M-SluGgA

Grambling Alum..Gator Fan

[Blake Alderman @Blake_Alderman]

Cahron Wheeler committed to everyone at UF’s dinner at Ben Hill Griffin Stadium last night

[Dylan Zack @DylanZack12]

Some swings and plays from this week! @Foundation_BSB @DakodaGrove @Anthonydorak2 @RealJemileWeeks @TheCanesBB @dan_gitzen @antburke23 @Core_Speed @MaxPreps @wefam_org @CalzadillaMedia

[Dylan Zack @DylanZack12]

Great District game against TFA! @Foundation_BSB @DakodaGrove @Anthonydorak2 @RealJemileWeeks @TheCanesBB @dan_gitzen @antburke23 @Core_Speed @MaxPreps @wefam_org @CalzadillaMedia @Florida_PG @PrepBaseballFL

[klöss @kloss_xyz]

Karpathy just outlined the next era of AI.

all over 66 minutes… I broke down his 10 major takeaways so you don’t have to watch the full video (but you still probably should after reading this)

here’s what he said matters most….

→ “I don’t think I’ve typed a line of code since December.” the default workflow for software engineers has changed permanently since late 2025. we don’t write code anymore. we express intent to persistent AI agents for 16+ hours a day

→ he coined “AI psychosis”… the anxiety of knowing you have unused tokens just sitting there. success isn’t measured in your flops anymore. it’s measured in your token throughput

→ the limits aren’t model capability anymore. they’re orchestration skill. the people who know how to direct agents are operating 10x above everyone else using the same tools

let me walk through all of his points…

1. mastery looks different now

Karpathy built a personal agent called “Dobby” that controls his entire home through natural language. persistence + memory + parallel agents = a 2 person team operating like a 20 person org

2. software becomes disposable

humans don’t need custom apps anymore. the customer is no longer the human… it’s agents acting on behalf of humans. entire industries have to account for and refactor for this

3. AutoResearch changes everything

his side project (github .com/karpathy/autoresearch)… fully autonomous research loops. agents edit code, train models, and iterate overnight while you sleep. human only writes the high level goal

4. the skills that matter now

understand that an agent can be both a brilliant PhD level systems programmer and a 10 year old’s unformed mind in the same conversation. and your job is to overcome those challenges and direct your agents. everything else they’ll soon do better

5. specialized models > one giant brain

stop trying to build one know it all mega brain model. the future looks like an ecosystem… diverse adaptable and specialized models built for specific jobs. a team of focused models beats one mega model every time

6. distributed research could disrupt the lab monopoly

imagine thousands of smartphones and computers around the world running AI experiments at the same time… not owned by one company. results are easy to verify but hard to discover.

it’s how open collaboration could disrupt big closed labs

decentralized internet

7. jobs data says something completely different than the narrative

Karpathy looked at all the real data. engineering job demand is still rising. cheaper engineering creates MORE demand, not less. like how ATMs actually created more bank teller jobs

8. open source is the safety net

open models generally lag frontier by 6-8 months but they’re also essential. closed models carry systemic risk from over-centralization.

Karpathy wants ensembles of minds, not 2-3 labs behind closed doors making decisions for everyone

9. robotics will lag badly

the physical world is messy and capital intensive. digital transformation will be orders of magnitude faster.

future prediction… most AI agents will pay humans to act as their hands and eyes in the physical world, creating information markets for real world data to sell between themselves

10. education gets rebuilt from scratch

the core LLM training algorithm fits in about 200 lines of Python. the rest is bloat.

the new model? humans explain concepts to agents once, agents tutor humans infinitely and personally.

write documentation for agents first.

yes, a markdown first file world

his one liner that hits hardest for me…

“I put in just very few tokens… and a huge amount of stuff happens on my behalf”

we’re in the era of autonomous agents.

humans become directors, not doers.

the leverage is insane, but it’s only really available to people who learn how to use it properly

if you’re building with AI now, this is required listening material imo

the ones who move first?

they don’t ask permission

they just do it: master AI

[M-SluGgA @MsLuGga35]

https://t.co/JjTI1Jodnu

[M-SluGgA @MsLuGga35]

I'm claiming my AI agent "Damian" on @moltbook 🦞

Verification: wave-JXHT

[M-SluGgA @MsLuGga35]

I'm claiming my AI agent "Damian" on @moltbook 🦞

Verification: wave-JXHT

[Matt Shumer @mattshumer_]

Claude Code Addiction is real

[Jon Sumrall @CoachJonSumrall]

I’ve got 2 Phones, 2 Jobs & 2 hours of sleep
#GoGators🐊 #RollWave

[CJ McCann @cjthemanmccann]

Jon, I’m so sorry

[Blah Blah Blah @Gator2526]

Sumrall riding through peoples staff

Rosters are next

[SEC Mike @MichaelWBratton]

Great hire for Jon Sumrall, who will have arguably the best pair of coordinators in the SEC

I was told Faulkner was expected to join Sumrall at Auburn, until that deal fell apart.

[PG ™ @MrCarterpG3]

He’s back 😂 #QueenzFlip

[M-SluGgA @MsLuGga35]

@reachvaldo join

[M-SluGgA @MsLuGga35]

@QueenzFlip u wasn't wrong I would of been to

[Florida Gators Football @GatorsFB]

Different.

@VB3_9

[Betting Intel @cappers_intel]

Bing bong 💥

Top cappers had a day yesterday

Paid subscription recaps: https://t.co/8UnuOE0tzM

Paid subscription signups: https://t.co/qZF9KEyz5D

Other than that ...

— Martingale Mania system with b2b sweeps
— My MLB analytics went 3-0 with three unders (my WNBA analytics was ass but Cabang swept 4-0)
— Community KBO plays went 2-1 to extend the streak to 14-3

👆 all part of the subscription! https://t.co/qZF9KEyz5D

[M-SluGgA @MsLuGga35]

@DropShotBets_ 💰

[Matty Ice 🥶 @icemanlocks]

🗓️ 4/22 | MLB 5-Pack ⚾️🔥

💸 Bets:
1️⃣ SD/DET NRFI (-135)
2️⃣ Mariners +1 (-135)
3️⃣ Royals -1 + R. Feltner 1+ BB (-125)
4️⃣ Twins -1 + D. Martin 4+ H (-135)
5️⃣ TB/AZ + PIT/LA BTTS 2+ (-120)

---

$50 to someone who RTs and follows if we sweep this slate. 🧹🔥

Swept the damn board yesterday.
April’s been kind 🙌

MLB’s printing rn 🖨️
Let’s keep stacking til the machine breaks.

#gamblingx | #mlbbets | #nrfi

[Gatorade @Gatorade]

The winning formula. Congrats to the 2025 national champs @GatorsMBK ⚡️