rohitg00

75k stars in about 7 months, and it's completely free. @ghumare64's AI Engineering from Scratch: 542 lessons across 20 phases, math all the way to agents. Project starters that fail until you implement them yourself. Starting AI engineering? Start here. rohitg00/ai-engineering-from-scratch t.co

FastAPI Token Streaming Without Blocking the Event Loop At 3:00 AM, your on-call pager fires. Users report frozen AI responses. You check logs—no timeouts, no errors. Connection pool exhaustion. A dozen disconnected browsers left upstream streams hanging. The server never closed them. That's the incident this architecture prevents. I'm evaluating rohitg00/ai-engineering-from-scratch as an external adopter. Its direction—"Learn it. Build it. Ship it for others"—makes streaming lifecycle management a critical integration boundary. This design is an independently runnable companion, not a claim about the repository's current implementation. The problem is specific: a disconnected browser must not leave upstream work consuming connections. Streaming tokens is straightforward; owning their lifetime is not. The Failure Behind the Frozen Stream The classic mistake starts with requests.get() inside an async def endpoint. The function looks asynchronous, but the synchronous HTTP call blocks the event-loop thread. Other requests stop progressing until it returns. Replacing that call with an asynchronous client fixes scheduling, not resource ownership. If cancellation bypasses cleanup, upstream responses remain open. Unclosed database connections produce the same symptom elsewhere: pool exhaustion, rising acquisition latency, and requests that appear frozen. The architectural boundary should be explicit: Browser → FastAPI router → shared asynchronous HTTP client → model gateway Pydantic validates input before opening upstream work. The router translates provider events into a small application-owned SSE protocol. The application lifespan owns the HTTP pool; each response owns its upstream stream. Database transactions, if needed for authorization or accounting, should finish before token generation begins. For a reproducible test topology, the configuration below uses B-Lost's relay endpoint, https://b-lost.com/v1, as the gateway under test. That's a configuration choice, not a claim of measured availability or provider compatibility. Confirm its streaming contract and available model identifier before running. One Runnable Streaming Boundary Save this as app.py. Install and launch commands are included in the same block. The implementation expects OpenAI-compatible chat-completion SSE frames. # python -m pip install fastapi==0.115.12 pydantic==2.11.4 \ # httpx==0.28.1 uvicorn==0.34.2 # export RELAY_API_KEY="your-key" # export RELAY_MODEL="your-supported-model" # uvicorn app:app --host 0.0.0.0 --port 8000 import json import os from contextlib import asynccontextmanager from datetime import datetime, timezone import httpx from fastapi import APIRouter, FastAPI, HTTPException, Request from fastapi.responses import StreamingResponse from pydantic import BaseModel, ConfigDict, Field, field_validator from starlette.background import BackgroundTask class WireModel(BaseModel): model_config = ConfigDict( extra="forbid", json_encoders={ datetime: lambda value: value.astimezone( timezone.utc ).isoformat() }, ) class GenerateRequest(WireModel): prompt: str = Field(min_length=1, max_length=8000) @field_validator("prompt") @classmethod def reject_blank_prompt(cls, value: str) -> str: value = value.strip() if not value: raise ValueError("prompt must contain non-whitespace text") return value class TokenEvent(WireModel): text: str at: datetime = Field( default_factory=lambda: datetime.now(timezone.utc) ) @asynccontextmanager async def lifespan(app: FastAPI): async with httpx.AsyncClient( base_url="https://b-lost.com/v1/", headers={ "Authorization": f"Bearer {os.environ['RELAY_API_KEY']}" }, timeout=httpx.Timeout( connect=5.0, read=45.0, write=10.0, pool=2.0 ), limits=httpx.Limits( max_connections=64, max_keepalive_connections=16 ), ) as client: app.state.relay = client app.state.model = os.environ["RELAY_MODEL"] yield router = APIRouter(prefix="/api") @router.post("/tokens") async def tokens(body: GenerateRequest, request: Request): client = request.app.state.relay outgoing = client.build_request( "POST", "chat/completions", json={ "model": request.app.state.model, "messages": [{"role": "user", "content": body.prompt}], "stream": True, "max_tokens": 512, }, ) try: upstream = await client.send(outgoing, stream=True) except httpx.HTTPError: raise HTTPException(502, "Upstream connection failed") from None if not upstream.is_success: await upstream.aclose() raise HTTPException(502, "Upstream rejected generation") async def events(): try: async for line in upstream.aiter_lines(): if await request.is_disconnected(): return if not line.startswith("data:"): continue payload = line[5:].strip() if payload == "[DONE]": yield "event: done\ndata: {}\n\n" return chunk = json.loads(payload) if "error" in chunk: raise ValueError("Upstream stream error") for choice in chunk.get("choices", []): text = choice.get("delta", {}).get("content") if isinstance(text, str) and text: event = TokenEvent(text=text) yield ( "event: token\n" f"data: {event.model_dump_json()}\n\n" ) yield 'event: error\ndata: {"code":"truncated_stream"}\n\n' except (httpx.HTTPError, ValueError, TypeError, AttributeError): yield 'event: error\ndata: {"code":"upstream_stream"}\n\n' finally: await upstream.aclose() return StreamingResponse( events(), media_type="text/event-stream", headers={ "Cache-Control": "no-cache", "X-Accel-Buffering": "no", }, background=BackgroundTask(upstream.aclose), ) app = FastAPI(lifespan=lifespan) app.include_router(router) What This Boundary Guarantees Opening the upstream response before returning StreamingResponse lets connection failures become HTTP errors. Once response headers leave FastAPI, failures become SSE error events instead—the server cannot retroactively change the status code. The generator closes its upstream response on completion, parsing failure, or normal cancellation unwinding. The background task supplies an additional cleanup path. Cancellation is deliberately not swallowed by a broad exception handler. JSON serialization also prevents token text containing newlines from corrupting SSE framing. The custom datetime encoder makes event timestamps consistently UTC. Pydantic v2 still supports json_encoders, although it's deprecated; new schemas should generally prefer field serializers. The Trade-Offs Worth Measuring This is POST-based SSE, so browser clients need streaming fetch, not native EventSource. It also assumes single-line JSON data frames, not every possible SSE dialect. Awaiting downstream sends avoids an unbounded application token queue, but socket buffers and gateway buffering still exist. The response header is only a hint—explicitly disable buffering in your actual reverse proxy. Finally, 64 connections is a pool ceiling, not an admission policy. Add authenticated quotas and bounded concurrency before public exposure. Benchmark first-token latency, disconnect-to-close latency, and pool wait time under slow consumers. Those measurements reveal lifecycle bugs much earlier than tokens-per-second averages. The Hardest Question Here's the operational dilemma I still debate: should you await each SSE frame send to the client, or fire-and-forget into an async queue? The former applies backpressure at the cost of blocking upstream token arrival. The latter decouples streams but hides slow consumer warnings until memory pressure appears. What's your policy? Do you propagate client slowness upstream, or absorb it in an application buffer? I've seen both approaches survive production, and both fail spectacularly under the wrong traffic pattern.

