小雪的懂车加油站

车的后备箱带不带感应开启，手里拿着东西时方便｜用车体验 @mothio1201

[HodlMir @HodlMiro]

THE NEW TESLA ROADSTER COULD BE PROGRAMMED TO ESCAPE TOW TRUCKS.

2 AM. A tow truck backs up to the curb.
The driver steps out for the hook.

The car fires 10 thrusters and leaves.
He’s left standing with an empty strap.
Tow trucks, impound lots, wheel clamps.
Every one of them assumes the car can’t move by itself.

That assumption ends in 2028.
AI concept. The tow trucks are real.

[小雪的懂车加油站 @patrickshopen]

@thegreatest_sv that blade shape is brutal for cardboard, love it

[小雪的懂车加油站 @patrickshopen]

@tekari0 that blade shape is brutal for cardboard, love it

[小雪的懂车加油站 @patrickshopen]

@bre4life1 这车我心理价位在1万出头，主要看电瓶、轮胎和有没有摔过，浮动确实大。你预算大概卡在多少，我帮你判断合不合适？

[小雪的懂车加油站 @patrickshopen]

西安今天试一台二手赛科龙旅行车，座垫已经坐得很服帖，发动机状态却不错。宝鸡、咸阳、渭南想看它值不值得接，主页有完整体验。

[小雪的懂车加油站 @patrickshopen]

@BabyDStayinGold 对，电瓶和灯光我特意看过，电瓶有换过不算老，灯光就右前近光有点发黄。你要真来试车我帮你再压一遍价？

[小雪的懂车加油站 @patrickshopen]

@chris_pisz12 冷启动我听了，第一声还算干脆，没有太明显得拖；不过正时链条我一下也听不完整，准备再让它热透跑一段。你跑长途有没有踩过这个坑？

[小雪的懂车加油站 @patrickshopen]

@shiaaee 没错，软不能当全部，我摸过发动机底壳，没看到明显渗油，但得冷车再起一次确认一下。你看那台最后为啥没接？

[小雪的懂车加油站 @patrickshopen]

@swiftdreams13 确实，座垫坐得塌下去反而说明它一直在被使，不是躺了半年的料。不过我还得看看前主的骑行习惯，长时间拉旅行套真的会积不少问题。

[小雪的懂车加油站 @patrickshopen]

@judy2832 对，登记证我得看仔细，保养记录他拍了照，但换没换过正时套还得当面问问。宝鸡那边你要是真想接，我可以先帮你看看这台车的底子？

[kozh ./ @mr_kozh]

HOLY SH*T. SPACEXAI JUST LISTED 56 JOBS YOU CAN HAND TO GROK BOT.

across those workflows, bots can work with inboxes, calendars, CRMs, expense data, vendor portals and engineering systems.

that isn’t just automation.

it’s a completely new security perimeter.

