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人工智能助力生产力提升.pdf

上传人: 竿*** 编号:981487 2025-11-29 57页 3.76MB

1、Mandy GuGenAI for ProductivityAgendaOur JourneyContextLearningsGenAI todayContextAbout WealthsimpleWealthsimple is a Canadian fintech helping Canadians achieve financial independence through our unified app which combines investing,saving&spendingGenAI at WealthsimpleOur LLM efforts are primarily or

2、ganized into:Employee productivityOptimizing operationsLLM PlatformLLM Enablement PhilosophyAccessibilitySecurityOptionalityIn the past 1.5 years,we have Developed and open sourced our LLM Gateway used internally by over half of the companyShipped in house PII redaction modelDeployed 4 open-source L

3、LMsPlatform support for fine tuning and model training with hardware accelerationLLMs in production optimizing operationsOur LLM JourneyOur LLM Journey in 2023MAYJUNJULAUGSEPOCTNOVLaunch LLM GatewayDECOur LLM Journey in 2023MAYJUNJULAUGSEPOCTNOVLaunch LLM GatewayDECUsers can select their model throu

4、gh the drop down.Our production systems can also interact with these models programmatically through an API endpoint from our LLM service.Conversations can be exported to other platforms we use and they can be imported as checkpoints to create a blended experience across different models.Driving Ado

5、ption:Sticks and CarrotsDriving Adoption:Sticks and CarrotsCarrots Free to use OptionalityEasier to use for developers:Increased reliability Integrated APIDriving Adoption:Sticks and CarrotsSticks“Nudge mechanism”:Slack reminders for direct LLM usageGuidelines to leverage gateway for work related pu

6、rposesCarrots Free to use OptionalityEasier to use for developers:Increased reliability Integrated APIOur LLM Gateway offers the freedom to exploreSecurity,Reliability,OptionalityPrevent sharing sensitive information with third party LLM providersSecurityBackoff,fallback mechanismsIncreased Availabi

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根据《Data》标记中的内容,全文主要内容概括如下: - **Wealthsimple与GenAI的旅程**: - 过去1.5年,Wealthsimple开发了内部使用的LLM Gateway,并开源,部署了多个开源LLM,支持模型微调和训练。 - 2023年5月至12月,推出了LLM Gateway,并实现了PII红字模型和自托管LLM。 - 2024年,计划推出“Nudge”功能,扩展LLM提供商,支持多模态输入,并采用Bedrock。 - **GenAI应用**: - 内部使用LLM的主要用途包括编程支持(41%)、内容生成/增强(30%)和信息检索(26.5%)。 - 4/5的LLM使用来自LLM Gateway。 - **关键数据**: - 2200+每日消息,51%的公司员工使用。 - 每月活跃用户数(MAU)中29%来自员工。 - **学习与展望**: - LLM工具在提高工作效率方面非常有效。 - 需要减少平台间信息流动,简化使用体验。 - 探索“构建”与“购买”策略,考虑安全性、隐私、市场时间和成本。
财富简单如何提升效率?" 揭秘LLM应用之路!" 打造高效工作新体验!"
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