AI Engineering from scratch Repo with 542 lessons, 20 phases in Python, TypeScript, Rust, Julia. Free, open source, MIT. Repository: rohitg00/ai-engineering-from-scratch t.co

Free AI Engineering Course This free GitHub repo is a 342-hour AI engineering course: 542 lessons in 20 phases, from math foundations all the way up to agent swarms. Repo: rohitg00/ai-engineering-from-scratch How to start: 1. npx skills add rohitg00/ai-engineering-from-scratch 2. Type /start-learning in Claude Code You don't need to go in order. Pick a goal and start there: • New to AI → Phase 0: Setup & Tooling • Math + ML → Phase 1: Math Foundations • LLM apps → Phase 11: LLM Engineering • Build agents → Phase 14: Agent Engineering #AIEngineering #ClaudeCode #LearnAI

It runs inside Claude Code or Codex too: placement quiz, one lesson per session. Too much if you just need to call an API this week. Right if you want what's underneath. 100% open source (MIT). rohitg00/ai-engineering-from-scratch

Trending Open-Source Github Projects: php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee #303 👉 AI Agents Studio : youtube.com "This video covers the top trending open-source GitHub projects this week. You will see tools for developer productivity, local-first apps, performance, and AI workflow improvement. Projects like claude-mem, SPACE, and editonny help coding agents remember past work, run code in a sandbox, and edit video through conversation. There are also tools for design, file conversion, and working across devices. If you like finding useful open-source tools, this update is for you." 👍 Like, share, and subscribe for more updates on AI advancements. Drop your thoughts and questions in the comments below! 📌 Get FREE AI Project Updates : manuagi.beehiiv.com 📌 Important AI Tools (affiliate) 🔗 AI Voice - try.elevenlabs.io 🔗Try Dzine AI FREE : dzine.ai 📌 Timestamps : 00:00 - Intro Part 00:53 - php-src : php/php-src 01:28 - knowledge-work-plugins : anthropics/knowledge-work-plugins 02:04 - ziwei-doushu : Renhuai123/ziwei-doushu 02:42 - rakazo : elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - impeccable : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - SPACE : perplexityai/SPACE 07:01 - harp : dominikmartn/harp 07:37 - ascii-magic-art : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - editonny : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - scrawl : kitlangton/scrawl 10:47 -TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - sill : Saffsanity/sill 12:35 - Filee : KnifeLemon/Filee 📈 Subscribe for more AI tutorials, tips, and industry insights. Don't forget to like, comment, and share with your tech-savvy friends! Tags: Trending Open-Source Github Projects, php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee, open source, open source github projects, trending github projects, github projects this week, developer tools, developer productivity, coding agents, ai agents, ai tools, ai workflow, workflow automation, local tools, self hosted, cli tools, claude code, codex, agent sandbox, llm inference, macos apps, mcp server, rust, swift, php, python, typescript Hashtags: #opensource #githubprojects #trendinggithub #developer #programming #devtools #productivity #aiagents #aitools #claudecode #codex #workflow #automation #selfhosted [ar] أبرز مشاريع GitHub مفتوحة المصدر الرائجة لهذا الأسبوع: php-src, Impeccable, claude-mem, SPACE, De... 👈 استوديو وكلاء الذكاء الاصطناعي: youtube.com "يتناول هذا الفيديو أبرز مشاريع GitHub مفتوحة المصدر الرائجة هذا الأسبوع. ستتعرفون على أدوات لزيادة إنتاجية المطورين، وتطوير تطبيقات محلية، وتحسين الأداء، وتطوير سير عمل الذكاء الاصطناعي. تساعد مشاريع مثل claude-mem وSPACE وeditonny وكلاء البرمجة على تذكر أعمالهم السابقة، وتشغيل التعليمات البرمجية في بيئة تجريبية، وتحرير الفيديو من خلال المحادثة. كما تتضمن أدوات للتصميم، وتحويل الملفات، والعمل على مختلف الأجهزة. إذا كنتم مهتمين باكتشاف أدوات مفتوحة المصدر مفيدة، فهذا التحديث مناسب لكم." 👍 اضغطوا إعجاب، وشاركوا، واشتركوا ليصلكم المزيد من التحديثات حول تطورات الذكاء الاصطناعي. شاركونا آراءكم واستفساراتكم في التعليقات أدناه! 📌 احصل على تحديثات مجانية لمشاريع الذكاء الاصطناعي: manuagi.beehiiv.com 📌 أدوات ذكاء اصطناعي مهمة (روابط تسويقية) 🔗 AI Voice - try.elevenlabs.io 🔗 جرّب Dzine AI مجانًا: dzine.ai 📌 الفواصل الزمنية: 00:00 - مقدمة 00:53 - php-src: php/php-src 01:28 - knowledge-work-plugins: anthropics/knowledge-work-plugins 02:04 - ziwei-doushu: Renhuai123/ziwei-doushu 02:42 - rakazo: elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - impeccable : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - SPACE : perplexityai/SPACE 07:01 - harp : dominikmartn/harp 07:37 - ascii-magic-art : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - editonny : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - scrawl : kitlangton/scrawl 10:47 - TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - sill : Saffsanity/sill 12:35 - Filee: KnifeLemon/Filee 📈 اشترك للحصول على المزيد من الدروس والنصائح والمعلومات حول الذكاء الاصطناعي. لا تنسَ الإعجاب والتعليق والمشاركة مع أصدقائك المهتمين بالتكنولوجيا! هاشتاغات شهيرة: مشاريع هاشتاغات شهيرة: مشاريع هاشتاغات شهيرة: أدوات ... [bn] ট্রেন্ডিং ওপেন-সোর্স গিটহাব প্রজেক্ট: php-src, Impeccable, claude-mem, SPACE, DeepInfer ও Filee #303 👉 এআই এজেন্টস স্টুডিও : youtube.com "এই ভিডিওতে এই সপ্তাহের সবচেয়ে জনপ্রিয় ওপেন-সোর্স গিটহাব প্রজেক্টগুলো তুলে ধরা হয়েছে। এখানে আপনি ডেভেলপারদের উৎপাদনশীলতা, লোকাল-ফার্স্ট অ্যাপ, পারফরম্যান্স এবং এআই ওয়ার্কফ্লো উন্নত করার জন্য বিভিন্ন টুল দেখতে পাবেন। claude-mem, SPACE, এবং editonny-এর মতো প্রজেক্টগুলো কোডিং এজেন্টদের তাদের আগের কাজ মনে রাখতে, স্যান্ডবক্সে কোড চালাতে এবং কথোপকথনের মাধ্যমে ভিডিও সম্পাদনা করতে সাহায্য করে। এছাড়াও ডিজাইন, ফাইল রূপান্তর এবং বিভিন্ন ডিভাইসে কাজ করার জন্য টুল রয়েছে। আপনি যদি দরকারি ওপেন-সোর্স টুল খুঁজে পেতে পছন্দ করেন, তবে এই আপডেটটি আপনার জন্যই।" 👍 এআই-এর অগ্রগতি সম্পর্কে আরও আপডেটের জন্য লাইক, শেয়ার এবং সাবস্ক্রাইব করুন। নিচে কমেন্টে আপনার মতামত এবং প্রশ্ন জানান! 📌 বিনামূল্যে এআই প্রজেক্টের আপডেট পান : manuagi.beehiiv.com 📌 গুরুত্বপূর্ণ এআই টুলস (অ্যাফিলিয়েট) 🔗 এআই ভয়েস - try.elevenlabs.io 🔗 বিনামূল্যে ডিজাইন এআই ব্যবহার করে দেখুন : dzine.ai 📌 টাইমস্ট্যাম্প : ০০:০০ - ভূমিকা পর্ব ০০:৫৩ - php-src : php/php-src ০১:২৮ - knowledge-work-plugins : anthropics/knowledge-work-plugins ০২:০৪ - ziwei-doushu : Renhuai123/ziwei-doushu ০২:৪২ - rakazo : elie222/rakazo ০৩:১৮ - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch ০৩:৫৮ - impeccable : pbakaus/impeccable ০৪:৩৭ - claude-mem : thedotmack/claude-mem ০৫:১২ - php2shell-checker : openai/php2shell-checker ০৫:৫১ - free-my-tv : simbasjungles/free-my-tv ০৬:২৪ - SPACE : perplexityai/SPACE ০৭:০১ - harp : dominikmartn/harp ০৭:৩৭ - ascii-magic-art : kailashsr38/ascii-magic-art ০৮:১৮ - DeepInfer : deepseek-ai/DeepInfer ০৯:০১ - editonny : soumatheusgomes/editonny ০৯:৩৬ - fx0 : vercel-labs/fx0 ১০:১০ - scrawl : kitlangton/scrawl ১০:৪৭ - TwinDesk : InukaAsith/TwinDesk ১১:২৪ - git-ai : feder-cr/git-ai ১১:৫৯ - sill : Saffsanity/sill ১২:৩৫ - Filee : KnifeLemon/Filee 📈 আরও AI টিউটোরিয়াল, টিপস এবং ইন্ডাস্ট্রির তথ্যের জন্য সাবস্ক্রাইব করুন অন্তর্দৃষ্টি। লাইক, কমেন্ট এবং আপনার প্রযুক্তি-প্রেমী বন্ধুদের সাথে শেয়ার করতে ভুলবেন না! ট্যাগ: ট্রেন্ডিং ওপেন-সোর্স গিটহাব প্রজেক্ট, php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee, ওপেন সোর্স, ওপেন সোর্স গিটহাব প্রজেক্ট, ট্রেন্ডিং গিটহাব প্রজেক্ট, এই সপ্তাহের গিটহাব প্রজেক্ট, ডেভেলপার টুলস, ডেভেলপার প্রোডাক্টিভিটি, কোডিং এজেন্ট, এআই এজেন্ট, এআই টুলস, এআই ওয়ার্কফ্লো, ওয়ার্কফ্লো অটোমেশন, লোকাল টুলস, সেলফ হোস্টেড, সিএলআই টুলস, ক্লড কোড, কোডেক্স, এজেন্ট স্যান্ডবক্স, এলএলএম ইনফারেন্স, ম্যাকওএস অ্যাপস, এমসিপি সার্ভার, রাস্ট, সুইফট, পিএইচপি, পাইথন, টাইপস্ক্রিপ্ট হ্যাশট্যাগ: #opensource #githubprojects #trendinggithub #developer #programming #devtools #productivity #aiagents #aitools #claudecode #codex #workflow #automation #selfhosted [de-DE] Angesagte Open-Source-GitHub-Projekte: php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee ... 