辣度爱好者

鍔姏鐢熸椿

[Towards Data Science @TDataScience]

"The models reason fine, but [...] the underlying enterprise data isn't accessible, clean, or structured enough for them to act on reliably."

Partha Sarkar walks us through six advanced architectural patterns for data practitioners. https://t.co/PEbYlE5bLk

[GiveDirectly💸 @GiveDirectly]

Whether or not anyone builds it... everyone dies.

The future is uncertain. Your impact doesn't have to be.

[辣度爱好者 @Aynos4000]

@thegreatest_sv Thanks for sharing

[kiosa @thegreatest_sv]

Grok Bot might be the most powerful AI agent right now in the world and I am f*ckin serious

I bet you never heard of some below

here are 10 things it can run for you while your laptop is closed:

1. Chief of Staff:
one Bot that reads your messages, mail and calendar, and hands work to your other Bots

2. Morning brief:
a short daily digest with only the stories that matter to you or any other scenario

3. Inbox manager:
sorts your email and drafts replies, nothing sent without your OK

4. Subscription cleaner:
finds what you're paying for and unsubscribes the ones you approve

5. Lead builder:
finds contacts, adds emails and numbers, and builds the tracker

6. Competitor watch:
monitors rivals overnight and only pings you when something changes

7. Content drafter:
drafts posts in your voice when something ships

8. Prototype builder:
builds a working prototype and sends back a screenshot and a live link

9. Deck maker:
turns your template into an on-brand presentation you can edit

10. Copy-me routine:
do a task once while it watches, and it reruns it on a schedule

there are 56 use cases on xAI's own list.

find the rest below
https://t.co/IZh2JuaiNY

[Stigg @GetStigg]

Billing systems rarely break overnight.

They slowly become the thing that dictates how fast your business can move.

We spoke with 25 engineering and product leaders about their billing setups and the patterns were impossible to ignore.

https://t.co/gIFbl6LR1J

[sunick @Serantych]

stop doing the research yourself
start assigning it to GrokBot

give it the question
the goal
the constraints

then ask for:
→ original sources
→ evidence behind each claim
→ conflicting findings
→ what’s still unknown
→ a clear next step

one prompt for your next tool comparison, project or rabbit hole

save this and copy the prompt from the final frame ↓

[辣度爱好者 @Aynos4000]

@bigjj123 这种不赶时间的调性，其实比加速更考车本身的底子。Meteor低扭顺，骑起来的确不用老想着换挡。

[辣度爱好者 @Aynos4000]

@cockybitch2008 之前一直觉得这小狮子就是个摆着好看的样子货，看完这段有点改观。

[辣度爱好者 @Aynos4000]

@tripoai The charger in high tomorrow plan couple two time heads slightly usually on time under slow one

[辣度爱好者 @Aynos4000]

@Loofyb0i Charge stop skipped a stall and it home run yesterday was somehow yes whole simple

[辣度爱好者 @Aynos4000]

@Swaggerchick234 职场女老师这个比喻太准确了，通勤车最重要的就是情绪稳定，不给你找事。

[辣度爱好者 @Aynos4000]

@MIG_ATL 哈哈实用和好看确实能兼得，窄路掉头轻松这点我在城里骑也深有体会，反正回头率就当白送的了。

[辣度爱好者 @Aynos4000]

@butterfly20099 这种「不乖但可控」的调性其实挺适合城市通勤的，太顺反而容易困。

[辣度爱好者 @Aynos4000]

@Waymo old paint tells a story, new wraps don't even talk

[辣度爱好者 @Aynos4000]

@insomnia_vip chrome plus clean lines beats oversized grilles every time

[damkin @damkina7]

THIS IS A PURE F*CKING GOLDMINE

Anthropic just shared the sharpest trick for Claude Code

The idea: let Opus 5.5 write the plan as a script, and swarm the new Haiku 5.5 in parallel

Huge sweeps with zero Opus burn: the script holds the loop and Opus only sees the final diff

You just launch Claude Code like this:

claude --model opus --effort ultracode

here's the split:

→ Opus 5.5 turns your objective into an executable workflow script
→ Haiku 5.5 swarms every file in parallel at 340 tok/s to extract candidates
→ Sonnet 5.5 patches each fix and cross-checks findings in its own isolated copy
→ you stop burning Opus context on a hundred agent transcripts

Opus only shows up at three moments:

→ authoring the workflow script before the run
→ reading verified findings after the swarm finishes
→ signing off before anything ships to git

Opus plans · Haiku scans · Sonnet ships

JEV engineering is the same move one layer down: the forks that need no thinker go to JEV in milliseconds, and the big models only see the ones that split

the full stack:

> shadcn-ui/ui (85,000+ stars)
Accessible design-system component primitives
https://t.co/H9DPlmJDwM

> excalidraw/excalidraw (85,000+ stars)
Infinite collaborative canvas engine
https://t.co/4fbn36WEuj

> pmndrs/zustand (48,500+ stars)
Minimalist zero-overhead reactive state store
https://t.co/FQ3XkoD3tq

> tanstack/query (45,000+ stars)
Asynchronous server state synchronization
https://t.co/6ET3Tsvq8P

> tldraw/tldraw (40,000+ stars)
Reactive vector canvas and spatial editor substrate
https://t.co/dQTNZOMZ5h

> drizzle-team/drizzle-orm (38,000+ stars)
TypeScript-first relational schema engine
https://t.co/8IgkxAH0cp

> trpc/trpc (36,500+ stars)
End-to-end type-safe API contract layer
https://t.co/s1SkHTvl3S

> colinhacks/zod (35,000+ stars)
Static type inference and runtime schema guards
https://t.co/RZCmAj0rZc

> honojs/hono (22,500+ stars)
Ultra-fast multi-runtime edge application framework
https://t.co/hRJHFLKC2U

> biomejs/biome (18,500+ stars)
Rust-based toolchain for sub-millisecond linting
https://t.co/DtOglP9Hym

paste the stack and this prompt into Claude Code ↓

"Rebuild my Claude Code setup around this stack:
1. Run the main session on Opus 5.5 with ultracode on

2. In every workflow, run read-only scan stages on the new Haiku 5.5 and edit stages on Sonnet 5.5, each edit in its own isolated copy

3. Add one rule to CLAUDE.md: every finding gets an independent verifier agent before it's reported, and fix loops stop after two rounds with no progress

4. Route fast deterministic forks (tool choice, path selection, retries) through JEV
Show me every change as a diff first, no edits until I say go"

↳ https://t.co/Qv2DXkR86l

[Business @XBusiness]

We are excited to be at @advertisingweek New York with three sessions on what actually moves the needle.

Join us to learn about ads that turn attention into customers, why culture and live moments decide who wins in real time and Gametime, the new home for sports on X.

[kvro @0xkvro]

https://t.co/xU1TXhObIR

[Kelley Blue Book @KelleyBlueBook]

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