Devrocs

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Devrocs

Devrocs

@devr0cs

‘’software developer, ai automation, ai researcher’’

Katılım Mayıs 2026
36 Takip Edilen6 Takipçiler
Devrocs
Devrocs@devr0cs·
prompt yazmayı öğrenmeden önce: modele "lütfen düzgün yap, dikkatli ol" diye yalvarıyordum. AYNI BU VİDEODAKİ PSİKOLOJİYE SAHİPTİM. öğrendikten sonra: eval kuruyorum, araç veriyorum, sistem kendi çalışıyor. aradaki bütün fark bu videoda. anthropic anlatıyor, GİT İZLE VE KAYDET, türkçe altyazılı.
digital ghost@vibeeval

ANTHROPIC'TEN MARGOT VAN LAAR ANLATTI! BEN DE TÜRKÇE ALT YAZI EKLEDİM! claude için prompt mühendisliğinin her seviyesini 33 dakikada anlattı. > bozulan bir prompt'u önce eval ile teşhis et, körlemesine düzeltme > talimatı xml ile böl: rol, politika, ton ayrı etiketlerde > eski model için yazılmış patch'leri temizle, yoksa model bilgiyi saklıyor > "doğru hesapla" deme, araç ver, talimat yetenek eklemez > sonnet 4.6 mı opus 4.7 mi, hangi iş hangi modelle > tek dev prompt yerine üret-değerlendir-onar döngüsü kur KAYDET VE İZLE! prompt'u doğru kuran, claude'dan kat kat fazla verim alıyor. fark bu kadar net. bu videoyu sonuna kadar izleyen adam, türkiye'deki bütün "prompt mühendisliği" kursundan fazlasını öğrenir... İZLEMEDEN GEÇME!

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Devrocs
Devrocs@devr0cs·
@vibeeval teşekkür ederim eline sağlık abi
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digital ghost
digital ghost@vibeeval·
ANTHROPIC'TEN MARGOT VAN LAAR ANLATTI! BEN DE TÜRKÇE ALT YAZI EKLEDİM! claude için prompt mühendisliğinin her seviyesini 33 dakikada anlattı. > bozulan bir prompt'u önce eval ile teşhis et, körlemesine düzeltme > talimatı xml ile böl: rol, politika, ton ayrı etiketlerde > eski model için yazılmış patch'leri temizle, yoksa model bilgiyi saklıyor > "doğru hesapla" deme, araç ver, talimat yetenek eklemez > sonnet 4.6 mı opus 4.7 mi, hangi iş hangi modelle > tek dev prompt yerine üret-değerlendir-onar döngüsü kur KAYDET VE İZLE! prompt'u doğru kuran, claude'dan kat kat fazla verim alıyor. fark bu kadar net. bu videoyu sonuna kadar izleyen adam, türkiye'deki bütün "prompt mühendisliği" kursundan fazlasını öğrenir... İZLEMEDEN GEÇME!
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Nick Bencino S
Nick Bencino S@TubeAIYT·
Faceless YouTube channels are in serious trouble. ElevenLabs just embedded watermarks into every AI voice it generates. Google's SynthID can now detect if any audio was made with ElevenLabs tools on YouTube. Not disclosing your AI content? Enjoy demonetisation.
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Devrocs
Devrocs@devr0cs·
scaled past $1M across B2C apps, services, SaaS. SaaS was the hardest by a mile. here's the $0 to $10k MRR blueprint nobody wants to write down: > build from your own pain, not from a "hot market". products that made me money started from workflows I was losing hours to. products I built because the market looked hot died in 90 days. > validate before writing code. find 10 people with the same pain. show a mockup or Loom video. ask: "would you pay for this". if 7 give a number, you have a product. if 7 say "interesting", you have a hobby. > ship the smallest useful version. MVP answers 3 questions, not 30. 2 weeks, not 2 quarters. building feels like progress. it isn't. shipping is. > on X, stop announcing launches. show the product solving a real problem in public. give theplaybook for free, embed the product as the obvious tool. one useful post beats 30 launch posts. > reduce churn with onboarding, not features. users don't churn because the product is bad. they churn because they don't understand it. founders obsess over new features. winners obsess over the first 5 minutes. the truth: $10k MRR is not a product problem. it's distribution and onboarding. build less. ship faster. talk to users every day. most founders die at step 4 because they treat marketing as something you do after the product is ready. marketing is the product. question: 6 months building with 0 users, or 2 weeks shipping with 100. which would you take? your answer says more than you think.
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Devrocs
Devrocs@devr0cs·
shipping open source isn't building in public. it's failing in public, with your real name attached, on a public timeline that doesn't forget. most people won't do this. the ones who do don't get "opportunities." they get something more valuable: strangers who already trust them before the first conversation starts. a closed portfolio is a resume. an open repo is a public commitment. one explains who you've been. the other proves who you are. ship in public until trust compounds. that's the only career strategy that survives a model release.
RinX 🪐@0xrinx