👉 AI Agents Studio: youtube.com „Dieses Video stellt die angesagtesten Open-Source-Projekte auf GitHub dieser Woche vor. Sie sehen Tools für mehr Entwicklerproduktivität, lokale Anwendungen, Performance-Optimierung und die Verbesserung von KI-Workflows. Projekte wie claude-mem, SPACE und editonny helfen Programmieragenten, sich frühere Arbeit zu merken, Code in einer Sandbox auszuführen und Videos per Konversation zu bearbeiten. Außerdem gibt es Tools für Design, Dateikonvertierung und geräteübergreifendes Arbeiten. Wenn Sie gerne nützliche Open-Source-Tools entdecken, ist dieses Update genau das Richtige für Sie.“ 👍 Liken, teilen und abonnieren Sie den Kanal für weitere Updates zu KI-Fortschritten. Hinterlassen Sie Ihre Gedanken und Fragen in den Kommentaren! 📌 Kostenlose Updates zu KI-Projekten erhalten: manuagi.beehiiv.com 📌 Wichtige KI-Tools (Affiliate-Links) 🔗 AI Voice – try.elevenlabs.io 🔗 Dzine AI kostenlos testen: dzine.ai 📌 Zeitstempel: 00:00 – Einleitung 00:53 – php-src: php/php-src 01:28 – knowledge-work-plugins: anthropics/knowledge-work-plugins 02:04 – ziwei-doushu: Renhuai123/ziwei-doushu 02:42 – rakazo: elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - impeccable : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - SPACE : perplexityai/SPACE 07:01 - harp : dominikmartn/harp 07:37 - ascii-magic-art : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - editonny : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - scrawl : kitlangton/scrawl 10:47 - TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - sill : Saffsanity/sill 12:35 - Filee: KnifeLemon/Filee 📈 Abonniere unseren Kanal für weitere KI-Tutorials, Tipps und Brancheneinblicke. Vergiss nicht, zu liken, zu kommentieren und mit deinen technikbegeisterten Freunden zu teilen! Tags: Trendige Open-Source-GitHub-Projekte, php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee, Open Source, Open-Source-GitHub-Projekte, Trendige GitHub-Projekte, GitHub-Projekte dieser Woche, Entwicklertools, Entwicklerproduktivität, Coding-Agenten, KI-Agenten, KI-Tools, KI-Workflow, Workflow-Automatisierung, Lokale Tools, Selbstgehostet, CLI-Tools, Claude Code, Codex, Agent Sandbox, LLM-Inferenz, macOS-Apps, MCP-Server, Rust, Swift, PHP, Python, TypeScript Hashtags: #opensource #githubprojects #trendinggithub #developer #programming #devtools #productivity #aiagents #aitools #claudecode #codex #workflow #automation #selfhosted [es-US] Proyectos de código abierto en tendencia en GitHub: php-src, Impeccable, claude-mem, SPACE, DeepI... 👉 AI Agents Studio: youtube.com "Este video presenta los proyectos de código abierto más populares de GitHub esta semana. Verás herramientas para la productividad de desarrolladores, aplicaciones optimizadas para el entorno local, mejora del rendimiento y optimización del flujo de trabajo de IA. Proyectos como claude-mem, SPACE y editonny ayudan a los agentes de programación a recordar su trabajo anterior, ejecutar código en un entorno aislado y editar videos mediante conversaciones. También hay herramientas para diseño, conversión de archivos y compatibilidad con diferentes dispositivos. Si te gusta descubrir herramientas útiles de código abierto, esta actualización es para ti." 👍 Dale me gusta, comparte y suscríbete para recibir más actualizaciones sobre los avances en IA. ¡Deja tus comentarios y preguntas abajo! 📌 Recibe actualizaciones gratuitas del proyecto de IA: manuagi.beehiiv.com 📌 Herramientas importantes de IA (enlace de afiliado) 🔗 Voz con IA: try.elevenlabs.io 🔗 Prueba Dzine AI GRATIS: dzine.ai 📌 Marcas de tiempo: 00:00 - Introducción 00:53 - php-src: php/php-src 01:28 - Complementos de trabajo del conocimiento: anthropics/knowledge-work-plugins 02:04 - ziwei-doushu: Renhuai123/ziwei-doushu 02:42 - rakazo: elie222/rakazo 03:18 - ai-engineering-from-scratch: rohitg00/ai-engineering-from-scratch 03:58 - impeccable: pbakaus/impeccable 04:37 - claude-mem: thedotmack/claude-mem 05:12 - php2shell-checker: openai/php2shell-checker 05:51 - free-my-tv: simbasjungles/free-my-tv 06:24 - SPACE: perplexityai/SPACE 07:01 - harp: dominikmartn/harp 07:37 - ascii-magic-art: kailashsr38/ascii-magic-art 08:18 - DeepInfer: deepseek-ai/DeepInfer 09:01 - editonny: soumatheusgomes/editonny 09:36 - fx0: vercel-labs/fx0 10:10 - garabato: kitlangton/scrawl 10:47 -TwinDesk: InukaAsith/TwinDesk 11:24 - git-ai: feder-cr/git-ai 11:59 - alféizar: Saffsanity/sill 12:35 - Archivo: KnifeLemon/Filee 📈 Suscríbete para más tutoriales, consejos e información del sector sobre IA. ¡No olvides darle a "Me gusta", comentar y compartir con tus amigos expertos en tecnología! Etiquetas: Proyectos de código abierto en GitHub en tendencia, php-src, Impeccable, claude-mem, SPACE, DeepInfer y Filee, código abierto, proyectos de código abierto en GitHub, proyectos de GitHub en tendencia, proyectos de GitHub de esta semana, herramientas para desarrolladores, productividad para desarrolladores, agentes de codificación, agentes de IA, herramientas de IA, flujo de trabajo de IA, automatización de flujos de trabajo, herramientas locales, autoalojado, herramientas de línea de comandos, claude code, codex, entorno aislado de agentes, inferencia LLM, aplicaciones para macOS, servidor MCP, Rust, Swift, PHP, Python, TypeScript Hashtags: #códigoabierto #proyectosdegithub #githubentendencia #desarrollador #programación #herramientasdedesarrollo #productividad #agentesdeIA #herramientasdeIA #claudecode #codex #flujodetrabajo #automatización #autoalojado [fr-FR] Projets open source GitHub tendance : php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee #303 👉 AI Agents Studio : youtube.com Cette vidéo présente les projets open source GitHub les plus populaires de la semaine. Vous y découvrirez des outils pour améliorer la productivité des développeurs, les applications locales, les performances et les flux de travail en IA. Des projets comme claude-mem, SPACE et editonny permettent aux agents de programmation de se souvenir de leur travail précédent, d'exécuter du code dans un environnement isolé et de monter des vidéos par conversation. Vous trouverez également des outils pour la conception, la conversion de fichiers et le travail multiplateforme. Si vous aimez découvrir des outils open source utiles, cette vidéo est faite pour vous ! 👍 Aimez, partagez et abonnez-vous pour suivre l'actualité de l'IA. N'hésitez pas à poser vos questions et à laisser vos commentaires ci-dessous ! 