O Fresh

🎧 Artist & DJ 🎶 | On Tour 👇🏾

[Rajvi @rajvishah30]

today someone in office said that “worrying is the worst way to use your imagination” and that’s easily the best thing Ive heard all week

[Wow, He’s Tsonga! @_aboihasnoname]

It’s very important to decide to be happy the moment you wake up, do not dwell into things you have no control over.

[Blake Burge @blakeaburge]

Underrated life advice: Make yourself easy to root for. Be kind. Be reliable. Celebrate other people’s wins. Work hard without complaining. Carry good energy into rooms. You'll be shocked by how many doors open for you by making life better for others.

[Reads with Ravi @readswithravi]

I’m in love with this sentence:

“The art of not being ready and doing it anyway will take you so far.”

[highFashion @rahman_jago_]

Don’t forget to overthink the best case scenario too.

[Blake Burge @blakeaburge]

Major cheat code for life: Believe that things will work out for you. Not blindly, but through effort. When you expect good things and pair it with action, you start noticing opportunities others miss. Optimism paired with effort is a powerful force.

[໊ @wynavira]

the power of a bowl of rice mixed with some fucking bullshit cannot be overstated

[✒️ @Literariium]

“Asking is a moment’s shame; not asking is a lifetime’s shame”

— Japanese Proverb

[$ @jxtsummer]

dont forget to imagine the best case scenario, too

[O Fresh @djofresh]

@NYGov AYO

[Hend Amry @LibyaLiberty]

He makes filling potholes look easy. And governing look easy. Remember when candidates were asked which country they’d visit first and they all said Israel and Mamdani said uh I’ll be taking care of constituents in New York because that’s what the job is for. There you go. Stop voting for candidates beholden to Israel.

[goma @soigomaa]

After a certain age, your parents slowly become your children. They ask simple questions, repeat stories, and depend on your patience the way you once depended on theirs. Very few understand this role reversal.What looks like innocence or inconvenience is really time coming full circle. Don't correct them harshly. Don't rush them. Care for them the way they once protected you. This is not a burden. It is repayment.

[Mark Manson @Markmanson]

Scarcity dictates what’s meaningful.
ㅤ
When you are alone, a relationship feels meaningful. When you’re in a relationship, time to yourself feels meaningful.
ㅤ
When you are overworked, time off feels meaningful. When you have plenty of downtime, work feels meaningful.
ㅤ
The scarcity never gets solved, it simply changes form.

[danisha carter @danishacarterr]

the way people judge where musicians are performing + what deals they’re taking always reminds me how little they know of the entertainment industry

touring is not profitable for many many artists, regardless of how famous it makes them look. what IS profitable? commercials. corporate deals. beauty campaigns (as the face). tech partnerships.

nobody is embarrassed about singing for an hour at a car event for six figures 💀

[Mustafa @oprydai]

i often think about this..

[THISMA @thismacapital]

TL;DR :

Anthropic a développé une architecture 3 agents pour faire coder Claude en autonomie pendant des heures sans perdre en qualité :

Le problème :

• Claude perd le fil sur les tâches longues (context window saturée)
• Claude s'auto-évalue trop positivement : il dit "c'est bien" même quand c'est moyen
• Le design frontend généré est souvent générique

La solution : 3 agents séparés :

1. Planner : découpe le projet en tâches
2. Generator : code les features une par une
3. Evaluator : juge le travail du generator (inspiré des GANs)

Deux insights clés :

• Context resets > compaction : au lieu de résumer le contexte (compaction), ils reset complètement l'agent et passent un artefact structuré au suivant. Ça élimine le "context anxiety" où Claude bâcle la fin parce qu'il croit manquer de place.

• Séparer le juge du créateur : un agent qui évalue son propre travail est toujours trop indulgent. Un agent séparé, calibré pour être critique, donne un feedback honnête. Le generator itère 5-15 fois en réponse aux critiques.

Pour le design frontend :

• 4 critères de notation : qualité design, originalité, craft, fonctionnalité
• L'évaluateur utilise Playwright (MCP) pour naviguer sur la page avant de noter
• Résultat : des designs beaucoup plus originaux et moins "template AI"

Pour le code long-running :

• Sessions de plusieurs heures en autonomie totale
• Le planner crée des specs détaillées, le generator code, l'evaluator valide

En gros : fais apparaître un deuxième agent pour critiquer et challenger le travail du premier

[Jameson Lopp @lopp]

Consider that the dumbest people you know are repeatedly being told "You're absolutely right!" by LLMs.

[O Fresh @djofresh]

NOO WAY!!!!

[Marques Houston @marqueshouston]

Ya’ll Ready? #YouGotServed2

[trash jones @jzux]

“zohran’s wife tweeted bad stuff at age 15” ok have you seen what the president of the United States is currently tweeting at age 79

[O Fresh @djofresh]

@big_business_ That’s good POV people forget the metal fortitude that comes with THAAAAT level to fame.

It’s honestly an underrated feat in itself.