Cory Shelton

CEO of BenchAGi. What's new in Bench: AI agents and the harness we set up for roofing and contracting teams.

[Cory Shelton @LightDriver21]

@elonmusk Brother, everything in space is looking better right now.

[Cory Shelton @LightDriver21]

@thsottiaux @ajambrosino

[Cory Shelton @LightDriver21]

@claudeai Could you add working indicator when we use tools like the API-eval and API-hill-climb?

The sessions just look really dead when something is running with those shells in the background of the CLI.

[Cory Shelton @LightDriver21]

@shawmakesmagic The child of this union must be protected at all cost.

[Thariq @trq212]

I think the same is true of creative fields, like I see artists really worrying about AI

but I wish so badly that I could sketch animation ideas and character concepts for my agent to flesh out instead of trying to find examples

I don't have the language!

[Elon Musk @elonmusk]

Correct.

Using Starlink, a civilian commercial service, for offensive drone strikes to kill people has never been allowed, nor should it be.

Starshield, a different system, is controlled by the US government. What they decide to do is up to them.

Ukraine military violated Starlink terms of service and used it for offensive drone strikes to kill people. That loophole was closed last week.

Starlink remains critical to the defense of Ukraine, as it is the only system that cannot be jammed or blown up, at least for now. Were Starlink to be turned off, the Ukrainian front line would collapse immediately. This is NOT a threat, it is simply a statement of fact.

Starlink was also crucial to preventing Russia from overrunning Ukraine in the early days of the war, as all other means of communication were destroyed or jammed by Russia.

SpaceX has done more to defend Ukraine than any private company on Earth BY FAR.

That said, I have nothing but UTTER CONTEMPT for the virtue-signaling evil warmongers who push for endless slaughter and offer no realistic solution to the conflict. May you burn in hell.

End of story.

[@jason @Jason]

Let me explain reality… if you have but sixty seconds:

They were targeting Elon

They were targeting him with fake charges because the socialist-industrial complex is terrified that he would expose their long grift.

They came after him for the Model 3 and Elon’s claims around its potential.

That potential was realized, and it became, along with the Model Y, the best-selling electric vehicle ever created.

These were fake charges to try to stop somebody from building the best category-defining product.

Let that sink in: that's how evil these motherfuckers are.

The loooooong grift has been exposed: socialist grifters are stealing our tax dollars to fund fringe lunacy, NGOs and government programs without oversight or audits.

They’re parasites incapable of creating any product or service that has to compete in the open market.

Elon creates a couple of cutting-edge products each year, and half of them succeed.

Some of them actually change the world. Some of them fail brutally.

It's called capitalism. It's called creation.

This is what moves the human condition forward: trying things.

Trying really hard things.

Socialists come for the people building valuable products and services — that’s the tell

Keep your eye out for the people who've created nothing and risked nothing, but who are attacking the people who risk everything to create Something.

That's the tell.

[KhaN ComicS @IvaNxKhaN]

‼️Goku existe y vive en Francia‼️
Todo mi apoyo a este héroe 💪
#fotodelaño2026

[Felix Rieseberg @felixrieseberg]

Hi, I'm Felix. I'm an eng lead working on Claude. I love watching people take flight and do things they never thought possible.

We often describe that as "being more ambitious" when using AI, which is tricky advice to follow. I wrote a tutorial:

https://t.co/vNPPs5FWm8

[Palmer Luckey @PalmerLuckey]

I am getting lots of incoming questions about the public execution of Nidal Hasan, mostly because I have been outspoken on wanting public executions for over a decade.

My position is simple: Executions should be public and brutal, not private and medicalized. They are the ultimate example of the state's monopoly on violence, and the only way to keep that from running out of control is to confront voters with the trade they have made every single time, that they might have appropiate confidence or revulsion in the institution.

This is not new thinking. George Washington thought the same. The way we have shifted from hanging to firing squads to doctors quietly injecting chemicals that send our worst gently off to sleep is awful and dystopian, a total short-circuiting of important feedback mechanisms. It makes needless executions more likely, not less so. People who demean this as barbaric or yucky miss the whole point. It doesn't somehow become torture or inhumane (as the UN is suddenly claiming) just because we decline to hide the act behind a curtain.

And then there are those who suggest any revel in the death of those who truly deserve it is an indicator of a broken or diseased mind. To the contrary. It is normal, good, and aligned with our natural and national order. That it has not been done here in 60 years is an indictment in and of itself.

And that is without even getting into the fact that men were not hung for stealing horse, but that horses may not be stolen.

"I would to God that one of the most attrocious in each State was hung in Gibbets, up on a gallows five times as high as the one prepared by Haman. No punishment, in my opinion, is too great for the Man, who can build his greatness upon his Country’s ruin."
- George Washington, 1778

[orph @orph_]

First they came for the software engineers and I said nothing for I was not a software engineer.