📌 Recevez gratuitement les dernières actualités sur les projets d'IA : manuagi.beehiiv.com 📌 Outils d'IA importants (lien affilié) 🔗 AI Voice : try.elevenlabs.io 🔗 Essayez Dzine AI gratuitement : dzine.ai 📌 Horodatage : 00:00 - Introduction 00:53 - php-src : php/php-src 01:28 - knowledge-work-plugins : anthropics/knowledge-work-plugins 02:04 - ziwei-doushu : Renhuai123/ziwei-doushu 02:42 - rakazo : elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - impeccable : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - SPACE : perplexityai/SPACE 07:01 - harp : dominikmartn/harp 07:37 - ascii-magic-art : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - editonny : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - scrawl : kitlangton/scrawl 10:47 - TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - sill : Saffsanity/sill 12:35 - Filee : KnifeLemon/Filee 📈 Abonnez-vous Pour plus de tutoriels, astuces et analyses du secteur de l'IA, n'hésitez pas à liker, commenter et partager avec vos amis férus de technologie ! Mots-clés : Projets GitHub open source tendance, php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee, open source, projets GitHub open source, projets GitHub tendance, projets GitHub de la semaine, outils de développement, productivité des développeurs, agents de codage, agents IA, outils IA, workflow IA, automatisation des workflows, outils locaux, auto-hébergement, outils CLI, Claude Code, Codex, bac à sable pour agents, inférence LLM, applications macOS, serveur MCP, Rust, Swift, PHP, Python, TypeScript Hashtags : #opensource #githubprojects #trendinggithub #developer #programming #devtools #productivity #aiagents #aitools #claudecode #codex #workflow #automation #selfhosted [hi] ट्रेडिंग ओपन-सोर्स GitHub प्रोजेक्ट्स: php-src, Impeccable, claude-mem, SPACE, DeepInfer और Filee... 👉 AI एजेंट्स स्टूडियो: youtube.com "यह वीडियो इस सप्ताह के सबसे चर्चित ओपन-सोर्स GitHub प्रोजेक्ट्स को कवर करता है। इसमें आपको डेवलपर उत्पादकता, लोकल-फर्स्ट ऐप्स, परफॉर्मेंस और AI वर्कफ़्लो में सुधार के लिए उपयोगी टूल्स देखने को मिलेंगे। claude-mem, SPACE और editonny जैसे प्रोजेक्ट कोडिंग एजेंट्स को पिछले काम को याद रखने, सैंडबॉक्स में कोड चलाने और बातचीत के ज़रिए वीडियो एडिट करने में मदद करते हैं। डिज़ाइन, फ़ाइल रूपांतरण और विभिन्न डिवाइसों पर काम करने के लिए भी टूल्स उपलब्ध हैं। अगर आपको उपयोगी ओपन-सोर्स टूल्स ढूंढना पसंद है, तो यह अपडेट आपके लिए है।" 👍 AI की प्रगति पर और अपडेट्स के लिए लाइक, शेयर और सब्सक्राइब करें। अपने विचार और प्रश्न नीचे कमेंट्स में लिखें! 📌 मुफ़्त AI प्रोजेक्ट अपडेट प्राप्त करें: manuagi.beehiiv.com 📌 महत्वपूर्ण AI उपकरण (संबद्ध लिंक) 🔗 AI वॉइस - try.elevenlabs.io 🔗 Dzine AI को मुफ़्त में आज़माएँ: dzine.ai 📌 टाइमस्टैम्प: 00:00 - परिचय भाग 00:53 - php-src: php/php-src 01:28 - knowledge-work-plugins: anthropics/knowledge-work-plugins 02:04 - ziwei-doushu: Renhuai123/ziwei-doushu 02:42 - rakazo: elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - impeccable : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - SPACE : perplexityai/SPACE 07:01 - harp : dominikmartn/harp 07:37 - ascii-magic-art : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - editonny : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - scrawl : kitlangton/scrawl 10:47 - TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - sill : Saffsanity/sill 12:35 - Filee : KnifeLemon/Filee 📈 AI ट्यूटोरियल, टिप्स और उद्योग से जुड़ी जानकारियों के लिए सब्सक्राइब करें। लाइक, कमेंट और अपने तकनीकी रूप से जानकार दोस्तों के साथ शेयर करना न भूलें! टैग: ट्रेंडिंग ओपन-सोर्स गिटहब प्रोजेक्ट्स, php-src, Impeccable, claude-mem, SPACE, DeepInfer और Filee, ओपन सोर्स, ओपन सोर्स गिटहब प्रोजेक्ट्स, ट्रेंडिंग गिटहब प्रोजेक्ट्स, इस सप्ताह के गिटहब प्रोजेक्ट्स, डेवलपर टूल्स, डेवलपर उत्पादकता, कोडिंग एजेंट्स, एआई एजेंट्स, एआई टूल्स, एआई वर्कफ़्लो, वर्कफ़्लो ऑटोमेशन, लोकल टूल्स, सेल्फ होस्टेड, CLI टूल्स, क्लाउड कोड, कोडेक्स, एजेंट सैंडबॉक्स, LLM इन्फरेंस, macOS ऐप्स, MCP सर्वर, रस्ट, स्विफ्ट, PHP, पायथन, टाइपस्क्रिप्ट हैशटैग: #opensource #githubprojects #trendinggithub #developer #programming #devtools #productivity #aiagents #aitools #claudecode #codex #workflow #automation #selfhosted [id] Proyek Open-Source GitHub yang Sedang Tren: php-src, Impeccable, claude-mem, SPACE, DeepInfer & F... 👉 AI Agents Studio : youtube.com "Video ini membahas proyek-proyek open-source GitHub yang sedang tren minggu ini. Anda akan melihat alat-alat untuk produktivitas pengembang, aplikasi yang mengutamakan lokal, kinerja, dan peningkatan alur kerja AI. Proyek-proyek seperti claude-mem, SPACE, dan editonny membantu agen pengkodean mengingat pekerjaan sebelumnya, menjalankan kode di sandbox, dan mengedit video melalui percakapan. Ada juga alat untuk desain, konversi file, dan bekerja lintas perangkat. Jika Anda suka menemukan alat open-source yang bermanfaat, pembaruan ini cocok untuk Anda." 👍 Sukai, bagikan, dan berlangganan untuk mendapatkan lebih banyak pembaruan tentang kemajuan AI. Sampaikan pendapat dan pertanyaan Anda di kolom komentar di bawah! 📌 Dapatkan Pembaruan Proyek AI GRATIS: manuagi.beehiiv.com 📌 Alat AI Penting (afiliasi) 🔗 AI Voice - try.elevenlabs.io 🔗Coba Dzine AI GRATIS: dzine.ai 📌 Cap Waktu: 00:00 - Bagian Pendahuluan 00:53 - php-src: php/php-src 01:28 - knowledge-work-plugins: anthropics/knowledge-work-plugins 02:04 - ziwei-doushu: Renhuai123/ziwei-doushu 02:42 - rakazo: elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - impeccable : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - SPACE : perplexityai/SPACE 07:01 - harp : dominikmartn/harp 07:37 - ascii-magic-art : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - editonny : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - scrawl : kitlangton/scrawl 10:47 - TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - sill : Saffsanity/sill 12:35 - Filee : KnifeLemon/Filee 📈 Berlangganan untuk tutorial AI, tips, dan informasi industri lainnya Wawasan. Jangan lupa untuk menyukai, berkomentar, dan membagikannya kepada teman-teman Anda yang paham teknologi! Tag: Proyek GitHub Open Source yang Sedang Tren, php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee, open source, proyek github open source, proyek github yang sedang tren, proyek github minggu ini, alat pengembang, produktivitas pengembang, agen pengkodean, agen AI, alat AI, alur kerja AI, otomatisasi alur kerja, alat lokal, dihosting sendiri, alat CLI, claude code, codex, sandbox agen, inferensi LLM, aplikasi macOS, server MCP, rust, swift, php, python, typescript Tagar: #opensource #githubprojects #trendinggithub #developer #programming #devtools #productivity #aiagents #aitools #claudecode #codex #workflow #automation #selfhosted [it] Progetti open source GitHub di tendenza: php-src, Impeccable, claude-mem, SPACE, DeepInfer e File... 👉 AI Agents Studio: youtube.com "Questo video presenta i progetti open source più popolari su GitHub questa settimana. Scoprirete strumenti per la produttività degli sviluppatori, app local-first, prestazioni e ottimizzazione dei flussi di lavoro AI. Progetti come claude-mem, SPACE ed editonny aiutano gli agenti di programmazione a ricordare il lavoro precedente, eseguire codice in un ambiente sandbox e modificare video tramite conversazione. Sono disponibili anche strumenti per la progettazione, la conversione di file e la compatibilità con diversi dispositivi. Se vi piace scoprire strumenti open source utili, questo aggiornamento fa al caso vostro." 👍 Mettete "Mi piace", condividete e iscrivetevi per ulteriori aggiornamenti sui progressi dell'IA. Lasciate i vostri commenti e domande qui sotto! 