Lito Duffner

I help law firms adopt AI. Founder @ Magister AI Advisors. Helping law firms turn generative AI into strategic advantage. Avid geopolitics observer.

[Lito Duffner @LitoAurelius]

Strong piece, and the operating advice holds up. Own your learning loop. Measure against your own outcomes, not public benchmarks. Treat models as swappable parts. That’s right, and most firms still don’t believe it.

One question the essay walks around: where does the loop actually run?

You can swap the generalist model without losing your company veteran. Fine. But the evals, the RL environment, the memory store, the orchestration all sit on someone’s stack. Move the moat up a layer and you haven’t escaped lock-in. You’ve relocated it from the model to the platform.

The framing offers two futures: a few models eat everything, or value flows broadly to every firm. There’s a third. Value concentrates on the rails the loop runs on. Swappable trains, one set of tracks, a toll on every trip.

Good advice. I’d just ask who collects rent on the ground it all sits on.

[Lito Duffner @LitoAurelius]

@FreddyLA7 Man, I am loving this glaze job on Freddy. Well-deserved.

[Lito Duffner @LitoAurelius]

@KenCageRepo @james_xond Same, Ken. Q.E.D.

[Lito Duffner @LitoAurelius]

@KnicksCentral Knicks need to focus on the NYC victory parade and all A-listers in attendance. No need to focus on the actual basketball game.

[Lito Duffner @LitoAurelius]

@LegionHoops @mindthegamepod There is nothing to do in San Antonio but play basketball

[Lito Duffner @LitoAurelius]

@dpshow Nobody gives a fuck like Charles.

[Lito Duffner @LitoAurelius]

@MikeBales …the force is strong in Mike.

[Lito Duffner @LitoAurelius]

@MikeBales All the time!!

[Lito Duffner @LitoAurelius]

@iAnonPatriot No wonder tech layoffs keep on grinding.

[Lito Duffner @LitoAurelius]

@NoContextHumans 💯

[Lito Duffner @LitoAurelius]

@buitengebieden Snoop.

[Lito Duffner @LitoAurelius]

@AntiWokeMemes This is NOT a Christian church

[Lito Duffner @LitoAurelius]

@LangmanVince Very late stage TDS level 5.

[Lito Duffner @LitoAurelius]

@Kinza1278 I dated a girl who was messy like this. That was an instant -2 points. She hits -3, I run. I run as fast as I can in this situation.

Hygiene is super important to me.

[Lito Duffner @LitoAurelius]

@AntiLeftMemes All 4 are undergoing estrogen replacement therapy.

[Lito Duffner @LitoAurelius]

@verbalriotshow 💯

[Lito Duffner @LitoAurelius]

@MamdaniWatch …and it clearly had no effect in the election. SMH

[Lito Duffner @LitoAurelius]

@himcryptox @elonmusk In thrust we trust. In Latin: in impetu confidimus

[Lito Duffner @LitoAurelius]

@mistressdivy Well put.

[Lito Duffner @LitoAurelius]

@BetMGM Facts.