We launched a business competition among high school students. There is also a repost challenge on the Instagram, with $500 awards! Time to pitch!

Thank you, Professor @Zhou_Yu_AI and @bklsummithouse, for the AI Agents in Action: Industry × Academia Exchange! @rebeccatqian, our CTO, was on a panel with Vinay Rao (Advisor at @AnthropicAI), @ShunyuYao12 (Research Scientist at @OpenAI), Robert Parker (Founder of Perceptix), and @alsuhr (Professor at @Berkeley_EECS) discussing AI agents. These are some takeaways: 𝗧𝗿𝗮𝗻𝘀𝗶𝘁𝗶𝘃𝗲 𝗰𝗹𝗼𝘀𝘂𝗿𝗲 𝗶𝘀 𝗻𝗲𝗲𝗱𝗲𝗱 𝘁𝗼 𝗸𝗲𝗲𝗽 𝗺𝘂𝗹𝘁𝗶-𝘀𝘁𝗲𝗽 𝗮𝗴𝗲𝗻𝘁𝘀 𝗶𝗻 𝗰𝗵𝗲𝗰𝗸. * Prompt engineering and guardrailing outputs are short-term fixes. * AgentOS – may be right around the corner. 𝗔𝗴𝗲𝗻𝘁 𝗲𝘃𝗮𝗹𝘂𝗮𝘁𝗶𝗼𝗻, 𝗹𝗶𝗸𝗲 𝘀𝗲𝗹𝗳-𝗱𝗿𝗶𝘃𝗶𝗻𝗴 𝗰𝗮𝗿 𝘁𝗲𝘀𝘁𝗶𝗻𝗴, 𝗶𝘀 𝗱𝘆𝗻𝗮𝗺𝗶𝗰, 𝘁𝗼𝗼𝗹-𝗿𝗶𝗰𝗵, 𝗮𝗻𝗱 𝗳𝗮𝗶𝗹𝘂𝗿𝗲-𝗽𝗿𝗼𝗽𝗮𝗴𝗮𝘁𝗶𝗻𝗴. * It is not a one-size-fits-all approach that evaluates the end output. * The performance primitives are compute, quality, and cost. 𝗘𝘃𝗮𝗹𝘂𝗮𝘁𝗶𝗼𝗻𝘀 𝘀𝗵𝗼𝘂𝗹𝗱 𝗵𝗮𝗽𝗽𝗲𝗻 𝗮𝘁 𝘁𝗵𝗲 𝘄𝗼𝗿𝗸𝗳𝗹𝗼𝘄 𝗹𝗲𝘃𝗲𝗹, 𝗻𝗼𝘁 𝗮𝘁 𝗮 𝘀𝘁𝗮𝘁𝗶𝗰 𝗰𝗵𝗲𝗰𝗸𝗽𝗼𝗶𝗻𝘁. * Agent processes are dynamic with dozens of failure modes. * Companies want to score workflows across latency, safety, and e2e success. 𝗣𝗲𝗲𝗿-𝘁𝗼-𝗽𝗲𝗲𝗿 𝗽𝗿𝗼𝘁𝗼𝗰𝗼𝗹𝘀 𝗰𝗮𝗻 𝗶𝗺𝗽𝗿𝗼𝘃𝗲 𝘀𝗮𝗳𝗲𝘁𝘆 𝘀𝘁𝗮𝗻𝗱𝗮𝗿𝗱𝘀 𝗮𝗻𝗱 𝗮𝗰𝗰𝗲𝗹𝗲𝗿𝗮𝘁𝗲 𝗶𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻𝘀. * Agreements to accept or deny calls to protect the integrity of the system. * MCPs need brakes to ensure and promote the future growth of AI applications. 𝗕𝗲𝗻𝗰𝗵𝗺𝗮𝗿𝗸𝘀 𝗼𝗻 𝗱𝗼𝗺𝗮𝗶𝗻-𝘀𝗽𝗲𝗰𝗶𝗳𝗶𝗰 𝗱𝗮𝘁𝗮𝘀𝗲𝘁𝘀 𝗰𝗮𝗻 𝗯𝗿𝗶𝗱𝗴𝗲 𝗶𝗻𝗱𝘂𝘀𝘁𝗿𝘆 𝗮𝗻𝗱 𝗮𝗰𝗮𝗱𝗲𝗺𝗶𝗮 𝗴𝗮𝗽𝘀. * Community benchmarks help democratize knowledge and accelerate domain-specific progress. * Collaborations with practicing professionals in industry have allowed the creation of industry-standard, domain-grounded datasets, ex. FinanceBench. We’re excited to continue the conversation on Agentic AI and for what’s next! You can read more about our work on agentic evaluation here: patronus.ai/percival

🏆 The award results from the Manus VibeCraft Summitry are now live! FormFuel, HumanLayer, Neko, Autonomous Trader, and more—explore all the winning projects and see how they were selected 👇 Recap: berkeleysummithouse.org/2025… #BuildWithManus #AIHackathon #ManusBerkeley @manusai

We were proud to host and sponsor the Manus VibeCoding Summitry. 40 builders created 28 Al-powered prototypes. Thanks to @manusai for making it happen. Follow us for more upcoming events in collaboration with Manus! @bklsummithouse #Manus #ManusBerkeley #Berkeley