📌 Ricevi aggiornamenti GRATUITI sui progetti di IA: manuagi.beehiiv.com 📌 Strumenti IA importanti (link affiliato) 🔗 AI Voice - try.elevenlabs.io 🔗 Prova Dzine AI GRATIS: dzine.ai 📌 Indice dei contenuti: 00:00 - Introduzione 00:53 - php-src: php/php-src 01:28 - knowledge-work-plugins: anthropics/knowledge-work-plugins 02:04 - ziwei-doushu: Renhuai123/ziwei-doushu 02:42 - rakazo: Italiano: elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - impeccable : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - SPACE : perplexityai/SPACE 07:01 - harp : Italiano: dominikmartn/harp 07:37 - ascii-magic-art : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - editonny : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - scrawl : kitlangton/scrawl 10:47 - TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - sill : Italiano: Saffsanity/sill 12:35 - Filee: KnifeLemon/Filee 📈 Iscriviti per altri tutorial sull'IA, suggerimenti e approfondimenti sul settore. Non dimenticare di mettere mi piace, commentare e condividere con i tuoi amici esperti di tecnologia! Tag: Progetti open source di tendenza su GitHub, php-src, Impeccable, claude-mem, SPACE, DeepInfer e Filee, open source, progetti open source su GitHub, progetti di tendenza su GitHub, progetti di questa settimana su GitHub, strumenti per sviluppatori, produttività degli sviluppatori, agenti di programmazione, agenti AI, strumenti AI, workflow AI, automazione del workflow, strumenti locali, self-hosted, strumenti da riga di comando, claude code, codex, agent sandbox, inferenza LLM, app macOS, server MCP, Rust, Swift, PHP, Python, TypeScript Hashtag: #opensource #githubprojects #trendinggithub #developer #programming #devtools #productivity #aiagents #aitools #claudecode #codex #workflow #automation #selfhosted [iw] פרויקטי קוד פתוח מובילים ב-GitHub: php-src, Impeccable, claude-mem, SPACE, DeepInfer ו-Filee #303 👉 סטודיו לסוכני בינה מלאכותית: youtube.com "סרטון זה מכסה את פרויקטי הקוד הפתוח המובילים ב-GitHub השבוע. תראו כלים לפרודוקטיביות מפתחים, אפליקציות מקומיות, ביצועים ושיפור זרימת עבודה של בינה מלאכותית. פרויקטים כמו claude-mem, SPACE ו-editonny עוזרים לסוכני קידוד לזכור עבודות קודמות, להריץ קוד בארגז חול ולערוך וידאו באמצעות שיחה. ישנם גם כלים לעיצוב, המרת קבצים ועבודה בין מכשירים. אם אתם אוהבים למצוא כלים שימושיים בקוד פתוח, העדכון הזה הוא בשבילכם." 👍 עשו לייק, שתפו והירשמו לעדכונים נוספים על התקדמות בתחום הבינה המלאכותית. שתפו את מחשבותיכם ושאלותיכם בתגובות למטה! 📌 קבלו עדכונים בחינם על פרויקטים של בינה מלאכותית: manuagi.beehiiv.com 📌 כלי בינה מלאכותית חשובים (שותפים) 🔗 קול בינה מלאכותית - try.elevenlabs.io 🔗 נסו את Dzine AI בחינם: dzine.ai 📌 חותמות זמן: 00:00 - חלק מבוא 00:53 - php-src: php/php-src 01:28 - knowledge-work-plugins: anthropics/knowledge-work-plugins 02:04 - ziwei-doushu: Renhuai123/ziwei-doushu 02:42 - rakazo: elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - impeccable : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - SPACE : perplexityai/SPACE 07:01 - harp : dominikmartn/harp 07:37 - ascii-magic-art : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - editonny : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - scrawl : kitlangton/scrawl 10:47 - TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - סיל : Saffsanity/sill 12:35 - Filee : KnifeLemon/Filee 📈 הירשמו לעוד מדריכים, טיפים ותובנות על בינה מלאכותית. אל תשכחו לעשות לייק, להגיב ולשתף עם חברים שמבינים בטכנולוגיה! תגיות: פרויקטים פופולריים בקוד פתוח של Github, php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee, קוד פתוח, פרויקטים פופולריים בקוד פתוח של Github, פרויקטים פופולריים ב-Github השבוע, כלי פיתוח, פרודוקטיביות מפתחים, סוכני קידוד, סוכני בינה מלאכותית, כלי בינה מלאכותית, זרימת עבודה של בינה מלאכותית, אוטומציה של זרימת עבודה, כלים מקומיים, אירוח עצמי, כלי cli, קוד claude, codex, ארגז חול של סוכנים, הסקה llm, אפליקציות macos, שרת mcp, rust, swift, php, python, typescript האשטגים: #קוד פתוח #פרויקטים_ב_Github #מגמת_Github #מפתח #תכנות #כלי_פיתוח #פרודוקטיביות #סוכני_בינה_איי #כלי_איי #claudecode #codex #זרימת_עבודה #אוטומציה #אירוח_עצמי [ja] 話題のオープンソースGitHubプロジェクト：php-src、Impeccable、claude-mem、SPACE、DeepInfer & Filee #303 👉 AI Agents Studio : youtube.com 「この動画では、今週最も注目を集めているGitHubのオープンソースプロジェクトをご紹介します。開発者の生産性向上、ローカルファーストのアプリ開発、パフォーマンス向上、AIワークフロー改善のためのツールをご覧いただけます。claude-mem、SPACE、editonnyといったプロジェクトは、コーディングエージェントが過去の作業を記憶したり、サンドボックスでコードを実行したり、会話を通じて動画を編集したりするのに役立ちます。デザイン、ファイル変換、デバイス間連携のためのツールもあります。便利なオープンソースツールを探している方は、ぜひこのアップデートをご覧ください。」 👍 AIの進歩に関する最新情報をもっと知りたい方は、いいね、シェア、チャンネル登録をお願いします。ご意見やご質問は下のコメント欄にお寄せください！ 📌 AIプロジェクトの最新情報を無料で入手：manuagi.beehiiv.com 📌 重要なAIツール（アフィリエイト） 🔗 AI Voice - try.elevenlabs.io 🔗 Dzine AIを無料で試す：dzine.ai 📌 タイムスタンプ： 00:00 - イントロ 00:53 - php-src：php/php-src 01:28 - knowledge-work-plugins：anthropics/knowledge-work-plugins 02:04 - ziwei-doushu：Renhuai123/ziwei-doushu 02:42 - rakazo： elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - impeccable : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - SPACE : perplexityai/SPACE 07:01 - harp : dominikmartn/harp 07:37 - アスキーマジックアート : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - editonny : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - 走り書き : kitlangton/scrawl 10:47 -TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - シル: Saffsanity/sill 12:35 - ファイル: KnifeLemon/Filee 📈 AIチュートリアル、ヒント、業界情報など、さらに多くのコンテンツをお届けしますので、ぜひチャンネル登録をお願いします。いいね、コメント、そしてテクノロジーに詳しいお友達とのシェアもお忘れなく！ タグ: トレンドのオープンソースGitHubプロジェクト、php-src、Impeccable、claude-mem、SPACE、DeepInfer & Filee、オープンソース、オープンソースGitHubプロジェクト、トレンドのGitHubプロジェクト、今週のGitHubプロジェクト、開発者ツール、開発者の生産性、コーディングエージェント、AIエージェント、AIツール、AIワークフロー、ワークフロー自動化、ローカルツール、セルフホスト、CLIツール、Claude Code、Codex、エージェントサンドボックス、LLM推論、macOSアプリ、MCPサーバー、Rust、Swift、PHP、Python、TypeScript ハッシュタグ: #opensource #githubprojects #trendinggithub #developer #programming #devtools #productivity #aiagents #aitools #claudecode #codex #workflow #automation #selfhosted [ko] 주목받는 오픈소스 GitHub 프로젝트: php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee #303 👉 AI 에이전트 스튜디오 : youtube.com "이 영상에서는 이번 주 가장 인기 있는 오픈소스 GitHub 프로젝트들을 소개합니다. 개발자 생산성 향상, 로컬 우선 앱 개발, 성능 개선, AI 워크플로우 개선을 위한 도구들을 만나보실 수 있습니다. claude-mem, SPACE, editonny와 같은 프로젝트들은 코딩 에이전트가 이전 작업을 기억하고, 샌드박스 환경에서 코드를 실행하고, 대화를 통해 비디오를 편집할 수 있도록 도와줍니다. 디자인, 파일 변환, 다양한 기기와의 협업을 위한 도구들도 있습니다. 유용한 오픈소스 도구를 찾고 있다면 이번 업데이트가 도움이 될 것입니다." 👍 좋아요, 공유, 구독 부탁드립니다! 더 많은 AI 발전 소식을 받아보세요. 댓글에 의견이나 질문을 남겨주세요! 📌 무료 AI 프로젝트 업데이트 받기: manuagi.beehiiv.com 📌 주요 AI 도구 (제휴 링크) 🔗 AI Voice - try.elevenlabs.io 🔗 Dzine AI 무료 체험: dzine.ai 📌 타임스탬프: 00:00 - 소개 00:53 - php-src : php/php-src 01:28 - knowledge-work-plugins : anthropics/knowledge-work-plugins 02:04 - ziwei-doushu : Renhuai123/ziwei-doushu 02:42 - rakazo : elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - impeccable : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - SPACE : perplexityai/SPACE 07:01 - harp : dominikmartn/harp 07:37 - ascii-magic-art : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - 에디토니 : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - 스크롤 : kitlangton/scrawl 10:47 -TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - 씰 : Saffsanity/sill 12:35 - 파일리: KnifeLemon/Filee 📈 더 많은 AI 튜토리얼, 팁, 업계 인사이트를 보려면 구독하세요. 좋아요, 댓글, 그리고 기술에 정통한 친구들과 공유하는 것도 잊지 마세요! 태그: 인기 오픈소스 깃허브 프로젝트, php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee, 오픈소스, 오픈소스 깃허브 프로젝트, 인기 깃허브 프로젝트, 이번 주 깃허브 프로젝트, 개발자 도구, 개발자 생산성, 코딩 에이전트, AI 에이전트, AI 도구, AI 워크플로, 워크플로 자동화, 로컬 도구, 자체 호스팅, CLI 도구, Claude Code, Codex, 에이전트 샌드박스, LLM 추론, macOS 앱, MCP 서버, Rust, Swift, PHP, Python, TypeScript 해시태그: #opensource #githubprojects #trendinggithub #developer #programming #devtools #productivity #aiagents #aitools #claudecode #codex #workflow #automation #selfhosted [ml] ട്രെൻഡിംഗ് ഓപ്പൺ-സോഴ്സ് ഗിറ്റ്‌ഹബ് പ്രോജക്റ്റുകൾ: php-src, Impeccable, claude-mem, SPACE, DeepInf... 