Sarku Enoch K. E.

United States Coast Guard

[Sarku Enoch K. E. @professorsarku]

@elonmusk @elonmusk
Would latency for inference not be easily resolved using embedded starlink comms on all Teslas?
- v1: starlink attached and powered by 12V battery
- Vehicle data center ops begin when plugged in overnight from user response
- Starlink->ECU->Dojo->back
->DTC as backup

[Pierre-Eliott Lallemant @pierreeliottlal]

We went from 0 to 2,200 paying customers in under a year by following @ycombinator's 15 rules:

1/ Do things that don't scale. Get your first 10 customers by hand.

2/ Launch now, not when it's "ready". A mediocre product in front of real users teaches you more in a week than 6 months of polishing in the dark.

3/ Charge from day one. If nobody will pay, you don't have a startup, you have a hobby.

4/ Talk to users every single day. The roadmap you need is sitting in your customers' heads, and they'll hand it to you for free

5/ Always hunt the 90/10 solution. For almost any feature there's a way to capture 90% of the value with 10% of the effort.

6/ There are only two real jobs: write code and talk to users. Everything else (conferences, press, VC coffees, corp dev calls) is fake work.

7/ You pick your customers as much as they pick you. 10 users who love you beat 1,000 who kind of like you.

8/ Growth is an output, not a strategy. Grow before product market fit and all you're buying is churn.

9/ Do less, really well. Pick one or two metrics and judge every task against them.

10/ Know if you're default alive. Paul Graham's question: on current growth and current burn, do you reach profitability before the money runs out?

11/ Don't hire until it hurts. Headcount is not progress, it's burn. Every great startup was embarrassingly small for embarrassingly long.

12/ Momentum is the only real moat in year one. Ship something every week, even something tiny.

13/ Every great startup is badly broken at some point. The game isn't avoiding fires, it's how fast you put them out. Again. And again

14/ Ignore your competitors. Startups die of suicide, not murder. In year one, the only company that can kill yours is your own

15/ Startups rarely die from running out of money. They die because the founders fall out. Brutal honesty with your cofounder is the cheapest insurance you'll ever buy

Good luck !

[Sarku Enoch K. E. @professorsarku]

@elonmusk @elonmusk
Would latency for inference not be easily resolved using embedded starlink comms on all Teslas?
- v1: starlink attached and powered by 12V battery
- Vehicle data center ops begin when plugged in overnight from user response
- Starlink->ECU->Dojo->back
->DTC as backup

[Vast @vast]

The Haven-1 flight article has been painted. Next, key components including the hatch and domed window will be integrated ahead of pressure and load testing in Mojave, CA.

[Sarku Enoch K. E. @professorsarku]

Grok Imagine
@grok

humans as Mars colonists with cyber trucks

[Avi Chawla @_avichawla]

9 MCP, Agents, and RAG projects for AI engineers:

[Elon Musk @elonmusk]

Tesla Optimus learning Kung Fu

[Akshay 🚀 @akshay_pachaar]

MCP is getting so good!

Most developers think MCP is just another tool calling standard, but that’s just scratching the surface.

Here's what makes MCP powerful (explained with examples):

Unlike simple tool calling, MCP creates a two-way communication between your AI apps and servers.

Let me break down the 6 core primitives that make this possible:

Starting with the client!

A client offers 3 capabilities: sampling, roots, and elicitation.

1️⃣ Sampling

The server can ask the client to generate LLM completions, but the client still controls permissions and safety.

Example:

A travel server asks the LLM to pick the best flight from a list.

2️⃣ Roots

Clients define what files the server can access. Secure, sandboxed, and scoped.

Example:

A server for booking travel may be given access to a specific directory, from which it can read a user’s calendar.

3️⃣ Elicitations

Servers can request user input mid-task, in a structured way.

Example:

A server booking travel may ask for the user’s preferences on airplane seats, room type or their contact number to finalise a booking.

Moving on, let's talk about the MCP server now.

Serve also exposes 3 capabilities: tools, resources, and prompts

4️⃣ Tools

Controlled by the model, tools are functions that do things: write to DBs, trigger logic, send emails, etc.

Examples:

- search flights
- send messages
- create calendar events

5️⃣ Resources

Controlled by the app, resources are the passive, read-only data like files, calendar, KBs, APIs.

Examples:

- retrieve docs
- read calendars
- access knowledge bases

6️⃣ Prompts

Controlled by the user, prompts are pre-built instruction templates that guide how the LLM uses tools/resources.

Examples:

- plan a vacation
- draft an email
- summarize my meetings

👉 If you're interested in learning more about MCP, let me know in the comments.

I've created a FREE illustrated guidebook with over 10 projects, along with a YouTube playlist for those who prefer videos.
_____
That's a wrap!

If you found it insightful, reshare with your network.

Find me → @akshay_pachaar ✔️
For more insights and tutorials on LLMs, AI Agents, and Machine Learning

[Sarku Enoch K. E. @professorsarku]

https://t.co/yofEtO04vE

[Sarku Enoch K. E. @professorsarku]

@RepMarkWalker @realDonaldTrump Heartiest congrats on your nomination as Ambassador at Large, @MarkWalkerNC! There’s truly no better individual for this role—your unwavering, faith-driven advocacy for people and everyone counts stance is next to none.

[Sarku Enoch K. E. @professorsarku]

CashApp Intern Interview by Pair Programming https://t.co/8zi64GDP84

[Sarku Enoch K. E. @professorsarku]

#googlecloudready
Am excited to have com[leted Google Cloud Essentials in qwiklabs from spinning machines to deploying on kubernetes and load balancing. Phew!!!https://t.co/tMqyS6rKxC

[Sarku Enoch K. E. @professorsarku]

@WhoIsHLM When a student owes any fees with NCAT, the entire life of the student comes to a stand still. Worse being out of state. Holds on your account, can't register, can't graduate, can't attend classes; international student @ huge risk of deporting. Refund monies now. Unlawful words

[Sarku Enoch K. E. @professorsarku]

@neiltyson Hi Neil, can you write letters to teach me Finite Difference Methods and Advanced numerical analysis. Am struggling in Math Class. You make hard things easy.

[Mandy Chan @MandyChanNYC]

Here @Google #DeveloperStudentClubs NA Summit with @TayCaldwell @tripathiuttam @_KylePaul Welcome all of the new #AoGDevs who built your 1st Action with us this morning! We look forward to trying your 🎮 #game action using #interactiveCanvas Many #Javascript developers here 😃

[Sarku Enoch K. E. @professorsarku]

Step at a time @ Sunnyvale, California https://t.co/wJpWkpjvPr

[Sarku Enoch K. E. @professorsarku]

DSC 2019 Summit at Google Sunnyvale and Mountain View campus was lit. Silicon valley future developers met here to change the world!!!
Oh, wait a minutes story is unfolding... https://t.co/JTY4h6MpZ3

[Sarku Enoch K. E. @professorsarku]

No better way to make imoact than help my community do more with Google Technology

[Sarku Enoch K. E. @professorsarku]

#NewProfilePic

[Sarku Enoch K. E. @professorsarku]

@mclaurenseries I have a question: Whatever happened to initiating a conversation with someone who is passionate about what you do among other things? aka compatibility?..... Is staying single a statistically significant conclusion. Evolution evokes survival from best traits, why is that absent?

[Sarku Enoch K. E. @professorsarku]

2016 NCCES Community Economic Development Statewide Conference