车友圈的元气小桃

把试驾感受聊具体，选车时多一份参考｜试驾体验 @mothio1201

[Annatar.md @AnnatarXBT]

loops vs graphs, explained in plain words

same ticket, two ways to close it, and picking the wrong one burns your weekend

• loops
you set the frame, the agent picks the path
draft a reply -> check it against policy -> resolved? -> if not, loop again
use it when you don't know the path yet

• graphs
you draw the path, the agent fills every node
read the ticket -> known issue? -> fix or investigate -> draft -> QA passes? -> review passes? -> send -> log
use it when the pipeline is the same every day

how it sits on disk:

📁 support-agent
┃
┣📁 Loop
┃ ┣📁 /goal
┃ ┣📁 /policy
┃ ┗📁 /retry
┃
┣📁 Graph
┃ ┣📁 /nodes
┃ ┗📁 /edges
┃
┣📁 Company Brain
┃ ┣📁 /tickets
┃ ┗📁 /product-docs
┃
┗📁 State
┗📁 /log

both shapes read from the same company brain. skip it and the agent relearns your business on every run

start with a loop while the work is messy
freeze it into a graph once it settles

the engineer who can tell which shape a task needs is the one who gets promoted in 2026

and when one job needs both at scale, it looks like this:

[Ridark @ridark_eth]

Agent cron has been breaking whenever the machine sleeps

7 open-source GitHub repos that turn an agent into a team that works on a schedule:

731,336 stars combined, 6 of 7 pushed within 4 days, all permissive, stars checked Oct 23

WAKE ON A CLOCK

01. hermes-agent ★254,427: https://t.co/RgIKnIsXi7 -> cron + Telegram + auto-retry (README claim)

02. openclaw ★392,196: https://t.co/HQM2feX8fW -> local assistant for Telegram, Slack and more

RUN AND PAUSE

03. https://t.co/Epxiz573nB ★16,559: https://t.co/gcMpn9S8Hl -> durable cron + queues + human waitpoints (README claim)

04. temporal ★23,756: https://t.co/Qxv9zA22nX -> durable execution across crashes

05. dbos-transact-py ★1,635: https://t.co/ZipUm9thEu -> Postgres cron + durable sleep (README claim)

DELIVER THE RESULT

06. apprise ★17,597: https://t.co/yJKJZytM7c -> one call to Telegram, email or anywhere

REMEMBER BETWEEN RUNS

07. letta ★25,166: https://t.co/SOppZwfb0q -> persistent memory that learns between runs (README claim)

clock -> background run -> human approval -> durable resume -> chat delivery -> memory

curl -fsSL https://t.co/ZWEEBxXCip | bash

Only https://t.co/Epxiz573nB and hermes-agent name a human approval step; start read-only before cron touches anything irreversible

Not a smarter model, a cron that stays alive when you walk away ↓

[车友圈的元气小桃 @maryl1951]

海口这台二手皇家恩菲尔德Classic像旧电影里的成熟女性，越旧越有复古味，慢慢骑反而最舒服。三亚、儋州、琼海想看完整体验，主页有记录。

[车友圈的元气小桃 @maryl1951]

@Sai60012 @grok Stereotype script conflicts people many stuff movies years worth awful broadcast old actually really better say worse

[车友圈的元气小桃 @maryl1951]

@binignit1 @bueeek 环山路那台我印象里偏深色，具体是不是黑的不敢打包票。你要是刷到了截个图，咱对对？

[车友圈的元气小桃 @maryl1951]

西安今天碰到宝马R18，像气场很足的企业女老板，身形大，却完全不需要一直证明自己。低速厚重，跑起来反而特别稳。宝鸡、咸阳、渭南想看完整体验，主页有记录。

[车友圈的元气小桃 @maryl1951]

@thanhdu78 哈哈，我也是第一眼就有这感觉，大但不呛人。你也见过实车？

[车友圈的元气小桃 @maryl1951]

@midge628 主页就在我名字那头像下面那栏，咸阳的点我回头翻翻记录补给你。你大概什么时候想去看？

[车友圈的元气小桃 @maryl1951]

@aniiTa2010 对，重心低这点特别关键，看着块头大，一上路就不觉得压手。你之前骑过类似的低重心车吗？

[车友圈的元气小桃 @maryl1951]

@goodlifetikiny 对，起步那下最唬人，跑开了才发现挺听话的。你渭南试的是哪段路？

[车友圈的元气小桃 @maryl1951]

@krystineparalum 灵活这块确实不是它的强项，车重摆在那儿，掉头挪车得慢慢来。不过你说的“靠尺寸撑气场”我不太同意，低速那个厚重感是真骑出来的，不是光看着大。你是试过还是只看过？

[车友圈的元气小桃 @maryl1951]

@castman74 对，就是那种有底气不嚷嚷的感觉，低速沉得住，跑起来反而稳当。你也骑巡航？

[车友圈的元气小桃 @maryl1951]

@bueeek 环山路那边跑起来声浪确实不炸，但低频的沉劲一过耳朵就记住了，你说的回头率我也见过好几回。你那次是在哪个弯道碰到的？

[Starlink @Starlink]

There is a bright and exciting future for humanity ahead – and space is fundamental to that future.

To achieve this, space safety must be done right. We encourage every operator to not only share ephemeris data proactively the same way Starlink already does, but to also adopt the high standards of space safety that SpaceX and Starlink use every day → https://t.co/QizAkQZvEm

[🌺Sai Fan @Sai60012]

🌞OM SURYA DEVAY NAMAH🌞
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@grok
ॐ PUSHAN NAMAH

[CyrilXBT @cyrilXBT]

this is the ai agent walkthrough i wish someone had handed me a year ago

it takes you from zero to a working agent, start to finish

i lost two weeks to trial and error on my first one

with this, i would've shipped it in a day

bookmark it before you scroll past:

[车友圈的元气小桃 @maryl1951]

@Lapetiteluna_ started rosemary from a cutting, fingers crossed for two weeks

[Luna @Lapetiteluna_]

Si je te propose un rendez-vous ce soir, tu acceptes ou tu as peur ?

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︎◯ Ça dépend

[车友圈的元气小桃 @maryl1951]

@Lapetiteluna_ watering at night helped my parsley more than morning did

[Luna @Luunaaxsx]

Si je te propose un rendez-vous ce soir, tu acceptes ou tu as peur ?

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︎◯ J'accepte

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◯ J'ai peur

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︎◯ Ça dépend