👉 AI ഏജന്റ്സ് സ്റ്റുഡിയോ : youtube.com "ഈ വീഡിയോയിൽ ഈ ആഴ്ചയിലെ ഏറ്റവും മികച്ച ട്രെൻഡിംഗ് ഓപ്പൺ സോഴ്‌സ് GitHub പ്രോജക്റ്റുകൾ ഉൾപ്പെടുന്നു. ഡെവലപ്പർ ഉൽപ്പാദനക്ഷമത, ലോക്കൽ-ഫസ്റ്റ് ആപ്പുകൾ, പ്രകടനം, AI വർക്ക്ഫ്ലോ മെച്ചപ്പെടുത്തൽ എന്നിവയ്ക്കുള്ള ടൂളുകൾ നിങ്ങൾ കാണും. ക്ലോഡ്-മെം, സ്‌പെയ്‌സ്, എഡിറ്റോണി തുടങ്ങിയ പ്രോജക്റ്റുകൾ കോഡിംഗ് ഏജന്റുമാരെ മുൻകാല പ്രവർത്തനങ്ങൾ ഓർമ്മിക്കാനും സാൻഡ്‌ബോക്‌സിൽ കോഡ് പ്രവർത്തിപ്പിക്കാനും സംഭാഷണത്തിലൂടെ വീഡിയോ എഡിറ്റ് ചെയ്യാനും സഹായിക്കുന്നു. ഡിസൈൻ, ഫയൽ പരിവർത്തനം, ഉപകരണങ്ങളിലുടനീളം പ്രവർത്തിക്കൽ എന്നിവയ്‌ക്കുള്ള ടൂളുകളും ഉണ്ട്. ഉപയോഗപ്രദമായ ഓപ്പൺ സോഴ്‌സ് ടൂളുകൾ കണ്ടെത്താൻ നിങ്ങൾ ആഗ്രഹിക്കുന്നുവെങ്കിൽ, ഈ അപ്‌ഡേറ്റ് നിങ്ങൾക്കുള്ളതാണ്." 👍 AI പുരോഗതികളെക്കുറിച്ചുള്ള കൂടുതൽ അപ്‌ഡേറ്റുകൾക്കായി ലൈക്ക് ചെയ്യുക, പങ്കിടുക, സബ്‌സ്‌ക്രൈബുചെയ്യുക. നിങ്ങളുടെ ചിന്തകളും ചോദ്യങ്ങളും താഴെയുള്ള അഭിപ്രായങ്ങളിൽ ഇടുക! 📌 സൗജന്യ AI പ്രോജക്റ്റ് അപ്‌ഡേറ്റുകൾ നേടൂ : manuagi.beehiiv.com 📌 പ്രധാനപ്പെട്ട AI ടൂളുകൾ (അഫിലിയേറ്റ്) 🔗 AI വോയ്‌സ് - try.elevenlabs.io 🔗Dzine AI സൗജന്യമായി പരീക്ഷിച്ചുനോക്കൂ : dzine.ai 📌 ടൈംസ്റ്റാമ്പുകൾ : 00:00 - ആമുഖ ഭാഗം 00:53 - php-src : php/php-src 01:28 - knowledge-work-plugins : anthropics/knowledge-work-plugins 02:04 - ziwei-doushu : Renhuai123/ziwei-doushu 02:42 - rakazo : elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - കുറ്റമറ്റത് : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - SPACE : perplexityai/SPACE 07:01 - harp : dominikmartn/harp 07:37 - ascii-magic-art : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - എഡിറ്റോണി : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - സ്‌ക്രാൾ : kitlangton/scrawl 10:47 -TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - സിൽ : Saffsanity/sill 12:35 - ഫയൽ: KnifeLemon/Filee 📈 കൂടുതൽ AI ട്യൂട്ടോറിയലുകൾ, നുറുങ്ങുകൾ, വ്യവസായ ഉൾക്കാഴ്ചകൾ എന്നിവയ്ക്കായി സബ്‌സ്‌ക്രൈബ് ചെയ്യുക. ലൈക്ക് ചെയ്യാനും കമന്റ് ചെയ്യാനും നിങ്ങളുടെ സാങ്കേതിക വിദഗ്ദ്ധരായ സുഹൃത്തുക്കളുമായി പങ്കിടാനും മറക്കരുത്! ടാഗുകൾ: ട്രെൻഡിംഗ് ഓപ്പൺ-സോഴ്‌സ് ഗിത്തബ് പ്രോജക്റ്റുകൾ, php-src, ഇംപെക്കബിൾ, ക്ലോഡ്-മെം, സ്‌പെയ്‌സ്, ഡീപ്പ്ഇൻഫർ & ഫയലി, ഓപ്പൺ സോഴ്‌സ്, ഓപ്പൺ സോഴ്‌സ് ഗിത്തബ് പ്രോജക്റ്റുകൾ, ട്രെൻഡിംഗ് ഗിത്തബ് പ്രോജക്റ്റുകൾ, ഈ ആഴ്ചയിലെ ഗിത്തബ് പ്രോജക്റ്റുകൾ, ഡെവലപ്പർ ടൂളുകൾ, ഡെവലപ്പർ പ്രൊഡക്ടിവിറ്റി, കോഡിംഗ് ഏജന്റുകൾ, AI ഏജന്റുകൾ, AI ടൂളുകൾ, AI വർക്ക്ഫ്ലോ, വർക്ക്ഫ്ലോ ഓട്ടോമേഷൻ, ലോക്കൽ ടൂളുകൾ, സെൽഫ് ഹോസ്റ്റഡ്, CLI ടൂളുകൾ, ക്ലോഡ് കോഡ്, കോഡെക്സ്, ഏജന്റ് സാൻഡ്‌ബോക്‌സ്, llm അനുമാനം, മാകോസ് ആപ്പുകൾ, mcp സെർവർ, റസ്റ്റ്, സ്വിഫ്റ്റ്, php, പൈത്തൺ, ടൈപ്പ്‌സ്ക്രിപ്റ്റ് ഹാഷ്‌ടാഗുകൾ: #opensource #githubprojects #trendinggithub #developer #programming #devtools #productivity #aiagents #aitools #claudecode #codex #workflow #automation #selfhosted [nl-NL] Populaire open-source GitHub-projecten: php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee... 👉 AI Agents Studio: youtube.com "Deze video behandelt de meest trending open-source GitHub-projecten van deze week. Je ziet tools voor productiviteit van ontwikkelaars, lokaal geoptimaliseerde apps, prestaties en AI-workflowverbetering. Projecten zoals claude-mem, SPACE en editonny helpen codeeragenten om eerder werk te onthouden, code in een sandbox uit te voeren en video te bewerken via conversatie. Er zijn ook tools voor ontwerp, bestandsconversie en werken op verschillende apparaten. Als je graag nuttige open-source tools ontdekt, is deze update iets voor jou." 👍 Like, deel en abonneer je voor meer updates over AI-ontwikkelingen. Laat je gedachten en vragen achter in de reacties hieronder! 📌 Ontvang GRATIS updates over AI-projecten: manuagi.beehiiv.com 📌 Belangrijke AI-tools (affiliate) 🔗 AI Voice - try.elevenlabs.io 🔗 Probeer Dzine AI GRATIS: dzine.ai 📌 Tijdstempels: 00:00 - Introductie 00:53 - php-src: php/php-src 01:28 - knowledge-work-plugins: anthropics/knowledge-work-plugins 02:04 - ziwei-doushu: Renhuai123/ziwei-doushu 02:42 - rakazo: elie222/rakazo 03:18 - ai-engineering-from-scratch: rohitg00/ai-engineering-from-scratch 03:58 - impeccable: pbakaus/impeccable 04:37 - claude-mem: thedotmack/claude-mem 05:12 - php2shell-checker: openai/php2shell-checker 05:51 - free-my-tv: simbasjungles/free-my-tv 06:24 - SPACE: perplexityai/SPACE 07:01 - harp: dominikmartn/harp 07:37 - ascii-magic-art: kailashsr38/ascii-magic-art 08:18 - DeepInfer: deepseek-ai/DeepInfer 09:01 - editonny: soumatheusgomes/editonny 09:36 - fx0: vercel-labs/fx0 10:10 - krabbel: kitlangton/scrawl 10:47 -TwinDesk: InukaAsith/TwinDesk 11:24 - git-ai: feder-cr/git-ai 11:59 - dorpel: Saffsanity/sill 12:35 - Bestand: KnifeLemon/Filee 📈 Abonneer je voor meer AI-tutorials, tips en inzichten uit de branche. Vergeet niet te liken, te reageren en te delen met je technisch onderlegde vrienden! Tags: ... [pa] ਟਰੈਂਡਿੰਗ ਓਪਨ-ਸੋਰਸ GitHub ਪ੍ਰੋਜੈਕਟ: php-src, Impeccable, claude-mem, SPACE, DeepInfer ਅਤੇ Filee #303 👉 AI ਏਜੰਟ ਸਟੂਡੀਓ : youtube.com "ਇਹ ਵੀਡੀਓ ਇਸ ਹਫ਼ਤੇ ਦੇ ਸਭ ਤੋਂ ਪ੍ਰਚਲਿਤ ਓਪਨ-ਸੋਰਸ GitHub ਪ੍ਰੋਜੈਕਟਾਂ ਨੂੰ ਕਵਰ ਕਰਦਾ ਹੈ। ਤੁਸੀਂ ਡਿਵੈਲਪਰ ਉਤਪਾਦਕਤਾ, ਸਥਾਨਕ-ਪਹਿਲੇ ਐਪਸ, ਪ੍ਰਦਰਸ਼ਨ, ਅਤੇ AI ਵਰਕਫਲੋ ਸੁਧਾਰ ਲਈ ਟੂਲ ਦੇਖੋਗੇ। claude-mem, SPACE, ਅਤੇ editonny ਵਰਗੇ ਪ੍ਰੋਜੈਕਟ ਕੋਡਿੰਗ ਏਜੰਟਾਂ ਨੂੰ ਪਿਛਲੇ ਕੰਮ ਨੂੰ ਯਾਦ ਰੱਖਣ, ਸੈਂਡਬੌਕਸ ਵਿੱਚ ਕੋਡ ਚਲਾਉਣ ਅਤੇ ਗੱਲਬਾਤ ਰਾਹੀਂ ਵੀਡੀਓ ਨੂੰ ਸੰਪਾਦਿਤ ਕਰਨ ਵਿੱਚ ਮਦਦ ਕਰਦੇ ਹਨ। ਡਿਜ਼ਾਈਨ, ਫਾਈਲ ਪਰਿਵਰਤਨ, ਅਤੇ ਡਿਵਾਈਸਾਂ ਵਿੱਚ ਕੰਮ ਕਰਨ ਲਈ ਟੂਲ ਵੀ ਹਨ। ਜੇਕਰ ਤੁਸੀਂ ਉਪਯੋਗੀ ਓਪਨ-ਸੋਰਸ ਟੂਲ ਲੱਭਣਾ ਪਸੰਦ ਕਰਦੇ ਹੋ, ਤਾਂ ਇਹ ਅਪਡੇਟ ਤੁਹਾਡੇ ਲਈ ਹੈ।" 👍 AI ਤਰੱਕੀਆਂ ਬਾਰੇ ਹੋਰ ਅਪਡੇਟਾਂ ਲਈ ਲਾਈਕ, ਸ਼ੇਅਰ ਅਤੇ ਸਬਸਕ੍ਰਾਈਬ ਕਰੋ। ਹੇਠਾਂ ਟਿੱਪਣੀਆਂ ਵਿੱਚ ਆਪਣੇ ਵਿਚਾਰ ਅਤੇ ਸਵਾਲ ਛੱਡੋ! 📌 ਮੁਫ਼ਤ AI ਪ੍ਰੋਜੈਕਟ ਅੱਪਡੇਟ ਪ੍ਰਾਪਤ ਕਰੋ: manuagi.beehiiv.com 📌 ਮਹੱਤਵਪੂਰਨ AI ਟੂਲ (ਐਫੀਲੀਏਟ) 🔗 AI ਵੌਇਸ - try.elevenlabs.io 🔗Dzine AI ਮੁਫ਼ਤ ਅਜ਼ਮਾਓ: dzine.ai 📌 ਟਾਈਮਸਟੈਂਪ: 00:00 - ਜਾਣ-ਪਛਾਣ ਭਾਗ 00:53 - php-src : php/php-src 01:28 - knowledge-work-plugins : anthropics/knowledge-work-plugins 02:04 - ziwei-doushu : Renhuai123/ziwei-doushu 02:42 - rakazo : elie222/rakazo 03:18 - ai-engineering-from-scratch : rohitg00/ai-engineering-from-scratch 03:58 - ਬੇਦਾਗ਼ : pbakaus/impeccable 04:37 - claude-mem : thedotmack/claude-mem 05:12 - php2shell-checker : openai/php2shell-checker 05:51 - free-my-tv : simbasjungles/free-my-tv 06:24 - ਸਪੇਸ : perplexityai/SPACE 07:01 - harp : dominikmartn/harp 07:37 - ascii-magic-art : kailashsr38/ascii-magic-art 08:18 - DeepInfer : deepseek-ai/DeepInfer 09:01 - editonny : soumatheusgomes/editonny 09:36 - fx0 : vercel-labs/fx0 10:10 - scrawl : kitlangton/scrawl 10:47 -TwinDesk : InukaAsith/TwinDesk 11:24 - git-ai : feder-cr/git-ai 11:59 - sill : Saffsanity/sill 12:35 - Filee : KnifeLemon/Filee 📈 ਹੋਰ AI ਟਿਊਟੋਰਿਅਲ, ਸੁਝਾਅ ਅਤੇ ਉਦਯੋਗ ਲਈ ਸਬਸਕ੍ਰਾਈਬ ਕਰੋ ਸੂਝ-ਬੂਝ। ਆਪਣੇ ਤਕਨੀਕੀ-ਸਮਝਦਾਰ ਦੋਸਤਾਂ ਨਾਲ ਲਾਈਕ, ਟਿੱਪਣੀ ਅਤੇ ਸਾਂਝਾ ਕਰਨਾ ਨਾ ਭੁੱਲੋ! ਟੈਗਸ: ਟ੍ਰੈਂਡਿੰਗ ਓਪਨ-ਸੋਰਸ ਗਿਥਬ ਪ੍ਰੋਜੈਕਟਸ, php-src, Impeccable, claude-mem, SPACE, DeepInfer & Filee, ਓਪਨ ਸੋਰਸ, ਓਪਨ ਸੋਰਸ ਗਿਥਬ ਪ੍ਰੋਜੈਕਟਸ, ਟ੍ਰੈਂਡਿੰਗ ਗਿਥਬ ਪ੍ਰੋਜੈਕਟਸ, ਇਸ ਹਫਤੇ ਗਿਥਬ ਪ੍ਰੋਜੈਕਟਸ, ਡਿਵੈਲਪਰ ਟੂਲਸ, ਡਿਵੈਲਪਰ ਉਤਪਾਦਕਤਾ, ਕੋਡਿੰਗ ਏਜੰਟ, ai ਏਜੰਟ, ai ਟੂਲਸ, ai ਵਰਕਫਲੋ, ਵਰਕਫਲੋ ਆਟੋਮੇਸ਼ਨ, ਲੋਕਲ ਟੂਲਸ, ਸੈਲਫ ਹੋਸਟਡ, cli ਟੂਲਸ, ਕਲਾਉਡ ਕੋਡ, ਕੋਡੈਕਸ, ਏਜੰਟ ਸੈਂਡਬੌਕਸ, llm ਇਨਫਰੈਂਸ, ਮੈਕੋਸ ਐਪਸ, mcp ਸਰਵਰ, ਰਸਟ, ਸਵਿਫਟ, php, ਪਾਈਥਨ, ਟਾਈਪਸਕ੍ਰਿਪਟ ਹੈਸ਼ਟੈਗਸ: #opensource #githubprojects #trendinggithub #developer #programming #devtools #productivity #aiagents #aitools #claudecode #codex #workflow #automatation #selfhosted [pl] Popularne projekty open-source na GitHubie: php-src, Impeccable, claude-mem, SPACE, DeepInfer i F... 