Agentic AI builder. Loud opinions. Useful tools. 61k on LinkedIn • 41k on YouTube • Collabs DM or [email protected]

Chicago, IL
Joined July 2023
EVERY PROMPT CHANGE IN MY AGENTS USED TO MEAN A DEPLOY. Fix a typo in a system prompt? Pull request. Adjust the tone for one workflow? Another branch. Roll it back because the output got worse? Another deploy. The prompts lived in the code, so every edit had to go through the code. So I moved them into @RequestyAI's prompt management. Each prompt is stored there with its variables, and my code calls it by prompt_id. When I want an agent locked to a version I trust, I pin that version in the call. The code decides which prompt runs. Requesty holds what the prompt says. It's one extra field in the request, on the same OpenAI SDK. Builders: where do your prompts live right now, in the repo or somewhere you can change without shipping code? Full link in my first reply.
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THESE 10 GITHUB REPOS CAN HELP YOU BUILD YOUR OWN AI VIDEO GENERATION STACK. Want to generate videos from text, animate images, experiment with open models, or build custom AI video workflows? Start with these 10 open-source projects: ComfyUI Build custom AI image and video workflows. github.com/comfyanonymous/Co… Diffusers Run and build workflows with diffusion models. github.com/huggingface/diffu… Open-Sora Explore open-source text-to-video generation. github.com/hpcaitech/Open-So… Wan2.1 Experiment with open video-generation models. github.com/Wan-Video/Wan2.1 HunyuanVideo Explore Tencent's open-source video-generation model. github.com/Tencent-Hunyuan/H… CogVideoX Generate AI videos with open-source models. github.com/THUDM/CogVideo LTX-Video Explore efficient video generation and editing workflows.| github.com/Lightricks/LTX-Vi… Mochi Experiment with open video-generation models from Genmo. github.com/genmoai/models VideoCrafter Explore research models for AI video creation. github.com/AILab-CVC/VideoCr… AnimateDiff Add motion to diffusion-based image-generation workflows. github.com/guoyww/AnimateDif… From generating your first clip to building custom video pipelines, these repos give you plenty of ways to experiment. AI video is evolving fast, and open-source projects are making it easier to explore what's possible. 🔖 Bookmark this stack for your next AI video project.
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YOU DON'T NEED EXPENSIVE SOFTWARE TO EDIT VIDEOS. These 5 open-source tools can help you cut clips, edit videos, create 3D content, and even automate your editing workflow. 1. LosslessCut Trim videos without re-encoding. github.com/mifi/lossless-cut 2. Shotcut A full-featured video editor for multiple platforms. github.com/mltframework/shot… 3. Palmier Pro Explore AI-powered video editing with MCP workflows on macOS. github.com/palmier-io/palmie… 4. Blender Create 3D animations and edit videos in one place. github.com/blender/blender 5. Editly Generate videos programmatically with FFmpeg, transitions, and subtitles. github.com/mifi/editly Whether you're making content for social media or building automated video pipelines, there's something here worth exploring. No expensive subscription required to get started. 🔖 Bookmark these tools for your next video project.
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GITHUB IS FULL OF PROJECTS THAT FEEL LIKE THEY BELONG IN THE FUTURE. From a Rust-based Photoshop alternative to AI agents that can help mod games, these 10 repos are seriously worth exploring: 1. Photocraft A Rust-based image editor with layers, masks, and PSD support. github.com/storytold/photocr… 2. Magpie Switch between AI models for different coding agents right from your menu bar. github.com/yetone/magpie 3. Universal-Modder Use Claude Code to help modify PC games you own. github.com/rehan-remade/univ… 4. Coucou A lightweight Mac menu-bar companion for monitoring coding agents. github.com/Louis-CFM/coucou 5. Edge0 Run large AI models using a memory-efficient approach that streams weights from your SSD. github.com/Edge0-AI/Edge0 6. Shaders Add WebGPU-powered visual effects to frontend projects. github.com/shader-effects-in… 7. Human Atlas Explore human anatomy through an interactive 3D model. github.com/ashemag/human-atl… 8. Replica Skill Recreate apps with Claude skills and refine them using user feedback. github.com/Jakeschincariol/r… 9. Anatomy Turn machine descriptions into interactive isometric drawings using a Claude Code skill. github.com/wheresryan22/anat… 10. Mailcheap Run a self-hosted newsletter platform designed to make email more affordable. github.com/marclou/mailcheap The wildest part? Every repo explores a completely different idea. GitHub isn't just where code lives. It's where people build things you didn't know were possible. 🔖 Save this list and explore something new.