Then they came for the mathematicians and I said nothing for I was not a mathematician.

Then they came for the lawyers and I said "make sure you get all the lawyers"

[Ole Lehmann @itsolelehmann]

“okay, so what? it’s just math.”

no, you don't get it.

here’s what OpenAI’s math breakthroughs could eventually help make possible in the real world:

Vlasov–Maxwell → stronger foundations for fusion research, whose ultimate prize is virtually limitless clean energy to power civilization

Calderón’s Problem → portable body scanners using electrical signals, making medical imaging cheaper and easier to access

Maximum-Cardinality Matching → faster searches for compatible kidney swaps across large donor pools, helping hospitals coordinate lifesaving transplants

Inverse Elasticity Problem → scans that map tissue stiffness, helping doctors locate suspicious growths inside the body

Mumford–Shah Conjecture → better tools for spotting tissue changes in brain scans, helping doctors identify signs of disease

Bose–Einstein Condensation → stronger foundations for quantum sensors that could help vehicles navigate without GPS

Simple Stochastic Games → better safety checks for self-driving cars and robots before dangerous mistakes reach the real world

Matrix Multiplication → cheaper AI and bigger scientific simulations using the same computers

Edit Distance → faster DNA comparisons, helping researchers study genetic changes linked to disease

The k-Server Problem → robots that waste less movement and energy, making warehouses more efficient and goods cheaper to move

a reminder that math is the foundation of science.

so accelerating mathematical discovery could compress centuries of scientific progress into years.

insane timeline to be alive for!

[United Airlines @united]

Our fast, free inflight Wi-Fi from Starlink is game-changing.
Now it's time for you to make a change.

We’ll match your hard-earned status when you switch to United now: https://t.co/RZ0CzJ3Liw

[Home Builder Tanner Alexander @TannerBuilds]

Finally

[alex getman @alexgetmancom]

What the community actually wants from OpenAI DevDay:

1. Fix the limits

After Opus 5.5, everyone saw that Claude, historically known for its strict limits, is now actually usable even for $20/month.

OpenAI somehow went in the opposite direction. The limits are broken not only on the $20 plan, but even on the $100 and $200 plans. People are saying their limits sometimes doesn’t even last a full day.

2. Astra at $25/MTok output, ideally even less

The GPT-6 lineup used to be Astra, Sol, Terra, and Luna. Terra is gone now, and it feels like Sol was nerfed into what Terra used to be.

So realistically, Astra is the only true frontier model in the lineup.

And naturally, people want to use the strongest model, not pay for a subscription and then have to use the mid-tier one because the frontier model is too expensive.

3. Forced resets shouldn’t move your scheduled reset date

If you still have 80% of your limit left and your regular reset is in 2 days, getting a forced reset shouldn’t move the next one to 7 days from now.

You basically get downgraded for receiving a reset, because you lose those 2 days you had already planned around.

4. Remove the 5-hour limit from the $20 plan

It’s just annoying and makes usage much harder to plan, especially when you already have upcoming resets to think about and want to manage your remaining allowance around them

[Danny @DB0ii69]

@LightDriver21 @harryh @nickshirleyy Go ahead retard. Lets see what you come up with.

[Harry Heymann 🥑 @harryh]

It costs $750k to replace a 4,000 square foot roof? That seems pretty crazy.

[Benny Johnson @bennyjohnson]

JUST IN: The Lone Lindsay Clancy Juror Michael Desronvil Just Broke His Silence Tonight in a Defiant Statement praising God and Defending the Children Murdered by Lindsay Clancy.

“I know the whole focus has been on me, but we want to reel everything back and put the focus on the three angels that's at hand. The ones that can't speak for themselves, the ones that can't defend themselves, and the one that can't fight the battles.”

“And those are Cora, Dawson, and Callan.”

“I want to thank God for my Catholic faith. I want to thank God for blessing me with the ability to love my daughter.”

“I would like to thank everyone, every individual that has supported me throughout this difficult situation. Your prayers, your emotional support, your psychological support is tremendous to my heart that I feel, that I sense, that I know. I do want to thank you from the bottom of my heart. Thank you.”

Pray for Michael 🙏🏻

[Cory Shelton @LightDriver21]

@etowner5 This state is awful, you should never live here.

We have.... uhhh *checks notes*

"Occasionally bad air quality."

That's it, bad air quality. I hear Washington state and Oregon have much better air.

Hate for you to get jelly lung or something idk. Please don't move here.

[Beff (e/acc) @beffjezos]

Get in anon, we are going to accelerate to the stars 🚀🌌

e/acc