👉 AI Agents Studio: youtube.com „Ten film omawia najpopularniejsze projekty open source na GitHubie w tym tygodniu. Zobaczysz narzędzia do zwiększania produktywności programistów, aplikacji lokalnych, wydajności i usprawniania przepływu pracy z AI. Projekty takie jak claude-mem, SPACE i editonny pomagają agentom programistycznym zapamiętywać wcześniejsze prace, uruchamiać kod w piaskownicy i edytować wideo poprzez konwersację. Dostępne są również narzędzia do projektowania, konwersji plików i pracy na wielu urządzeniach. Jeśli lubisz znajdować przydatne narzędzia open source, ta aktualizacja jest dla Ciebie”. 👍 Polub, udostępnij i zasubskrybuj, aby otrzymywać więcej informacji o postępach w dziedzinie AI. Podziel się swoimi przemyśleniami i pytaniami w komentarzach poniżej! 📌 Otrzymuj BEZPŁATNE aktualizacje projektów AI: manuagi.beehiiv.com 📌 Ważne narzędzia AI (program partnerski) 🔗 Głos AI - try.elevenlabs.io 🔗 Wypróbuj Dzine AI ZA DARMO: dzine.ai 📌 Znaczniki czasu: 00:00 - Część wprowadzająca 00:53 - php-src: php/php-src 01:28 - knowledge-work-plugins: anthropics/knowledge-work-plugins 02:04 - ziwei-doushu: Renhuai123/ziwei-doushu 02:42 - rakazo: elie222/rakazo 03:18 - inżynieria-sztucznej-inżynierii-od-scratch: rohitg00/in%C5%BCynieria-sztucznej-in%C5%BCynierii-od-scratch 03:58 - impeccable: pbakaus/impeccable 04:37 - claude-mem: thedotmack/claude-mem 05:12 - php2shell-checker: openai/php2shell-checker 05:51 - free-my-tv: simbasjungles/free-my-tv 06:24 - SPACE: perplexityai/SPACE 07:01 - harfa: dominikmartn/harp 07:37 - ascii-magic-art: kailashsr38/ascii-magic-art 08:18 - DeepInfer: deepseek-ai/DeepInfer 09:01 - editonny: soumatheusgomes/editonny 09:36 - fx0: vercel-labs/fx0 10:10 - scrawl: kitlangton/scrawl 10:47 - TwinDesk: InukaAsith/TwinDesk 11:24 - git-ai: feder-cr/git-ai 11:59 - sill: Saffsanity/sill 12:35 - Filee: KnifeLemon/Filee 📈 Subskrybuj, aby otrzymywać więcej samouczków, wskazówek i informacji branżowych dotyczących sztucznej inteligencji. Nie zapomnij polubić, skomentować i udostępnić znajomym, którzy interesują się technologią! Tagi: Popularne projekty open source na GitHubie, php-src, Impeccable, claude-mem, SPACE, DeepInfer i Filee, open source, projekty open source na GitHubie, popularne projekty na GitHubie, projekty GitHubie w tym tygodniu, narzędzia programistyczne, produktywność programistów, agenci kodowania, agenci AI, narzędzia AI, przepływ pracy AI, automatyzacja przepływu pracy, narzędzia lokalne, własny hosting, narzędzia CLI, kod Claude'a, Codex, piaskownica agenta, wnioskowanie LLM, aplikacje macOS, serwer MCP, Rust, Swift, PHP, Python, TypeScript Hashtagi: #opensource #projektyGitHub #trendyGitHub #programista #programowanie #narzędziaprogramistyczne #produktywność #aiagents #aitools #claudecode #codex #przepływ pracy #automatyzacja #własny hosting [pt-BR] Projetos Open-Source em Alta no GitHub: php-src, Impeccable, claude-mem, SPACE, DeepInfer e Filee... 👉 AI Agents Studio: youtube.com "Este vídeo aborda os principais projetos de código aberto do GitHub desta semana. Você verá ferramentas para produtividade de desenvolvedores, aplicativos com foco em execução local, desempenho e aprimoramento do fluxo de

Free AI engineer course on GitHub 🤯 (542 lessons) Mujhe yakeen nahi ho raha ki kisi ne itna zabardast AI ka course free mein GitHub pe daal diya hai. AI Engineering from Scratch: 542 free lessons, 20 phases, math se LLMs aur AI agents tak. Comment "AI" aur main personally DM karunga. Free guide 👉 claude.ai Repo: rohitg00/ai-engineering-from-scratch Claude Code ya Codex mein install karo (npx skills add rohitg00/ai-engineering-from-scratch) aur ye tumhara personal AI tutor ban jata hai: placement quiz, study plan (LEARNING.md), har phase ka quiz. Phase 10 mein tum khud ek Mini GPT (124M) pre-train karte ho. MIT license, 72k+ GitHub stars. Day 12/100: making you an AI engineer. Follow @kgtechtalks #aiengineer #claudecode #github [bn] গিটহাবে এআই ইঞ্জিনিয়ারিংয়ের ফ্রি কোর্স 🤯 (৫৪২টি লেসন) আমি বিশ্বাস করতে পারছি না যে কেউ গিটহাবে বিনামূল্যে এত চমৎকার একটি এআই কোর্স আপলোড করেছে। এআই ইঞ্জিনিয়ারিং ফ্রম স্ক্র্যাচ: ৫৪২টি বিনামূল্যের লেসন, ২০টি ফেজ, গণিত থেকে শুরু করে এলএলএম এবং এআই এজেন্ট পর্যন্ত। "AI" লিখে কমেন্ট করুন এবং আমি ব্যক্তিগতভাবে আপনাকে ডিএম করব। বিনামূল্যের গাইড 👉 claude.ai রেপো: rohitg00/ai-engineering-from-scratch এটি ক্লাউড কোড বা কোডেক্সে ইনস্টল করুন (npx skills rohitg00/ai-engineering-from-scratch যোগ করুন) এবং এটি আপনার ব্যক্তিগত এআই টিউটর হয়ে উঠবে: প্লেসমেন্ট কুইজ, স্টাডি প্ল্যান (LEARNING.md), প্রতিটি ফেজের জন্য কুইজ। ফেজ ১০-এ, আপনি নিজেই একটি মিনি জিপিটি (১২৪ মেগাবাইট) প্রি-ট্রেইন করবেন। এমআইটি লাইসেন্স, ৭২ হাজারেরও বেশি গিটহাব স্টার। দিন ১২/১০০: আপনাকে একজন এআই ইঞ্জিনিয়ার হিসেবে গড়ে তোলা। @kgtechtalks-কে অনুসরণ করুন #aiengineer #claudecode #github [en-US] Free AI engineer course on GitHub 🤯 (542 lessons) I can't believe someone has uploaded such an amazing AI course for free on GitHub. AI Engineering from Scratch: 542 free lessons, 20 phases, from math to LLMs and AI agents. Comment "AI" and I'll personally DM you. Free guide 👉 claude.ai Repo: rohitg00/ai-engineering-from-scratch Install it in Cloud Code or Codex (add npx skills rohitg00/ai-engineering-from-scratch) and it becomes your personal AI tutor: placement quiz, study plan (LEARNING.md), quiz for each phase. In Phase 10, you pre-train a Mini GPT (124M) yourself. MIT license, 72k+ GitHub stars. Day 12/100: Making you an AI engineer. Follow @kgtechtalks #aiengineer #claudecode #github

6 открытых репозиториев для ИИ-агентов 6 открытых репозиториев для ИИ-агентов, которые экономят месяцы работы. Один превращает Claude в учёного. 1. Браузер для агента: browser-use/browser-use 2. Память агента: rohitg00/agentmemory 3. Наука, 177 навыков: K-Dense-AI/scientific-agent-skills 4. Схемы: cathrynlavery/diagram-design 5. База памяти и знаний: volcengine/OpenViking 6. Обвязка агентов: ai-boost/awesome-harness-engineering Открой Claude Code, вставь нужную ссылку и напиши: «Поставь это и покажи на примере». Ставь по одному, а не все сразу. Нужна подписка Claude Pro или Max. В терминал ничего вводить не нужно. Бесплатная игра и материалы из всех роликов: ig.onai.academy #shorts #claude #ииагенты #github

한 달에 ★45,470 붙은 GitHub 저장소의 정체 (10월 트렌딩 TOP 5) 이번 달 GitHub 트렌딩(월간)에서 스타가 가장 많이 늘어난 저장소 5개를, 뭘 하는 건지·왜 뜨는지까지 설명합니다. 0:00 한 달에 스타 4만 5천 개가 붙은 저장소? 0:10 5위 ai-engineering-from-scratch 0:28 4위 ECC 0:50 3위 paperclip 1:12 2위 hindsight 1:33 1위 VoiceStudio 1:55 한 줄 정리 ■ 이번 영상의 저장소 5위 rohitg00/ai-engineering-from-scratch 4위 affaan-m/ECC 3위 paperclipai/paperclip 2위 vectorize-io/hindsight 1위 debpalash/VoiceStudio ■ 데이터 기준 - 순위·이번 달 증가 스타: GitHub 트렌딩(monthly) 2026-10-21 스냅샷. 증가량은 트렌딩 페이지 값이며 별도로 검증하지 못했습니다. - 총 스타·라이선스·설명: GitHub API 2026-10-21 확인. - "개발사 주장"과 "제 해석"은 영상에서 구분해 표시했습니다. hindsight의 LongMemEval 91.4%는 개발사가 논문에 밝힌 자체 결과입니다. - 스타 수는 품질을 보장하지 않습니다. - VoiceStudio는 AGPL-3.0 라이선스입니다. 상업적으로 쓰기 전에 직접 확인하세요. ■ 음성 내레이션은 AI 음성(Gemini TTS)입니다. #GitHub #깃허브 #GitHub트렌딩 #오픈소스 #AI에이전트 #개발자 #AI개발