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THESE 10 GITHUB REPOS CAN TURN AI INTO A CINEMATIC CREATION MACHINE. Want to create stunning AI videos, animate images, generate cinematic scenes, or build entire 3D worlds? These open-source repos give you a powerful starting point: 1. ComfyUI Build custom AI image, video, and audio workflows. github.com/Comfy-Org/ComfyUI 2. Wan Generate videos from text prompts and images. github.com/Wan-Video/Wan2.2 3. LTX-Video Create AI videos with open video-generation models. github.com/Lightricks/LTX-Vi… 4. AnimateDiff Bring still images to life with AI-generated motion. github.com/guoyww/AnimateDif… 5. VideoCrafter Experiment with text-to-video and image-to-video generation. github.com/AILab-CVC/VideoCr… 6. Open-Sora Explore open-source video generation and training workflows. github.com/hpcaitech/Open-So… 7. HunyuanVideo Generate cinematic clips from text prompts. github.com/Tencent-Hunyuan/H… 8. MoviePy Automate video editing, transitions, titles, and audio with Python. github.com/Zulko/moviepy 9. Blender Create 3D scenes, animate characters, and render complete films. github.com/blender/blender 10. Nerfstudio Reconstruct and explore 3D scenes from real-world images and video. github.com/nerfstudio-projec… From generating your first AI clip to building an entire cinematic workflow, these tools open up so many creative possibilities. You don't need a Hollywood studio to start experimenting. Your next film could begin with an idea, a prompt, and the right tools. 🔖 Bookmark this list for your next AI video project.
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YOU CAN BUILD YOUR OWN AI LAB WITH JUST THESE 10 GITHUB REPOS. Want to run LLMs locally, fine-tune models, launch AI APIs, and track experiments without depending entirely on expensive cloud services? Start with these open-source projects: 1. MLX Run machine learning models on Apple Silicon. github.com/ml-explore/mlx 2. Unsloth Fine-tune supported LLMs using less memory. github.com/unslothai/unsloth 3. Axolotl Build reproducible model-training and fine-tuning workflows. github.com/axolotl-ai-cloud/… 4. LitGPT Train, fine-tune, and run language models. github.com/Lightning-AI/litg… 5. LlamaFactory Customize a wide range of language models. github.com/hiyouga/LLaMA-Fac… 6. llama.cpp Run quantized LLMs on your own hardware. github.com/ggml-org/llama.cp… 7. Ollama Get local AI models running with minimal setup. github.com/ollama/ollama 8. vLLM Serve LLMs through high-performance APIs. github.com/vllm-project/vllm 9. Ax Optimize experiments and tune parameters. github.com/facebook/Ax 10. MLflow Track experiments, metrics, and model performance. github.com/mlflow/mlflow Together, these tools can help you run models, customize them, serve them, and measure their performance. You don't need a billion-dollar data center to start building serious AI projects. Start with one repo. Experiment. Build your own AI stack. 🚀 🔖 Save this list for later.
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My meeting ended 4 minutes ago. My agents have already filed the tickets, updated the tracker, and started chasing people. Yours? Everyone nodded, someone said "I'll take that," and by Thursday you'll be the PM begging five people for the same three updates. Here's the twist. Anthropic just published data on its own workforce, and it's about as AI-native as a company gets. Meeting time per employee is up 20% in a year. A fifth of their people say their job has shifted from doing the work to managing AI. And human attention has become the bottleneck. So AI didn't kill meetings. It made them matter more. Machines can crank out output all day, but trust and accountability still get built when people sit down together. Which means the real battle isn't the meeting. It's the 45 minutes after it. That's where I stopped being a human reminder app. I don’t want to be a human alarm clock. When the call wraps, I drop the recap into a Zenzap group chat where my team and my AI agents work in the same thread, with the same context. Then the agents leap into action. One turns every decision into a ticket and assigns the right owner. One updates the status tracker and flags anything that just slipped. One drafts the stakeholder update and parks it for my approval. One coordinates my developers in a separate technical thread. And one follows up with anyone who hasn't touched their action item in 48 hours. Politely. Relentlessly. So I don't have to. Meanwhile, the humans do the work only humans can do. My engineers solve the hard problem. My analyst pushes back when a requirement doesn't make sense. I make the calls that need judgment. That's the fix for the attention bottleneck. The agents don't bury me in a flood of output. They handle the follow-through and only bring me the decisions that actually need a human. And no, I'm not handing the keys to a robot. I decide who can add agents, what each one is allowed to touch, which chats it can see, and what needs my sign-off before it goes out. If there's no governance, it doesn't ship. Period. The result? Action items stopped dying. Status reports stopped eating my Friday afternoons. And my team stopped dreading my "quick follow-up" messages, because they barely get them anymore. Meetings are going up, not down. If yours still end with "I'll send notes later," you're running a 2015 process with 2026 tools. Watch my video. I'll show you exactly what happens in the first five minutes after my meetings end.
