-model collaboration. The Council system allows users to run multiple AI models from different sources in parallel on the same interface for the same complex instruction. By introducing an independent third model as a "neutral arbitrator," the system can automatically identify and summarize the similarities and differences in the outputs of each model, helping professional researchers capture unique insights that a single model might overlook, thereby significantly enhancing the comprehensiveness of decision support. "By selecting Model Council in the Researcher model selector, this feature can be used. Council will simultaneously run models from Anthropic and OpenAI, with each model generating a complete independent report that presents facts, citations, and analytical frameworks that the other model may have overlooked or weighted differently," Microsoft explained. "After the two reports are generated, a dedicated evaluation model will assess the reports, distilling a summary of key findings and highlighting meaningful consensus or discrepancies between the models—including differences in scale, framework, or interpretation—while pointing out each model's unique contributions." It is understood that these two cutting-edge technologies have been initially integrated into the "Researcher" toolkit of Microsoft 365 Copilot. According to Microsoft's market promotion plan, the Critique and Council features have now entered the early testing phase, with initial access limited to enterprise customers participating in Microsoft's "Frontier Program." Analysts point out that with the implementation of this deep research system, Microsoft's moat in the enterprise productivity tools market will be further strengthened, while also indicating that the AI competition has shifted from a simple model parameter race to a new stage of complex system integration and logical verification ### Related Stocks - [Microsoft Corporation (MSFT.US)](https://longbridge.com/en/quote/MSFT.US.md) - [OpenAI (OpenAI.NA)](https://longbridge.com/en/quote/OpenAI.NA.md) - [T-Rex 2X Long Microsoft Daily Target ETF (MSFX.US)](https://longbridge.com/en/quote/MSFX.US.md) - [GraniteShares 2x Long MSFT Daily ETF (MSFL.US)](https://longbridge.com/en/quote/MSFL.US.md) - [Direxion Daily MSFT Bull 2X Shares (MSFU.US)](https://longbridge.com/en/quote/MSFU.US.md) - [State StreetSPDRS&PSftwr&SvcsETF (XSW.US)](https://longbridge.com/en/quote/XSW.US.md) - [iShares Expanded Tech-Software Sect ETF (IGV.US)](https://longbridge.com/en/quote/IGV.US.md) - [Global X Cloud Computing ETF (CLOU.US)](https://longbridge.com/en/quote/CLOU.US.md) - [iShares Global Tech ETF (IXN.US)](https://longbridge.com/en/quote/IXN.US.md) - [YieldMax MSFT Option Income Strategy ETF (MSFO.US)](https://longbridge.com/en/quote/MSFO.US.md) - [Direxion Daily MSFT Bear 1X ETF (MSFD.US)](https://longbridge.com/en/quote/MSFD.US.md) - [Kurv Yield Premium Str Microsoft ETF (MSFY.US)](https://longbridge.com/en/quote/MSFY.US.md) ## Related News & Research - [LIVE MARKETS-AI fears put Microsoft on track for worst quarter since 2008](https://longbridge.com/en/news/281048123.md) - [Microsoft unveils AI upgrades, rolls out Copilot Cowork to early-access customers](https://longbridge.com/en/news/281024827.md) - [Anthropic hands Claude Code more control, but keeps it on a leash](https://longbridge.com/en/news/280371156.md) - [AI/ML Innovations Inc. 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