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Our team has an action-packed few weeks ahead! We’ll be at the 2026 @PARdotnet Solutions Conference. Stop by, say hi, and see how our AI-powered platform is boosting efficiency, accuracy, and compliance for Pennsylvania I/DD agencies.
#eVero #eVerocorp #PARSolutions2026
给 AI Agent 装上长期记忆：我的 EverOS Cloud 外贸业务实测
外贸客户开发有个很现实的问题：客户从询盘、样品确认到正式采购，可能需要跟进几个月。如果 AI 每次执行新任务都要重新了解客户背景，效率就会大打折扣。
最近我参考 EverOS 官方 GitHub Use Cases，使用 Python SDK 实际接入 EverOS Cloud，测试 AI Agent 的长期记忆能力。
🔹 我的测试流程：
① 使用 Python SDK 连接 EverOS Cloud API。
② 将模拟巴西客户 DEMO-BR-001 的产品需求、样品状态、采购意向及跟进 SOP 写入云端记忆。
③ 重新通过 API 检索历史信息，成功返回 1 条 Episode 记忆。
④ 在 Memory Bank 中查看完整记录，成功找回预计采购时间、样品状态及后续跟进要求。
这次实测让我看到了 EverOS Cloud 在外贸业务中的应用潜力：让过去的客户记录成为后续 Agent 任务可以调用的上下文，而不是每次从零开始。
目前已验证记忆写入和检索，后续还想探索 Case → Skill，让重复业务经验变成可复用的技能。
📸 附图：真实 API 检索结果 + Memory Bank 记忆详情。
🚀 如果你也在开发长期运行的 AI Agent，可以体验 EverOS Cloud：
🔗 [专属追踪链接]
https://t.co/refALVZBEV
🎁 现在订阅 Pro，每月额度变 3 倍，连享 6 个月。
#EverMind #EverOS
EverOS Cloud 创作者合作内容
![Marcuscai88's tweet photo. 给 AI Agent 装上长期记忆：我的 EverOS Cloud 外贸业务实测
外贸客户开发有个很现实的问题：客户从询盘、样品确认到正式采购，可能需要跟进几个月。如果 AI 每次执行新任务都要重新了解客户背景，效率就会大打折扣。
最近我参考 EverOS 官方 GitHub Use Cases，使用 Python SDK 实际接入 EverOS Cloud，测试 AI Agent 的长期记忆能力。
🔹 我的测试流程：
① 使用 Python SDK 连接 EverOS Cloud API。
② 将模拟巴西客户 DEMO-BR-001 的产品需求、样品状态、采购意向及跟进 SOP 写入云端记忆。
③ 重新通过 API 检索历史信息，成功返回 1 条 Episode 记忆。
④ 在 Memory Bank 中查看完整记录，成功找回预计采购时间、样品状态及后续跟进要求。
这次实测让我看到了 EverOS Cloud 在外贸业务中的应用潜力：让过去的客户记录成为后续 Agent 任务可以调用的上下文，而不是每次从零开始。
目前已验证记忆写入和检索，后续还想探索 Case → Skill，让重复业务经验变成可复用的技能。
📸 附图：真实 API 检索结果 + Memory Bank 记忆详情。
🚀 如果你也在开发长期运行的 AI Agent，可以体验 EverOS Cloud：
🔗 [专属追踪链接]
https://t.co/refALVZBEV
🎁 现在订阅 Pro，每月额度变 3 倍，连享 6 个月。
#EverMind #EverOS
EverOS Cloud 创作者合作内容](https://pbs.twimg.com/media/HU6JwnPb0AAx7Zz.jpg)
@eVeroCorp is proud to have taken the NYS EmployAbility Pledge. With so many people still facing barriers to work, every business can choose inclusion. Join us and take the pledge at https://t.co/qM6rStSab3!
#eVero #eVeroCorp #EmployAbility #NDEAM
🖍️| 1D89 1502 London Euston to Holyhead
📣| @AvantiWestCoast
🚅| 805005
🚅| 805011
📍| Crewe
📆| 22/09/2026
#class805 #805005 #avantiwestcoast #evero
📸| Photography by @ASMRailPhotos©️
🖍️| 1D87 1302 London Euston to Holyhead
📣| @AvantiWestCoast
🚅| 805007
📍| Crewe
📆| 15/03/2026
#class805 #805007 #avantiwestcoast #evero
📸| Photography by @ASMRailPhotos©️
Today's Photo From the Stour 📸
Avantis everywhere! With a bit of disruption we've managed to gain a few Pendolinos and Everis at the same time 😮
#DOTS #trainphotography #railwayphotography #class805 #class390 #pendolino #evero
Niat nya mau post besok, tpi udh pada post skrng jdi aku ikutan deh
#EVERSelcaDay #EVRSD #EVAN #EVERO @h_evva_n
Summer Holidays have Arrived ☀️
Lots of suitcases and families headed out on the rails today. Busy trains all day are here for the next 6 weeks 😅
#DOTS #trainphotography #railwayphotography #class390 #pendolino #evero
Good Afternoon from Birmingham International ✈️
Required unit ticking to start using off with 805003 & 807008 both going in the book for haulage ✅
#DOTS #railwayphotography #trainphotography #class805 #class807 #hitachi #evero #required
A Shed-tastic day 🤣
Freightliner, GBRf and even a posh Britannic Explorer shed all made an appearance today 📸
#DOTS #trainphotography #class66 #shed #GBrailfreight #freightliner #evero
When I got back to Crewe it was 805004’s job to bring me home, and home I made it! Possibly earlier than I would have liked as illness started to catch up with me… but still! @AvantiWestCoast
#Crewe #Railway #Evero #Britishrail
Arrived in Prestatyn 🏴
Been a while since I've visited the North Wales Coast—time for a seaside wander and see what turns up 👀
#DOTS #trainphotography #railwayphotography #class805 #evero #avantiwestcoast #wales
One last adventure before heading to foreign shores? Sign me up ✍️
Day out with little one so we're headed westbound on required 805013 so let's get this day started 🙌
#DOTS #trainphotography #railwayphotography #class66 #evero #CAF #crewe #required
HST may’ve been the main event, but Tamworth always delivers 🔥
66726 on a container, GWR 165 from Donny & 67023 storms back to the ECML 👏
#DOTS #trainphotography #railwayphotography #class67 #shed #class166 #evero
🖍️| 9G20 1216 London Euston to Birmingham New Street
📣| @AvantiWestCoast
🚅| Class 807010 ‘Together We Roll’ livery
📍| Birmingham International
📆| 30/04/2026
#class807 #807010 #avantiwestcoast #evero
📸| Photography by @ASMRailPhotos©️
Well time to head back ☝️
Luckily Two required Hitachi's are in play with 805006 & 805009 on the delayed 1956 to Wolves ✅
#DOTS #trainphotography #railwayphotography #class805 #evero #avantiwestcoast
Difficult to miss this one! Avanti West Coast Evero 807010 in its ‘Together we roll’ wrap pauses at Crewe with service for London Euston.
#Hitachi #Evero #AvantiWestCoast #Crewe
Morning from Crewe 👋
Back on the rails today with Little One bound for Liverpool. Since I need some more Everos for Haulage I had a swap here for 807002 ✅
#DOTS #trainphotography #railwayphotography #class807 #evero #hitachi
From ticking stadiums to ticking units ✅
5 new grounds done for the little one — now it’s my turn… Evero 805012 required for haulage! 🙌
#DOTS #railwayphotography #trainphotography #evero #avantiwestcoast
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