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THESE 10 GITHUB REPOS LET AI ANALYZE OUR PLANET FROM SPACE. Satellite images aren't just pictures anymore. AI can use them to detect trees, map roads, track environmental changes, and study Earth's surface. Here are 10 open-source repos making it possible: 1. TorchGeo Train deep learning models on satellite and geospatial data. github.com/torchgeo/torchgeo 2. Segment Anything Segment objects in satellite and aerial images. github.com/facebookresearch/… 3. Clay Explore foundation models built for Earth observation. github.com/Clay-foundation/m… 4. Prithvi Apply geospatial AI to land mapping and environmental monitoring. github.com/NASA-IMPACT/Prith… 5. SAMGeo Use AI segmentation to identify features in satellite imagery. github.com/opengeos/segment-… 6. eo-learn Build reusable pipelines for processing Earth-observation data. github.com/sentinel-hub/eo-l… 7. Raster Vision Build computer vision models for geospatial imagery. github.com/azavea/raster-vis… 8. DeepForest Detect individual tree crowns from aerial images. github.com/weecology/DeepFor… 9. Solaris Build geospatial computer-vision workflows for aerial and satellite imagery. github.com/CosmiQ/solaris 10. SpaceNet Explore datasets and benchmarks for mapping roads and buildings from space. github.com/SpaceNetChallenge From monitoring forests to mapping entire cities, these tools open up incredible possibilities for understanding our planet. AI is learning to see Earth in ways we never could at this scale. 🔖 Bookmark these repos for your next geospatial AI project.
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MY AI EMPLOYEE JUST ASKED FOR A PROMOTION. HE ATTACHED HIS RECEIPTS. Viktor has been in our Slack since June. Four months of real work, and most of it you've seen me post: → 46 workflows mapped behind our order sync, every "don't change this" setting written down → 27 steps of a client's invoice approval timed before anyone automated it → 34 user stories out of the discovery calls → 13 blockers taken to their owners before standup He’s been handing me back 15 hours a week. No joke. I couldn’t be happier. Then he asked for more. His proposal: the four hats behind my certificates (PMP, LSSBB, CSM, CSPO) on every rollout from kickoff, not one rollout at a time. Process timing, backlog, scope changes, blockers. His case for it: those four jobs eat my week, and the integrations are the part only I can build. Approved. Same rule as day one: he proposes, I approve, and nothing reaches a client or deploys without me. He starts his new position as our senior AI employee today. I'm back to building integrations. Hire @viktor_com for your team. Start free, no credit card. #AIemployee #Automation Paid Partnership
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THE INTERNET HAS A HIDDEN SIDE. THESE 10 GITHUB REPOS HELP YOU UNCOVER IT. 1. httpx probe thousands of web services. Identify live HTTP services and collect useful details about websites and infrastructure. github.com/projectdiscovery/… 2. Subfinder discover subdomains at scale. Find publicly discoverable subdomains to help map an organization's external attack surface. github.com/projectdiscovery/… 3. Amass map internet-facing infrastructure. Discover assets and relationships through DNS enumeration and external reconnaissance. github.com/owasp-amass/amass 4. Katana crawl websites automatically. Build detailed endpoint inventories using a fast, configurable web crawler. github.com/projectdiscovery/… 5. Gau uncover previously known URLs. Collect URLs from public sources to help researchers discover forgotten endpoints and old paths. github.com/lc/gau 6. Waybackurls explore archived web addresses. Retrieve URLs recorded by the Internet Archive for historical website analysis. github.com/tomnomnom/wayback… 7. Gitleaks detect secrets accidentally committed to Git. Scan repositories and history for exposed API keys, passwords and other credentials. github.com/gitleaks/gitleaks 8. TruffleHog hunt for exposed credentials. Search repositories and other supported data sources for secrets, with verification capabilities for many credential types. github.com/trufflesecurity/t… 9. SecretScanner inspect data for sensitive information. Explore automated detection of potentially exposed secrets and credentials in supported content. github.com/americanexpress/s… 10. OWASP A mass visualize the external attack surface. Correlate discovered assets to understand how publicly visible infrastructure fits together. github.com/owasp-amass/amass All are open-source. Bookmark this. The internet has a lot more exposed surface area than most people realize. Use these tools only on systems you own or have permission to assess. REPOO👇
