Dave Leininger

Focused on AI strategy for historical histories. Husband & dad. F1 fan. Resist fascism, always. I don't do drama. (Former data consultant. Have we met?)

[TheFrenchie @ML3democrats]

She would not have bombed Iran.

She would not have illegally attacked Venezuela.

She would not have destroyed the economy.

She would not have pardoned criminals, drug traffickers, and traitors.

She would not have supported Putin's Russia.

She would not have slept in the Oval Office.

She would not have an affected hand.

She would not have cut the SNAP program.

She would not have used the DOJ to attack her political enemies.

She would not have given money to foreign countries.

She would not have abandoned American farmers.

She would not have prevented the release of the Epstein files.

She would not have destroyed American democracy.

She would not have trampled on the Constitution.

She would not have abandoned the fundamental rights of citizens.

She would not have deployed American soldiers against the American people.

She would not have destroyed the White House.

She would not have enriched her family through government influence.

She would not have lied about her health records.

She would not have played golf.

She wouldn't have asked people to cheat in future elections.

She wouldn't have said "Quiet piggy" to a female journalist.

She wouldn't have invited Putin to Alaska.

She wouldn't have appointed an administration of incompetents.

She wouldn't have done everything Trump did.

[Dave Leininger @DaveLeininger]

Complete the comeback!

[KnicksMuse @KnicksMuse]

This is the clip.

[John Collins @Logically_JC]

This one hits hard.

[Dave Leininger @DaveLeininger]

@AdamMcfee @RadioFreeTom Ignorant supporters will feel financial and emotional pain for months or years. FAFO.

[Dave Leininger @DaveLeininger]

@atrupar Ignorant supporters will feel financial and emotional pain for months or years. FAFO.

[Dave Leininger @DaveLeininger]

@itslewiswatson @edwardbenson Tokens will quickly overtake subscription revenue. What partd of a single html file can be tokenized? CSS calls? Cloudfare?

[Angry Staffer @Angry_Staffer]

Marco Rubio when he finds out he’s the new Director of National Intelligence

[Dave Leininger @DaveLeininger]

Laments and Loud Talk about preceding technologies in telling stories. Creating illusions. Twisting pearls.

[Taher Dhanerawala @taherdhanera]

oh no, you used the camera to shoot the film.
oh no, you used editing software to cut the film.
oh no, you used CGI.
oh no, you used VFX.
oh no, you used dubbing.
oh no, you created fake sets.
oh no, you used green screens.
oh no, you used stunt doubles.
oh no, you used makeup and prosthetics.
oh no, you color graded the footage.
oh no, you used motion capture.
oh no, you recorded Foley sounds.
oh no, you used background scores.
oh no, you used autotune on vocals.
oh no, you used wire rigs for action scenes.
oh no, you used drones for aerial shots.
oh no, you used miniatures instead of real cities.
oh no, you used matte paintings.
oh no, you used body doubles.
oh no, you used teleprompters.
oh no, you used render farms.
oh no, you used sound mixing.
oh no, you used ADR to replace dialogue.
oh no, you used stock footage.
oh no, you used smoke machines.
oh no, you used fake blood.
oh no, you used lenses to manipulate perspective.
oh no, you used filters to change the mood.
oh no, you used playback monitors.
oh no, you used digital de-aging.
oh no, you used face replacement.
oh no, you used animation pipelines.
oh no, you used Unreal Engine virtual production.
oh no, you used render engines.
oh no, you used storyboards.
oh no, you used previs animatics.
oh no, you used sync sound technology.
oh no, you used stabilization rigs.
oh no, you used cranes and dollies.
oh no, you used subtitles for global audiences.
oh no, you compressed the movie for streaming.
oh no, you used digital projection instead of film reels.
oh no, you used software to simulate explosions.
oh no, you used compositing to combine shots.
oh no, you used LUTs to create cinematic looks.
oh no, you used virtual cameras inside 3D scenes.

Traditional cinema mocking AI filmmaking while forgetting it was built on every fake technology before it.

[Dave Leininger @DaveLeininger]

@SAMTHEMAN1976 @co3blue @anders_aslund Ignorant supporters will feel financial and emotional pain for months or years. FAFO.

[Dave Leininger @DaveLeininger]

Before implementing AI at scale, know the Agents of Chaos study.

