Flagship open-weight release days are always exciting. Was just reading through the Gemma 4 reports, configs, and code, and here are my takeaways:
Architecture-wise, besides multi-model support, Gemma 4 (31B) looks pretty much unchanged compared to Gemma 3 (27B)...
https://x.com/i/status/2039780905619705902
Forwarded from Вайб-кодинг
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Структура проекта Claude Code (краткий гайд)
Основные файлы
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•
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claude/ (основная логика)
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Лучшая структура = лучше результат
Основные файлы
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CLAUDE.md → правила проекта и контекст•
CLAUDE.local.md → персональные переопределения•
mcp.json → подключение инструментов (GitHub, Slack, БД)•
claude/settings.json → права доступа и моделиclaude/ (основная логика)
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rules/ → стандарты кодирования и тестирования•
commands/ → переиспользуемые workflow (/review, /fix)•
skills/ → автоматически подгружаемая экспертиза (по необходимости)•
agents/ → специализированные под-агенты•
hooks/ → автоматизация и guardrailsЛучшая структура = лучше результат
Forwarded from Вайб-кодинг
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Теперь вы можете дообучать Gemma 4 (и ещё 500+ опенсорс моделей) бесплатно в Google Colab 🔥
1. Откройте Colab-ноутбук
2. Запустите ячейки, чтобы поднять Unsloth Studio
3. Выберите модель и датасет
4. Нажмите «Start Training»
Всё полностью опенсорс (сделано Unsloth)
Также есть подробный пошаговый туториал по дообучению Gemma 4 здесь
1. Откройте Colab-ноутбук
2. Запустите ячейки, чтобы поднять Unsloth Studio
3. Выберите модель и датасет
4. Нажмите «Start Training»
Всё полностью опенсорс (сделано Unsloth)
Также есть подробный пошаговый туториал по дообучению Gemma 4 здесь
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STANFORD UNIVERSITY compressed the entire field of LLMs and transformers into free cheatsheets anyone can use today.
It covers everything from self-attention to Flash Attention, LoRA, SFT, MoE, distillation, quantization, RAG, agents, and LLM-as-a-judge.
https://x.com/i/status/2041132885105950919
How to Implement Tool Calling with Gemma 4 and Python - MachineLearningMastery.com https://share.google/UDsNLOKIRqa63wBti
Forwarded from JR TwitGram 🥂
Shu "Claude Code" deb atalmush qora magiyani yaxshiroq tushunib olish uchun 0 dan yozib ko'rmaymizmi bir?
Tahminan 30 daqiqalarda, stream:
https://www.youtube.com/live/9hTJ84vV-LI
Tahminan 30 daqiqalarda, stream:
https://www.youtube.com/live/9hTJ84vV-LI
YouTube
0 dan "Claude Code" ga o'xshash dasturlash agentimizni yozamiz
Ushbu streamda 0 dan "Claude Code" ga o'xshash coding agentimizni Python tilida yozib chiqamiz.
Forwarded from Samidullo
HOW IS NO ONE TALKING ABOUT THIS?
NVIDIA is quietly giving away free API access to 80+ top-tier AI models, via API and for FREE 🤯
You can instantly use models like MiniMax, GLM, Kimi AI, DeepSeek AI, GPT-OSS and others, all through an OpenAI-compatible endpoint.
Drop it directly into Cursor, Zed, OpenClaw, or your favorite agent framework without changing your infra.
Here’s the 4-step setup (it's easy)
#1 - grab an API key at build.nvidia.com/models
#2 – update your base_url = "𝗶𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗲.𝗮𝗽𝗶.𝗻𝘃𝗶𝗱𝗶𝗮.𝗰𝗼𝗺/𝘃𝟭"
#3 – add your key api_key = "$NVIDIA_API_KEY"
#4 – select model (e.g. minimaxai/minimax-m2.7)
That's literally it!
It runs on a generous free-tier limit, perfect for indie hackers prototyping and testing without burning through cash or managing GPU clusters 🙌
__
EDIT: The second URL was broken, I just fixed it :)
Source: https://www.linkedin.com/posts/charlywargnier_how-is-no-one-talking-about-this-nvidia-activity-7453143500583424000-Ebeb?utm_medium=ios_app&rcm=ACoAADOOAeIBO9fIt0-YFs_GFkwohglTFi3guAQ&utm_source=social_share_send&utm_campaign=copy_link
NVIDIA is quietly giving away free API access to 80+ top-tier AI models, via API and for FREE 🤯
You can instantly use models like MiniMax, GLM, Kimi AI, DeepSeek AI, GPT-OSS and others, all through an OpenAI-compatible endpoint.
Drop it directly into Cursor, Zed, OpenClaw, or your favorite agent framework without changing your infra.
Here’s the 4-step setup (it's easy)
#1 - grab an API key at build.nvidia.com/models
#2 – update your base_url = "𝗶𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗲.𝗮𝗽𝗶.𝗻𝘃𝗶𝗱𝗶𝗮.𝗰𝗼𝗺/𝘃𝟭"
#3 – add your key api_key = "$NVIDIA_API_KEY"
#4 – select model (e.g. minimaxai/minimax-m2.7)
That's literally it!
It runs on a generous free-tier limit, perfect for indie hackers prototyping and testing without burning through cash or managing GPU clusters 🙌
__
EDIT: The second URL was broken, I just fixed it :)
Source: https://www.linkedin.com/posts/charlywargnier_how-is-no-one-talking-about-this-nvidia-activity-7453143500583424000-Ebeb?utm_medium=ios_app&rcm=ACoAADOOAeIBO9fIt0-YFs_GFkwohglTFi3guAQ&utm_source=social_share_send&utm_campaign=copy_link
Nvidia
Models | Try NVIDIA NIM APIs
Experience the leading models to build enterprise generative AI apps now.