I am telling you, if you consistently build projects and share them publicly, opportunities eventually start finding you

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Devrocs
Devrocs@devr0cs·
the only sound we'll hear once every task in our lives is automated:
digital ghost@vibeeval

ESKİ META MÜHENDİSİ TİNA HUANG ANLATTI! BENDE TÜRKÇE ALT YAZI EKLEDİM! claude cowork'ün her seviyesini 22 dakikada sıfırdan öğretti. > cowork setup ve folder yapısı > beginner: basit otomasyonlar (file operations) > intermediate: cowork özellikleri ve scheduled tasks > advanced: projects ile persistent workspace > super advanced: çoklu workflow KAYDET VE İZLE! claude chat sorularına cevap verir, cowork işi bitirir. fark bu kadar net. videoyu sonuna kadar izleyen adam, türkiye'deki bütün "yapay zekayla işini otomatize et" kursundan fazlasını öğrenir... İZLEMEDEN GEÇME!

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Devrocs
Devrocs@devr0cs·
calif's own writeup tells this differently from the viral framing. apple spent five years and "probably billions" engineering MIE on M5 and A19. three researchers at calif plus Mythos Preview built a working exploit chain in six days. bugs surfaced april 25, root shell by may 1. what mythos did: surfaced two memory corruption bugs in known classes. what humans did: chained them into a data-only path that walks around MIE without triggering it. calif's exact words: "this is where human expertise comes in." the line worth screenshotting from their post: "apple built MIE in a world before Mythos Preview." the shift isn't AI replacing security researchers. it's small teams doing work that used to need entire organizations.
Ejaaz@cryptopunk7213

claude mythos just broke Apple's $2 billion defense system. it did so by discovering a completely different attack vector to break in only took it 5 days costing ~$35K of mythos api time (the same exploit class costs $5-10M on grey market) the researchers that commandeered the exploit produced a 55-page report that was delivered to Apple HQ in-person (hoping they release it after patching). most shocking part for me is apple's MIE worked as intended. mythos just discovered a new way to side-step it entirely by poisoning the data the M5 chip ingested. at this point i think we have to accept that mythos walks the walk. As the anthropic red-team explicitly confirmed this week - this is NOT a compute resource issue. its national defense.

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Devrocs
Devrocs@devr0cs·
in 2013, a guy in pennsylvania opened his paypal statement and found a balance of $92,233,720,368,547,800. chris reynolds was 56. his actual balance was $140. for a moment he was the worlds first quadrillionaire. a public relations executive from media, pennsylvania, richer than carlos slim by a factor of a million. he posted about it on facebook. friends he hadnt spoken to in years reconnected. when a reporter asked what hed do with it, he said: "id pay down the national debt. then buy the phillies, if i could get a good price." paypal noticed within minutes. balance back to zero. they apologized and offered to donate to a charity of his choice. guinness logged it as the largest accidental transfer in history. the number wasnt random. financial systems store balances as integers in cents. divide the largest signed 64-bit integer by 100 and you get a number nearly identical to what reynolds saw on his screen. he didnt see a bug. he saw the ceiling of the database. "im enjoying a brief transit as an internet meme." he told reporters.
Devrocs tweet mediaDevrocs tweet media
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Devrocs
Devrocs@devr0cs·
someone built a $32 desk device that shows your claude code usage in real time. its called clawdmeter. waveshare esp32 board, 480x480 amoled screen, open source on github. but it isnt just a meter. two side buttons send keyboard shortcuts over bluetooth. one for claude codes voice mode push-to-talk, one for mode-toggle. its a hardware peripheral, not a dashboard. and the splash screen runs pixel-art clawd animations that get more frantic as your usage rate climbs. your anxiety is now a mascot. nobody is soldering esp32 boards for their cursor subscription. nobody is shipping HID macropads for copilot. claude code has an accessory market now. the meter exists because the ceiling does. the macropad exists because the workflow is deep enough to deserve one.
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Bryan Johnson
Bryan Johnson@bryan_johnson·
I get done each day about 10% of what I imagine when I wake up.
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