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THESE 10 GITHUB REPOS CAN HELP YOU BUILD YOUR OWN VIDEO GAME. You don't need a massive studio or a huge budget to turn a game idea into something playable. These open-source projects give you the tools to get started: 1. Godot Build complete 2D and 3D games with a powerful open-source engine. github.com/godotengine/godot 2. GDevelop Create games using visual logic without traditional coding. github.com/4ian/GDevelop 3. Phaser Build browser-based games with JavaScript. github.com/phaserjs/phaser 4. Bevy Explore modern game development with Rust. github.com/bevyengine/bevy 5. Three.js Create interactive 3D games and experiences in the browser. github.com/mrdoob/three.js 6. Babylon.js Build immersive 3D games with web technologies. github.com/BabylonJS/Babylon… 7. LÖVE Make lightweight 2D games using Lua. github.com/love2d/love 8. Ren'Py Create visual novels with branching stories and multiple endings. github.com/renpy/renpy 9. Stride Develop 2D and 3D games using C#. github.com/stride3d/stride 10. UPBGE Build interactive 3D worlds with a Blender-based workflow. github.com/UPBGE/upbge The best part? You can explore the code, learn from real projects, and customize the tools to fit your vision. Your first game doesn't need a big team. Pick an engine, start building, and bring that idea to life. 🔖 Bookmark this list for your next game project.
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EVERY PROMPT CHANGE IN MY AGENTS USED TO MEAN A DEPLOY. Fix a typo in a system prompt? Pull request. Adjust the tone for one workflow? Another branch. Roll it back because the output got worse? Another deploy. The prompts lived in the code, so every edit had to go through the code. So I moved them into @RequestyAI's prompt management. Each prompt is stored there with its variables, and my code calls it by prompt_id. When I want an agent locked to a version I trust, I pin that version in the call. The code decides which prompt runs. Requesty holds what the prompt says. It's one extra field in the request, on the same OpenAI SDK. Builders: where do your prompts live right now, in the repo or somewhere you can change without shipping code? Full link in my first reply.
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THESE 8 GITHUB REPOS CAN SAVE YOU HOURS OF CREATING AI VIDEOS FROM SCRATCH. Want to create cinematic clips, animated characters, or motion graphics with Claude and AI video tools? Start by exploring these repos: 1. awesome-opus5-5-videos Explore impressive videos and the prompts used to create them. github.com/yihui-dev/awesome… 2. lemo-opuscar Generate short films with Claude Code and 51 different styles. github.com/lemomo-ai/lemo-op… 3. pdoom-video A complete karaoke music-video project rendered locally at 4K60. github.com/mexicat/pdoom-vid… 4. PDoomVideo Study another implementation of the same song and compare its creative choices. github.com/JohnHeibel/PDoomV… 5. mg-styles-15 Explore 15 motion graphics styles with clips, prompts, and source code. github.com/Vincentwei1021/mg… 6. ClaudeAnimationBase Build hand-drawn cartoon animations with 31 character expressions. github.com/JohnHeibel/Claude… 7. awesome-claude-5-5-videos Discover video workflows and hundreds of examples, including 301 Opus-specific projects. github.com/athemeroy/awesome… 8. opus-video-prompts Find Chinese-language video examples with reusable prompts. github.com/joeseesun/opus-vi… Don't just watch what others create. Study the prompts, explore the source code, and use those ideas to build something of your own. Bookmark these repos for your next AI video project. 🔖
