kaivectorf

getting better every day with AI

DMs open

[mentalium @mentalium_]

My friend works at Anthropic.

He said $650,000 goes to people who can ship an agent, not describe one.

Hugging Face put the path on one site.

Onboarding => fundamentals => frameworks => use cases => final benchmark.

01 Onboarding. Tools and setup.
https://t.co/p7pMprQt3z

02 Agent fundamentals. Tools, thoughts, actions, observations.
https://t.co/6LIAg5sGYn

03 What is an agent. The think-act-observe loop.
https://t.co/A2YZenp1Fn

04 Frameworks. smolagents, LangGraph, LlamaIndex.
https://t.co/01cEtcwbTV

05 smolagents. Code agents from Hugging Face.
https://t.co/pK06AMFJLQ

06 Use cases. Agentic RAG.
https://t.co/iw8vh7aB54

07 Final assignment. Build an agent, hit the leaderboard.
https://t.co/ve1EPyZoXc

08 Bonus. Fine-tune an LLM for function calling.
https://t.co/ADr0IkiPSN

09 Bonus. Observability and evaluation.
https://t.co/ULhtMfUfiH

10 Bonus. Agents in games. Pokemon battles.
https://t.co/tH9JxnBWFB
The course and the certificates are free.

save this ⭣

[kaivectorf @kaivectorf]

SpaceXAI engineer, Lauren Tan:

"I'm running 30+ GrokBot agents with /loop + /goal, inside pstack. My bots shipping code even when I sleep

at SpaceXAI, 90% of our engineers running 10+ GrokBot agents as a team. I have a Chief of Staff agent, it knows other agents and manages everything"

in a 1-hour workshop, a SpaceXAI engineer revealed how to build a team of GrokBot agents from scratch

worth more than a $650 agentic engineering course

watch it today

then read the article on how to build a team of GrokBot agents from scratch

[beamnxw ./ @beamnxw]

Founders using Grok Bot are already one step ahead of you

Give your one-person company an AI workforce

Reduce routine outsourcing and reclaim founder time

Copy the full Grok Bot harness below ↓ https://t.co/V9wcsNtwQM

[kaivectorf @kaivectorf]

SpaceXAI engineer just shared his prompt for building a team of GrokBot agents based on Lauren Tan’s stack.

this is insane…

send this prompt to GrokBot to set up a team of 30+ GrokBot agents

then read the full roadmap for building a team of agents in the article below.

[beamnxw ./ @beamnxw]

Founders using Grok Bot are already one step ahead of you

Give your one-person company an AI workforce

Reduce routine outsourcing and reclaim founder time

Copy the full Grok Bot harness below ↓ https://t.co/V9wcsNtwQM

[kaivectorf @kaivectorf]

Lauren Tan (SpaceXAI engineer) released a prompt that turns one Grok Bot into an entire project team.

It's f*cking unreal...

send it to your Grok Bot, thank me later. Then read the guide for Grok Bot Engineering.

[beamnxw ./ @beamnxw]

Founders using Grok Bot are already one step ahead of you

Give your one-person company an AI workforce

Reduce routine outsourcing and reclaim founder time

Copy the full Grok Bot harness below ↓ https://t.co/V9wcsNtwQM

[kaivectorf @kaivectorf]

@shikamarutsai will watch it someday :)

[beamnxw ./ @beamnxw]

this Opus 5.5 + /loop + Jev harness gives Claude a decision layer that cut your bill by 80%

It's f*cking unreal...

send the prompt to Opus 5.5 & thank me later. full setup + examples below ↓

[tsukiema @tsukiema_]

holy sh*t, SpaceXAI published the playbooks for running your own Grok Bot team.

I picked 6 worth opening first. Real roles, workflows, and handoffs from people using the product to get work done.

1/ Engineering → Lingxi Li's domain bots manage Cursor Cloud Agents, inspect PR screenshots, and keep a Notion board of CI failures, conflicts, and review state.

2/ Multiple teams → Eric Zakariasson's experimental setup gives each project a channel, a roster, and a Notion board. Existing bots get reused before new ones are created.

3/ Design → John Bai's bots build interactive prototypes, tune motion using actual production assets, and handle repetitive Figma work through MCP.

4/ Mobile apps → Ryan Perry's six-bot studio connects analytics, creative, engineering, releases, infrastructure, and bug fixes around one game.

5/ Product → Kevin Niparko uses an attention list, an engineering manager, analysts, and a PM bot to turn scattered context into work his team can ship.

6/ Everyday work → Josh Kim's Inbox Manager, Calendar EA, and Intel Scout report through one Bot Boss. One place to catch the decisions that need you.

My starting point would be the engineering guide: one domain bot, one feature, screenshot proof, and a reviewable result. Add another specialist when the handoff has a clear job.

The latest October 7 update also adds slide decks delivered as PowerPoint or Google Slides.

Pick one playbook, connect the needed tools, and teach one repeatable workflow. Keep approval for sends, spending, and destructive actions.