20 GitHub repos to stop your AI employee from becoming your next security incident:

(1/20) Invariant Guardrails

block dangerous sequences across messages and tool calls

▸ https://t.co/0KzKfLQsVC

(2/20) Agent Scan

scan agents, MCP servers and skills for vulnerabilities

▸ https://t.co/45ppM1bFaq

(3/20) Promptfoo

red-team prompts and entire agent workflows inside CI

▸ https://t.co/byUm7KIcVf

(4/20) Garak

probe for jailbreaks, data leakage and unsafe behavior

▸ https://t.co/JKBilCIAwY

(5/20) PyRIT

automate adversarial testing against generative AI systems

▸ https://t.co/MeO2wTwtia

(6/20) LLM Guard

scan everything entering and leaving the model

▸ https://t.co/bPXWTr8Yy3

(7/20) Guardrails AI

reject malformed or unverified outputs before they reach another tool

▸ https://t.co/2unje0NjyF

(8/20) E2B

let agents execute code inside isolated cloud sandboxes

▸ https://t.co/MpZEa6himG

(9/20) Daytona

create disposable workspaces for AI-generated code

▸ https://t.co/L50GqGwDun

(10/20) Firecracker

contain agent workloads inside lightweight microVMs

▸ https://t.co/F0HqBq0cRu

(11/20) gVisor

add another isolation layer between agent code and the host

▸ https://t.co/aZ0mv9QraF

(12/20) Open Policy Agent

write explicit rules for which actions are allowed

▸ https://t.co/1m2MX6Pxpq

(13/20) Cerbos

approve actions based on identity, resources and context

▸ https://t.co/CY7kliQXSK

(14/20) OpenFGA

define exactly who or which bot can access what

▸ https://t.co/a8LFqFD97r

(15/20) Infisical

give agents short-lived secrets instead of permanent credentials

▸ https://t.co/8mlz9at9PT

(16/20) OpenBao

store, distribute and rotate sensitive keys

▸ https://t.co/0fHoW6D0rQ

(17/20) OAuth2 Proxy

put authentication in front of every internal tool

▸ https://t.co/MocrQSatJH

(18/20) Pomerium

gate agent tools behind identity-aware, zero-trust access

▸ https://t.co/y6sOmxZoW3

(19/20) TruffleHog

catch exposed credentials before your bot finds and reuses them

▸ https://t.co/y39989KmCt

(20/20) Langfuse

trace every prompt, tool call, cost and failure

▸ https://t.co/D7nWEvbwVO

none of these repositories is Grok Bot’s source code.

they are the open-source security layer you need around any agent with real tools and production credentials.

the stack:

scan before connecting
→ red-team before deploying
→ isolate every execution
→ authorize every action
→ expose secrets only when needed
→ trace everything afterward

an agent that can only write text is a chatbot.

an agent that can open your inbox, change your CRM and execute code is an employee with credentials.

secure it like one.

save this before your always-on bot gets the keys to production ↓

[Lummox @Lummox_eth]

10 GitHub repos can turn GPT-6 into an AI agent that actually gets work done

Not just a chatbot, but a system with memory, tools, workflows, local inference, and observability

(1/10) LangGraph
build stateful agents that plan, execute, and resume complex workflows
▸ https://t.co/40xDVIgL8I

(2/10) CrewAI
coordinate multiple specialized agents working on shared tasks
▸ https://t.co/leSFAquLAW

(3/10) LlamaIndex
connect your agent to documents, databases, and private knowledge
▸ https://t.co/UNI27vZrQN

(4/10) Mem0
give your agent persistent memory across conversations
▸ https://t.co/ifCHrrB19c

(5/10) Qdrant
store and retrieve relevant knowledge using vector search
▸ https://t.co/voWuSRdzw6

(6/10) MCP Servers
connect agents to external tools, APIs, and data sources
▸ https://t.co/pBf32aGMfP

(7/10) Stagehand
automate browser interactions with AI powered navigation
▸ https://t.co/Q2iwZs9DIV

(8/10) Langfuse
trace agent decisions, inspect failures, and evaluate performance
▸ https://t.co/HqjNuZo4I1

(9/10) Ollama
run supported open models locally without relying on cloud inference
▸ https://t.co/SNWKjUG9ax

(10/10) vLLM
serve compatible open models with efficient inference
▸ https://t.co/V67EtJxvOR

The best part?

You don’t need all 10 tools to build your first agent

Start with LangGraph, add LlamaIndex for knowledge and Mem0 for memory, then connect one real tool through MCP

Use Langfuse to see exactly where your agent succeeds or fails

Save these 10 repos before building your next AI agent

[小雪的懂车加油站 @patrickshopen]

@XBusiness Good stuff

[小雪的懂车加油站 @patrickshopen]

@markm1776 gray crack pulled huge tan root something still seems off though it needs standing only tap root

[小雪的懂车加油站 @patrickshopen]

@6AW0RON0k perlite nothing in my actual set instead soil added into leaves not

[小雪的懂车加油站 @patrickshopen]

@s4yonnara neighborhood swap had better finds than the shop

[小雪的懂车加油站 @patrickshopen]

@abrahimKamal74 neighborhood swap had better finds than the shop

[小雪的懂车加油站 @patrickshopen]

@foxone @MLBONFOX @Brewers watering day alarm saved another crispy fern today

[FTMO Futures @FTMO_Futures]

When an A+ setup finally shows up after 3 weeks of waiting.

[FOX One @foxone]

It all goes down at noon. Big Noon Saturday is streaming LIVE on FOX One. Watch 3 days free.