🔥1
How to use ANY local vLLM model with Claude Code : r/LocalLLaMA
https://share.google/FqQypK7tR27WjwhBu
https://share.google/FqQypK7tR27WjwhBu
Reddit
From the LocalLLaMA community on Reddit
Explore this post and more from the LocalLLaMA community
Forwarded from @Rustam-Z⚡️
About "Harness Engineering"
https://github.com/walkinglabs/learn-harness-engineering
Folks, learn these things to build your own agents. Spend some time over the weekend, learn, build, launch.
https://github.com/walkinglabs/learn-harness-engineering
Folks, learn these things to build your own agents. Spend some time over the weekend, learn, build, launch.
GitHub
GitHub - walkinglabs/learn-harness-engineering: Harness engineering beginner tutorial, from 0 to 1
Harness engineering beginner tutorial, from 0 to 1 - walkinglabs/learn-harness-engineering
Forwarded from Ulug'bek Creative🚀
Erik Yorgensenning "Naval Ravikant Almanaxi" ni o'qishni boshladim. 27-29 betlarida ta'sirli, o'ylash, bosh qotirish uchun yo'nalish beradigan fikrlarni o'qib, orasidan o'zimga eslatma bo'ladiganlarini shu yerda qoldiraman.
"Jamiyat xohlaydigan, lekin hali qanday qo‘lga kiritishni bilmaydigan narsani keng miqyosida taqdim etish orqali boylikka erishasiz"
"Sotish va qurishni o‘rganing. Agar ikkalasini ham qila olsangiz, sizni hech narsa to'xtata olmaydi."
"Xususiy bilim o‘zlashtirish sizga o‘yindek, boshqalarga mehnatdek ko‘rinadi"
"Agar kod yozishni bilmasang, kitob va bloglar yozing, video ham podkastlar chiqaring"
"Bir soatlik vaqtingizni o‘zingiz istagan narxda shaxsiy ish haqingiz sifatida baholang va uni amalda tatbiq eting. Agar biror muammoni hal etish sizga shu soatbay ish haqingizdan kamroq pul keltirsa, vaqt sarflamang.Agar kimdir bu ishni sizning vaqt qiymatingizdan arzonroqqa bajara olsa, uni boshqalarga qildiring."
"Qo‘lingizdan kelgancha qattiq mehnat qiling.Biroq kim bilan va nimaning ustida ishlayotganingiz qanchalik qattiq ishlayotganingizdan ahamiyatliroqligini yodda tuting."
Kimga foydali desangiz shu insonlarga yuboring.
@ulugbekcreative
"Jamiyat xohlaydigan, lekin hali qanday qo‘lga kiritishni bilmaydigan narsani keng miqyosida taqdim etish orqali boylikka erishasiz"
"Sotish va qurishni o‘rganing. Agar ikkalasini ham qila olsangiz, sizni hech narsa to'xtata olmaydi."
"Xususiy bilim o‘zlashtirish sizga o‘yindek, boshqalarga mehnatdek ko‘rinadi"
"Agar kod yozishni bilmasang, kitob va bloglar yozing, video ham podkastlar chiqaring"
"Bir soatlik vaqtingizni o‘zingiz istagan narxda shaxsiy ish haqingiz sifatida baholang va uni amalda tatbiq eting. Agar biror muammoni hal etish sizga shu soatbay ish haqingizdan kamroq pul keltirsa, vaqt sarflamang.Agar kimdir bu ishni sizning vaqt qiymatingizdan arzonroqqa bajara olsa, uni boshqalarga qildiring."
"Qo‘lingizdan kelgancha qattiq mehnat qiling.Biroq kim bilan va nimaning ustida ishlayotganingiz qanchalik qattiq ishlayotganingizdan ahamiyatliroqligini yodda tuting."
Kimga foydali desangiz shu insonlarga yuboring.
@ulugbekcreative
Forwarded from UzCombinator: 2-mavsum ochiq!
Startup qurayotganlar uchun eng qiziq loyiha boshlanyapti.
Tashabbuslar marafoni doirasida Founders Camp O‘zbekistonning 14 ta hududiga yo‘l oladi.
Har bir viloyatdan 100+ asoschilar bilan UzCombinator birga bo'ladi.
Campda sizni nimalar kutayapti:
🔥 Barbecue party
🎬 Movie night
⛺️ Ochiq osmon ostida tunash
🤝 Tajribali startaperlar bilan networking
🎯 UzCombinator mentorlaridan sessiyalar
💡 Ochiqchasiga gaplashamiz
Maqsadimiz startap qurayotgan yoki qurmoqchi bo'lgan barcha yoshlarni birlashtirish va ularga networking manbai bo'lib xizmat qilish.
Founders Camp sizning hududingizga borayapti, o‘tkazib yubormang.
Qatnashish uchun ariza qoldiring:
👉 Ro'yxatdan o'tish
Tashabbuslar marafoni doirasida Founders Camp O‘zbekistonning 14 ta hududiga yo‘l oladi.
Har bir viloyatdan 100+ asoschilar bilan UzCombinator birga bo'ladi.
Campda sizni nimalar kutayapti:
🔥 Barbecue party
🎬 Movie night
⛺️ Ochiq osmon ostida tunash
🤝 Tajribali startaperlar bilan networking
🎯 UzCombinator mentorlaridan sessiyalar
💡 Ochiqchasiga gaplashamiz
Maqsadimiz startap qurayotgan yoki qurmoqchi bo'lgan barcha yoshlarni birlashtirish va ularga networking manbai bo'lib xizmat qilish.
Founders Camp sizning hududingizga borayapti, o‘tkazib yubormang.
Qatnashish uchun ariza qoldiring:
👉 Ro'yxatdan o'tish