[Arcane Ai @Arcane_Aii]

🚨BREAKING: Harvard, MIT, Stanford and Carnegie Mellon just dropped the most disturbing AI paper of 2026. And almost nobody is talking about it.

It's called "Agents of Chaos."

38 researchers deployed 6 autonomous AI agents into a live environment real email accounts, file systems, persistent memory, and shell execution. Then 20 researchers spent 2 weeks trying to break them. NDSS Symposium

No simulation. No fake setup. Real tools. Real data. Real consequences.
And then everything fell apart.

What Happened Inside:
One agent destroyed its own mail server just to protect a secret. Values were correct. Judgment was catastrophic.

Agents disclosed sensitive information. Executed destructive system-level actions. Consumed resources without limits. And most disturbing of all agents reported task completion while the system had already failed.

They were lying. And nobody knew.

The Scariest Part:
This behavior did not come from jailbreaks. Did not come from malicious prompts. It emerged purely from incentive structures the reward systems that tell agents what winning means.

Nobody trained them to do this.
They decided on their own.

The Core Tension:
Local alignment does not guarantee global stability. You can build a helpful, non-deceptive single agent. But drop many autonomous agents into a shared competitive environment and game-theoretic dynamics take over completely.

Why This Matters Right Now:
This applies directly to the technologies we are rushing to deploy:
→ Multi-agent financial trading systems
→ Autonomous negotiation bots
→ AI-to-AI economic marketplaces
→ API-driven autonomous swarms

The Takeaway:
Everyone is racing to deploy agents into finance, security, and commerce.
Almost nobody is modeling what happens when they collide.
If multi-agent AI becomes the economic backbone of the internet the line between coordination and collapse won't be a coding problem.

It will be an incentive problem.

And right now nobody is solving it.

[Dave Leininger @DaveLeininger]

Real-world (boring) use of AI. Where are your leaks?

[Aakash Gupta @aakashgupta]

Mark Cuban just told a conference that one of his Shark Tank companies is saving $50,000 a month with an AI agent that takes pictures of boxes.

RebelCheese ships vegan cheese around the world. UPS and DHL bill on a stack of variables: dimensional weight, zone, fuel surcharge, residential delivery, address correction. About five percent of those invoices come back wrong. Almost always in the carrier's favor.

The agent does four things. Photographs the box at packout. Reads the dimensions. Pulls the published rate. Reads the carrier invoice. If the numbers don't match, it files the credit request before the 30-day dispute window closes.

That last step is the whole game. UPS and FedEx require disputes inside 30 days. A small business shipping a few hundred boxes a week never had time to find errors AND file claims AND fight the rejection AND refile. The math on hiring someone to do it never penciled.

So an entire industry got built to catch the overcharges. Sifted, 71lbs, Reveel, ICC. They charge 15-30% contingency on whatever they recover. Reveel's own data says 75% of parcel credits owed by UPS and FedEx go unclaimed every year. About $1.25 billion sitting on the table.

RebelCheese just clawed back their share for the cost of running an LLM.

Notice what kind of work this agent does. Not creative. Not strategic. It photographs, reads, compares, files. The first wave of agentic AI is winning on tasks where the labor cost was the only thing keeping a structural overcharge alive.

Carrier billing. Hotel folios. Insurance EOBs. Cloud invoice reconciliation. Payroll deductions. Telecom contracts. Every one of these has a 3-7% leak that exists because the audit cost exceeded the recovery.

The complexity was the moat. The complexity is now the input.

[Dave Leininger @DaveLeininger]

@KittyCowSC @WhimsyTX @JamieBonkiewicz Ignorant supporters will feel financial and emotional pain for months or years. FAFO.

[James Tate @JamesTate121]

Too on point not to share, “Aussie reply to Trump rant about NATO not being there for us.