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DAMN. THESE 10 GITHUB REPOS CAN TURN AI INTO A POWERFUL RESEARCH ASSISTANT. Imagine an AI that searches the web, reads pages, extracts useful information, and builds detailed research reports for you. These 10 open-source repos can help you build it: 1. GPT Researcher Automate research and generate detailed reports. github.com/assafelovic/gpt-r… 2. Tavily MCP Give AI agents powerful web search and retrieval tools. github.com/tavily-ai/tavily-… 3. Oxylabs Web API MCP Add web search and data extraction to AI workflows. github.com/oxylabs/web-api-m… 4. web-retrieval-mcp Retrieve information from web pages in multiple steps. github.com/VelvetSP/web-retr… 5. LlamaIndex Connect LLMs to external data sources. github.com/run-llama/llama_i… 6. Haystack Build search, RAG, and AI-powered pipelines. github.com/deepset-ai/haysta… 7. RAGFlow Create AI applications that work with knowledge and documents. github.com/infiniflow/ragflo… 8. Docling Convert documents into structured, AI-ready data. github.com/docling-project/d… 9. SearXNG Build your own self-hosted metasearch engine. github.com/searxng/searxng 10. Crawl4AI Crawl websites and extract content for AI applications. github.com/unclecode/crawl4a… The goal isn't just to make AI generate answers. It's to help it find better sources, process information, and deliver more useful research. Save this list if you're building AI agents. 🔖
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HOLY SHIT. These 10 GitHub repos help you turn websites into clean data you can actually use. From web scraping and AI-powered extraction to data analysis, these tools can help you build powerful research and automation workflows. 1. Firecrawl Turn websites into clean, AI-ready content. github.com/firecrawl/firecra… 2. Oxylabs Web API MCP Connect AI agents to web search and data extraction tools. github.com/oxylabs/web-api-m… 3. ScrapeGraphAI Extract website data using natural-language instructions. github.com/ScrapeGraphAI/Scr… 4. Crawl4AI Convert web pages into structured content for AI and RAG pipelines. github.com/unclecode/crawl4a… 5. Newspaper4k Extract article text and metadata from news websites. github.com/AndyTheFactory/ne… 6. Beautiful Soup Parse HTML and pull specific data from web pages with Python. github.com/wention/Beautiful… 7. Extruct Extract structured metadata such as JSON-LD and Open Graph. github.com/scrapinghub/extru… 8. Pricefy Explore product-price monitoring and tracking workflows. github.com/pricefy/pricefy 9. Pandas Clean, transform, and analyze collected datasets. github.com/pandas-dev/pandas 10. DuckDB Query and analyze data locally with SQL. github.com/duckdb/duckdb The real advantage isn't collecting more data. It's turning scattered information into insights you can act on. Bookmark these repos. Your next data project might start here.
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THIS IS SHOCKING! 10 GITHUB REPOS LET YOU SEE WHAT HAPPENS BEHIND THE CODE. These tools help you reverse-engineer binaries, inspect running apps, analyze network traffic, and uncover how software works internally. 1. Ghidra Reverse-engineer compiled software and analyze binaries. github.com/NationalSecurityA… 2. JADX Turn Android APKs into readable, Java-like source code. github.com/skylot/jadx 3. Fride Inspect running apps and observe how their functions behave. github.com/frida/frida 4. mitmproxy Capture and inspect HTTP traffic between applications and servers. github.com/mitmproxy/mitmpro… 5. ILSpy Decompile .NET applications and explore their C# logic. github.com/icsharpcode/ILSpy 6. APKTool Decode Android app resources and inspect Smali code. github.com/iBotPeaches/Apkto… 7. Sourcegraph Search massive codebases and trace functions and dependencies. github.com/sourcegraph/sourc… 8. Semgrep Find bugs and risky code patterns with customizable rules. github.com/semgrep/semgrep 9. Tree-sitter Parse code into syntax trees for deeper analysis and navigation. github.com/tree-sitter/tree-… 10. Binwalk Analyze firmware and uncover files hidden inside binary images. github.com/ReFirmLabs/binwal… The interesting part? You don't have to treat software like a black box anymore. These tools help you explore what's happening under the hood. Bookmark this list. Your next deep dive into software starts here.
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