The Grok Bot playbook map ↓

[kaivectorf @kaivectorf]

@shikamarutsai claude code basically became the coworker who never clocks out xDD

[kaivectorf @kaivectorf]

SpaceXAI Senior Engineer, Lauren Tan:

"GrokBot is the most powerful agentic tool we have ever shipped, but only 1% of users use it correctly|

at SpaceXAI, I'm running a team of 15+ GrokBot agents. I have a Chief of Staff agent, 3 managers and 11 workers - that's the new engineering setup in 2026"

In 40 minutes, a Lauren reveals how to get 100% of every agentic tool you are using

worth more than a $500 agentic course on the internet

skip Netflix and watch today, it will change the way you use GrokBot forever, then read the article below

[beamnxw ./ @beamnxw]

Founders using Grok Bot are already one step ahead of you

Give your one-person company an AI workforce

Reduce routine outsourcing and reclaim founder time

Copy the full Grok Bot harness below ↓ https://t.co/V9wcsNtwQM

[kaivectorf @kaivectorf]

@beamnxw the bounded decision layer is the real treasure in this list

[kaivectorf @kaivectorf]

@beamnxw the trigger logic is probably the part worth fixing first

[hayato @hayatomaruu]

Anthropic engineer:

“70% of our engineers are using self‑improving loops. Now everyone is building agentic Graphs"

in 3-6 months, we’ll all be building graphs to orchestrate self‑improving agents. No more prompting.”

in 30-minute lecture, Anthropic engineer shows how to build a self-improving agentic workflow from scratch.

Worth more than a $500 agentic course.

Watch this video, then read the article below on how to become a graph architect.

[shikamaru @shikamarutsai]

Boris Cherny, creator of Claude Code:

"Opus 5.5 does in a day what used to take your team a month. And still most people keep using it wrong."

In 1 hour minutes he explains why latest Claude Code models needs less prompting and why your old detailed prompts work against you now.

Watch it, then save the exact setup below ↓

[kaivectorf @kaivectorf]

@shirosignal which section would you recommend watching first?

[kaivectorf @kaivectorf]

SpaceXAI engineer:

"99% of people use GrokBot like a search engine

Only 1% run swarms of self-learning GrokBot agents

I run 100+ agents in a loop, with a Chief agent and PM agents managing the team"

GrokBot → Chief Agent → PM Agents → Agent Swarms → Self-Improving Systems

In a 30-minute workshop, a SpaceXAI engineer shows how to get more from GrokBot without driving up the cost

This workshop is worth more than most $2,500 vibe-coding courses

Bookmark and watch it today

Then read the article below on building your own self-improving GrokBot system ↓

[beamnxw ./ @beamnxw]

Founders using Grok Bot are already one step ahead of you

Give your one-person company an AI workforce

Reduce routine outsourcing and reclaim founder time

Copy the full Grok Bot harness below ↓ https://t.co/V9wcsNtwQM

[beamnxw ./ @beamnxw]

Andrej Karpathy (ex-OpenAI, ex-Tesla) just released a prompt that turns Opus 5.5 into a harness that actually finishes the any job.

It's f*cking unreal...

send it to Opus 5.5, and thank me later. Then read the full guide for Opus 5.5 Harness Engineering.

[mentalium @mentalium_]

A friend at Anthropic said the offer goes to whoever can draw this map on a whiteboard. Every course is free.

Linear algebra → machine learning → optimization → deep learning → vision → language → graphs → reinforcement learning → deep RL → the system you ship.

01 Linear algebra. MIT 18.06, Gilbert Strang
https://t.co/yXHLAw9QL5

02 Machine learning. Stanford CS229, Andrew Ng
https://t.co/q8fM1qBS2O

03 Optimization. Stanford EE364A, Stephen Boyd
https://t.co/YsgoaobsV2

04 Deep learning. MIT 6.S191
https://t.co/l8ZamVaaw2

05 Vision. Stanford CS231n
https://t.co/tzlMu3vE5c

06 Language. Stanford CS224n, Chris Manning
https://t.co/W4pBw8vCwF

07 Graphs. Stanford CS224W, Jure Leskovec
https://t.co/J5XzsUGimA

08 Reinforcement learning. David Silver, DeepMind
https://t.co/CnChaWVCNf

09 Deep RL. Berkeley CS285, Sergey Levine
https://t.co/P7n1b1Fo9p

10 Ship it. Full Stack Deep Learning
https://t.co/2Uvm8s1jM7

save this ⭣

[kaivectorf @kaivectorf]

@shirosignal how do you keep review quality from becoming the bottleneck?

[kaivectorf @kaivectorf]

SpaceXAI engineer, Nick Miller:

"99% of people run one GrokBot and call it done, only 1% build teams of bots that talk to each other.

i'm running a team of 20+ GrokBot agents in a loop & graph. I have a Chief of Staff bot, PM bot, QA bot and 15+ workers - that's the new stack"

In a 27-minute demo, a SpaceXAI engineer explains how to build a team of GrokBot agents from scratch

worth more than a $500 agentic engineering course

watch this, then read how to build a squad of GrokBot agents in the article below

[beamnxw ./ @beamnxw]

Founders using Grok Bot are already one step ahead of you

Give your one-person company an AI workforce

Reduce routine outsourcing and reclaim founder time

Copy the full Grok Bot harness below ↓ https://t.co/V9wcsNtwQM