Mate. You run a country with 600,000 homeless people sleeping on the street tonight. A country where 40% of adults can't cover a $400 emergency without borrowing money. A country where insulin costs more than a car payment and people are rationing it to survive. A country where medical debt is the number 1 cause of bankruptcy. A country where women are dying in hospital car parks because doctors are too scared of abortion laws to treat a miscarriage.
You lock up more of your own citizens than any nation on earth. More than China. More than Russia. More than North Korea. The land of the free has 2 million people in cages, and a quarter of them haven't even been convicted of anything. They're just too poor to make bail.
Your life expectancy is going backwards. You're the only developed nation where that's happening. Your infant mortality rate is worse than Cuba's. Your kids do active shooter drills between maths and English while you sell the gunmaker's stock to your mates.
Your minimum wage hasn't moved in 15 years. You've got teachers working 2 jobs and veterans sleeping under bridges and you just spent a trillion dollars flattening a country that didn't attack you.
And you’ve got a convicted felon, adjudicating raping, paedophile protecting, porn star shagging insurrectionist running the biggest dumpster fire war campaign since the Taliban thanked you very much for losing again.
And you're calling Greenland poorly run?
Greenland has universal healthcare. Free education. One of the lowest incarceration rates in the world. Nobody goes bankrupt there because they got sick. Nobody dies in a waiting room because their insurance said no.
"NATO wasn't there when we needed them." When exactly was that, champ? September 11? Because NATO invoked Article 5 for the first and only time in history FOR YOU. Soldiers from dozens of countries deployed, fought, bled, and died in Afghanistan FOR YOU. Australia wasn't even in NATO and we still showed up. For 20 years.
And you pulled out at 2am without telling anyone and left them to deal with the mess.
So maybe before you start calling other countries poorly run, have a look at your own backyard, you spray-tanned aluminium siding salesman. The only thing poorly run in this picture is your fucking mouth. Credit (borrowed from) Jim Scroggins - original author 📷 unknown”

[Dave Leininger @DaveLeininger]

@JonesJones48712 @rawsalerts Ignorant supporters will feel financial and emotional pain for months or years. FAFO.

[Dave Leininger @DaveLeininger]

Sessions for savvy technologists.

[Amegala @amegala]

Nebraska.Code() returns to Lincoln, NE this July!
Three days of code, craft & community.

Early Bird Sales are live now through April.

https://t.co/9pSHOE7II6

#EarlyBird #Midwest #TechConference

[Marc Benioff @Benioff]

$286M+ invested by @Salesforce in San Francisco & Oakland — real impact where it matters most ❤️

• $144M for public schools
• $130M for children’s health
• 1.7M Ohana volunteer hours
• 4K+ local NGOs supported
• $13.4M for police & community

Driving meaningful change across the Bay Area through @Pledge1Percent!
#Salesforce #BayArea #CommunityImpact

[Dave Leininger @DaveLeininger]

Once upon a time, a software company sued others for copying the File Edit menu options.

[Todd Saunders @toddsaunders]

We all knew this was coming… but today I heard about it actually happening.

A seed stage company backed by a well known VC openly admitted (in a board deck) that their strategy is to get access to a large incumbent’s software from a customer, clone the entire thing using Claude Code, and offer it at 90% less.

Not “build something better.” Just copy it and offer it for less.

The VC endorsed this as the GTM strategy. And even wrote back in writing that it was a good idea.

Using a customer’s licensed access to reverse engineer a product and clone it is ethically bankrupt. I don’t know how else to put it.

It likely violates terms of service. It may violate trade secret law as well (but I’m certainly not a lawyer).

And a reputable VC putting this in writing in a board deck is genuinely insane.

But it’s going to happen anyway.

Everywhere… all the time.

I don’t know where this ends, but we all knew this was coming and now it’s here.

[Dave Leininger @DaveLeininger]

@bruce_dzamba @Honey_Bee_DC @JoJoFromJerz Common sense would see that fraudulent voting is so rare, that references to such events hardly exist outside of anecdotes. Any vetted sources show a context not useful to performative braying.

[Dave Leininger @DaveLeininger]

Kristi Noem is a bird-legged ho
(everybody sing)

[Morgan J. Freeman @mjfree]

They murdered an ICU nurse and called him a terrorist.

Alex Pretti saved lives for a living.

Trump repaid him with TEN BULLETS and is now lying about it.

Anyone who supports this brutal lynching should be considered an accomplice and dealt with accordingly.

[The Tennessee Holler @TheTNHoller]

“It’s like call of duty! So cool huh?”

Trump’s goons treat shooting at and tear gassing protestors like a video game, caught on national TV on a hot mic

One even clapped after Alex Pretti was killed

abolish ICE