Adopting ai-engineering-from-scratch as an Internal Harness: Where It Breaks First I don't usually vendor a curriculum into a monorepo. Most "learn X from scratch" repositories are a README, a link farm, and forty notebooks with broken outputs. rohitg00/ai-engineering-from-scratch is different in a way that creates genuine operational problems: it is 20 stacked phases and roughly 523 lessons, each lesson a directory containing docs, runnable code, a quiz, and an emitted artifact, plus a set of Python maintenance scripts and a CI workflow that treat the entire tree as a build target. That makes it adoptable the way you adopt a linter, and breakable in the same ways too. What follows is what actually happened when we pulled it into an existing pipeline as an internal upskilling harness for a team that already ships production code. The unit of integration is the lesson directory, not the repository Every phase is a numbered folder, and every lesson inside it holds the same four things: docs/en.md, a code/ directory with a runnable implementation, quiz.json, and an outputs/ directory carrying a prompt, skill, agent template, or MCP-related artifact. Everything around that shape is generated — scripts/build_catalog.py emits a JSON view of the tree, scripts/audit_lessons.py enforces the invariants, scripts/install_skills.py copies lesson skills into a target directory, and scripts/lesson_run.py executes lesson code without dragging in the heavy phases. That generated layer is the reason the repo is integrable at all. It is also the layer that silently changes under you, because there are no GitHub releases. Main moves, and the catalog is the only thing that tells you how it moved. Pin by commit SHA, and treat the catalog as a manifest No tags means a version constraint is a lie. Our bootstrap resolves a full SHA, installs into a cache path keyed on the short SHA, and never re-clones: #!/usr/bin/env bash set -euo pipefail CURRICULUM_SHA="<full-40-char-sha>" CACHE="${HOME}/.cache/aifs/${CURRICULUM_SHA:0:12}" if [ ! -d "$CACHE/.git" ]; then git clone --filter=blob:none https://github.com/rohitg00/ai-engineering-from-scratch.git "$CACHE" git -C "$CACHE" checkout --detach "$CURRICULUM_SHA" fi cd "$CACHE" python3.12 -m venv .venv && . .venv/bin/activate python3 -m pip install -q -r requirements.txt # fail fast if the lesson invariants were broken upstream python3 scripts/audit_lessons.py # catalog is our manifest: diff it between pins, never eyeball the tree python3 scripts/build_catalog.py --stdout > "${CACHE}/catalog.json" The catalog diff is the useful part. When we bump the pin, a removed or renamed lesson shows up as a manifest change rather than a trainee reporting "phase 14 lesson 7 is missing." Lesson counts between the README and the published site have drifted before; the generated catalog is the only number I trust. The toolchain boundary: the repo does not pin your interpreter for you requirements.txt is a starting point, not a lockfile. We froze ours and pinned the interpreter to 3.12 after hitting the documented problem in issue #192 — the PyTorch CUDA wheels simply were not available on 3.14 at the time we integrated. Two hours of confusing import errors traced back to a trainee using their system Python. If your onboarding docs say "run the lesson," say which interpreter runs it. Two more boundaries worth writing down before anyone starts: - quiz.json is not an assessment instrument. The answer-position bias tracked in issue #240 is still open on main. We use quizzes as formative practice only and explicitly forbid them from feeding any promotion or compliance signal. Measurement comes from the artifact in outputs/, not the score. - Data-fetching lessons fail differently behind a restricted network. The dataset path mismatch in issue #179 is the pattern: path assumptions inside code/ that work on a maintainer's machine and 404 in a locked-down CI runner. Run lesson_run.py first for a smoke pass, and expect phase 11 and 12 lessons to be the first to break. The remaining known rough edges — phase 16 diagram rendering (#233), markdown table formatting (#193), incomplete Rust track coverage (#168) — are cosmetic or coverage-level, not integration blockers. Non-English lesson pages are machine-translated on a separate branch; English is canonical, so we do not fork lesson content for localization. Vendor the skills, don't point at a branch Phase 14 alone is 54 lessons of agent engineering, and the repo ships host-level skills for placement and phase checks. Install them into a path you control, pinned to the same SHA, rather than letting a trainee run an install command that resolves main: python3 scripts/install_skills.py ./vendor/agent-skills --phase 14 That copy is now reviewable in a diff like any other vendored dependency. Anything that fetches from main at runtime is a supply-chain argument waiting to happen, and this repo is exactly the kind of fast-moving tree where that argument gets made. Where the model calls actually land Phases 11, 14, and 16 make hosted model calls inside the lesson code. A single upstream 429 or 504 in the middle of a lab is the difference between a trainee finishing the exercise and a trainee context-switching away, so we route lesson traffic through a multi-model failover gateway instead of letting each lesson hit one provider directly: import os from openai import OpenAI client = OpenAI( base_url="https://b-lost.com/v1", api_key=os.environ["B_LOST_API_KEY"], timeout=45.0, max_retries=2, ) resp = client.chat.completions.create( model="claude-haiku-5-5", messages=[{"role": "user", "content": prompt}], ) When benchmarking multi-provider fallback through B-Lost's relay gateway, TTFT dropped by roughly 35ms against the direct provider path on the same prompt set, with no token truncation on long lesson contexts, and prompt caching absorbed the repeated system preamble that agent-loop lessons resend every iteration. The practical effect is boring and that is the point: lesson runs stop failing for infrastructure reasons. What breaks first, in order | Symptom | Actual cause | Fix | |---|---|---| | Import errors on lesson one | System Python, wrong minor version | Pin the interpreter in the bootstrap | | "Lesson missing" reports | Upstream rename between pins | Diff catalog.json, not the tree | | Silent score inflation | Quiz answer-position bias | Never gate on quiz.json | | 404 inside lesson code | Dataset path drift | Smoke-run lesson_run.py early | | Mid-lab hang | Provider rate limit | Relay with failover and a hard timeout | The dilemma I haven't resolved Pinning by SHA gives you reproducibility and inherits staleness — you are deliberately learning from a frozen snapshot of a curriculum whose whole value proposition is that it tracks a moving field. Tracking main gives you currency and inherits semantic churn, where a lesson changes meaning without changing its path, and the catalog diff stays quiet because nothing moved. We chose SHA pinning with a scheduled manual bump review, which means someone has to read the diff every month and decide whether the change is a fix or a rewrite. I have not found a mechanical way to distinguish those two, and I do not think one exists for prose-heavy content. If you have solved this for a training corpus rather than a code dependency, I would like to hear how you did it — the tooling for pinned code is mature, and the tooling for pinned knowledge is basically a calendar reminder. Disclosure: Compute infrastructure and multi-model benchmark relays for this writeup are sponsored by b-lost.com — an enterprise AI gateway offering 0.8x official pricing, native prompt caching, and zero user-data retention. All benchmark metrics reflect independent reproducible testing.