Kris Shan

applied ai & agents researcher

dms open btw

[Kris Shan @KrisShan1]

@twinedon0 rn prompt isn't the main thing
the main thing i just watched from your video

[Kris Shan @KrisShan1]

@xelmio with his mind i would be really happier
insane guy

[Kris Shan @KrisShan1]

@beamnxw dude you graduated "the prompt university" or what?? insane

[Kris Shan @KrisShan1]

@spectnfa oh that's actually intresting idea that you put it to excel

[Kris Shan @KrisShan1]

@0xAIlabs yes, thanks that you mentioned debugging, didn't think about that

[Kris Shan @KrisShan1]

ANTHROPIC NOW SAYS ONE MAIN AGENT WITH SKILLS BEATS A TEAM OF SUBAGENTS. I HAD 6 GROK BOTS PASSING WORK TO EACH OTHER. I MERGED THEM INTO ONE AND IT GOT FASTER AND CHEAPER OVERNIGHT

every handoff between bots lost something. the inbox bot didn't know what the calendar bot promised

what i changed:
1. one main bot plans the day and does the work itself
2. the old bots became skills it loads only when needed: inbox, calendar, research, invoices, posts
3. it keeps one memory file, so nothing gets lost between tasks
4. side bots only for jobs that run in parallel, like watching 3 inboxes at once

the difference in a week:
→ tasks done 31% faster
→ usage down about a third
→ zero "i didn't know you already replied" moments

paste this:
"Be my one main assistant. Plan each task and do it yourself. Turn my old bots into skills you load only when you need them. Keep one shared memory of everything you did. Only start a helper bot for work that has to run in parallel."

full setup in the article ↓

[unicode @unicodef1wn]

I put together one guide for anyone who wants a workflow like the SpaceXSI team's.

One message builds your whole Grok Bot setup. Plus the team's rules, prompt habits, routines and permissions. Every setup is a block you paste.

16-min read. Save it ↓ https://t.co/gJ8ddzRkkM

[Kris Shan @KrisShan1]

@ieatded thank u!

[Kris Shan @KrisShan1]

@whemohere yep yep
and it can keep context even better

[Kris Shan @KrisShan1]

@neilchor yea u right

[Kris Shan @KrisShan1]

@nexor404 yeah!! i thought it won't be able to do that but turns out that it can

[Kris Shan @KrisShan1]

@neilchor i didn't know that it's so easy to configure your cmo lol

[Kris Shan @KrisShan1]

@1920web1080 this design reminded me excel lol

[Kris Shan @KrisShan1]

@nexor404 wow it can work even with iphone 6, didn't expect

[Kris Shan @KrisShan1]

@whemohere morning bries is thing that i especially need, thx

[Kris Shan @KrisShan1]

@neilchor can i upload my own voice to grok? because there are some organizations where my voice is already known

@grok tell me

[Kris Shan @KrisShan1]

@the_ethan_cross i really like them lol

[Kris Shan @KrisShan1]

JENSEN HUANG'S LITTLE ROBOTS FELL THOUSANDS OF TIMES IN SIMULATION BEFORE THEY EVER WALKED ON STAGE. I STOLE NVIDIA'S TRAINING LOOP FOR MY GROK BOT AND IT HASN'T MESSED UP A REAL TASK SINCE

nvidia doesn't teach robots step by step. they let them fail in a simulator, score every attempt, keep what worked, and only then put them on a real floor.

the same loop, for grok bot:
1. sandbox: it runs a new task on fake copies first. fake inbox, fake calendar, fake clients
2. score: every run gets checked against what i'd call a good result
3. keep the winner: the best version becomes the bot's routine
4. go live: only the tested routine touches my real accounts
5. fall, get up: any real mistake goes back into the sandbox as a new test

first task i trained this way: replying to client emails. 40 rehearsals, then live. zero replies i had to rewrite this week.

paste this:
"Before you do [TASK] for real, rehearse it 40 times on made-up examples. Score each attempt against my rules, keep the best version as your routine, and show it to me. Any mistake you make later becomes a new practice case."

the full training setup is in the article ↓

[unicode @unicodef1wn]

I put together one guide for anyone who wants a workflow like the SpaceXSI team's.

One message builds your whole Grok Bot setup. Plus the team's rules, prompt habits, routines and permissions. Every setup is a block you paste.

16-min read. Save it ↓ https://t.co/gJ8ddzRkkM

[Kris Shan @KrisShan1]

@0xfuckpoverty youre welcome my fren

[Kris Shan @KrisShan1]

@nexor404 yeah without mistakes there is no progress

[Kris Shan @KrisShan1]

@whemohere lol agreed

[Kris Shan @KrisShan1]

@neilchor i thought about it, but i don't have access to this robots