Prompt and Circumstance

Local AI Image Upscaling Workflow

David walks Ilan through a local ComfyUI workflow that chains three AI models to upscale generated images from 720p all the way to 4K, with a side mission of fixing that plastic-y AI skin look. Chapters 00:00 - Intro and what we are upscaling today 00:36 - Workflow overview and chaining three models 01:30 - Installing the ComfyUI Manager 02:30 - The download note and where models go 03:00 - Walking through CivitAI to grab the first 22GB model 05:00 - Epic Realism and SeedVR2 from ByteDance 06:00 - LoRAs, CLIP, VAEs, and refreshing node paths 08:00 - Generating the test image and loading the upscale workflow 09:30 - Running the three-pass upscale and what each model does 10:30 - Before and after at 4500 by 2500 12:00 - Final image, runtime, and going to 8K Hilarious Product Management Merch https://devilwearsproduct.shop Links Workflow: https://pastebin.com/SUtVN2Hh [https://pastebin.com/SUtVN2Hh]  Password: Prompt and Circumstance Podcast Diffusion Models (models/diffusion_models): UltraFineTune: https://civitai.com/models/978314/ultrareal-fine-tune ZEpicrealismturbo FP8: https://civitai.com/models/2305301/z-epicrealism Checkpoints (models/checkpoints): Epic Realism XL Crystal Clear: https://civitai.com/models/277058/epicrealism-xl?modelVersionId=1920523 Loras (models/loras) Aidma Realistic Skin: https://civitai.com/models/1157318/photorealistic-skin-no-plastic-flux SDXL Skin Realism: https://civitai.com/models/248951/skin-realism-acne-skin-details-imperfections-sdxl CLIP Clip_l: (models/clip) https://huggingface.co/comfyanonymous/flux_text_encoders/blob/main/clip_l.safetensors Tt5xxl fp8: (models/text_encoders) https://huggingface.co/comfyanonymous/flux_text_encoders/blob/main/t5xxl_fp8_e4m3fn.safetensors Text Encoders: Qwen 3 4b: (models/text_encoders)  https://huggingface.co/Comfy-Org/z_image_turbo/blob/main/split_files/text_encoders/qwen_3_4b.safetensors Variational Autoencoders (models/upscale_models) Flux VAE (ae.safetensors): https://huggingface.co/lovis93/testllm/blob/ed9cf1af7465cebca4649157f118e331cf2a084f/ae.safetensors Upscale Models (models/upscale_models) 4x Clear Reality: https://huggingface.co/skbhadra/ClearRealityV1/commit/bc01e27b38eec683dc6e3161dd56069c78e015ac SeedVR2 Models (models/SEEDVR2) Model: https://huggingface.co/numz/SeedVR2_comfyUI/blob/main/seedvr2_ema_3b_fp8_e4m3fn.safetensors VAE: https://huggingface.co/numz/SeedVR2_comfyUI/blob/main/ema_vae_fp16.safetensors Find Us YouTube - https://www.youtube.com/@PandCpodcast Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social X - https://x.com/_pandcpodcast Instagram - https://www.instagram.com/_pandcpodcast LinkedIn - https://www.linkedin.com/company/p-and-c-podcast

OpenClaw Agent Teams

Set up a decentralized agent team in OpenClaw to complete complex tasks. We walk you through a real use case to set up a morning briefing using two agents, a researcher and a summarizer. They hand off work to each other on a schedule so you wake up to a one-minute AI news brief on your phone.   Chapters   00:00 - Intro 00:47 - Why You Need an Agent Team 02:50 - Agent Team Patterns 04:50 - Ilan's Morning Briefing Setup 08:30 - How Zoe Was Built 10:50 - Wrap-Up and Key Takeaways     Business Use Cases   - Set up a decentralized agent team in OpenClaw where each agent saves its output to a workspace file and the next agent picks it up to complete its part of the task. - Use cron jobs to schedule agents in sequence with time gaps between them, then test each agent manually before automating. - Give each agent a pop culture persona that matches the work style you want, and define a clear output contract (a saved file) so the agent knows exactly when its job is done.     Links   OpenClaw - https://openclaw.ai OpenClaw GitHub - https://github.com/openclaw/openclaw OpenClaw Docs - https://docs.openclaw.ai Agent Team Builder Skill - https://github.com/canuckamok/agents/tree/main/skills    Find Us   YouTube - https://www.youtube.com/@PandCpodcast Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social X - https://x.com/_pandcpodcast Instagram - https://www.instagram.com/_pandcpodcast LinkedIn - https://www.linkedin.com/company/p-and-c-podcast * (00:00) - Intro * (01:06) - Why You Need an Agent Team * (02:52) - Agent Team Patterns * (04:43) - Ilan's Morning Briefing Setup * (08:26) - How Zoe Was Built * (11:15) - Wrap-Up & Key Takeaways

Can you replace a web agency with Stitch?

In this episode of Prompt and Circumstance, we explore Stitch by Google, a free tool that is democratizing high-end web and app design. Whether you are a small business owner tired of mediocre layouts or an entrepreneur looking to prototype at lightning speed, Stitch allows you to generate professional design systems and deployable code using simple conversational prompts. WHAT YOU'LL LEARN INSTANT DESIGN SYSTEMS: See how the AI generates full palettes, typography, and background imagery automatically. THE "AGENCY KILLER": Why you no longer need to pay thousands of dollars for initial ideation and palette iterations. DESIGN "INSPIRATION": With some screenshots, you can get the AI to mimic the style of your favorite existing websites. VIDEO Click here to watch a video of this episode. [https://www.youtube.com/watch?v=4ST7LR4JJEc] TIMESTAMPS 00:00 - Intro 01:07 - Fire your web design agency 04:03 - Get "inspired" by another website LINKS Stitch - https://stitch.withgoogle.com/ Merch - https://devilwearsproduct.shop/

OpenClaw for beginners

If you want an AI agent that handles your repetitive tasks while you sleep, watch this. We got tired of clicking the same buttons and reading 50 newsletters a day just to keep up with tech. It takes way too much time. So we stopped doing it manually. Now, we have an autonomous agent that wakes up early, scrapes the internet, and writes a 30-second brief for us. In this episode of Prompt and Circumstance, we show you exactly how we built this using OpenClaw. OpenClaw isn't just another text box. It actually takes over your mouse and keyboard. It opens applications and executes tasks exactly like a human would. Here is what we cover: 1. What OpenClaw actually is and why it beats standard chatbots 2. How to skip the complicated terminal commands and install it on Hostinger 3. How to configure the system messages so your agent knows exactly how to behave 4. The exact setup we use to make it valuable for our own daily work VIDEO LINK Click here to watch a video of this episode. [https://www.youtube.com/watch?v=uM7juTKs5d8] SECTIONS 00:00 - Intro 00:46 - What is OpenClaw 07:43 - How to set up OpenClaw 11:36 - Walkthrough of useful setup 24:11 - Conclusions LINKS Merch - https://www.devilwearsproduct.shop/ Hostinger - https://www.hostinger.com/ca?REFERRALCODE=9SGMILANUEYM  Openclaw Git Repo - https://github.com/openclaw/openclaw Peter Steinberger - https://en.wikipedia.org/wiki/Peter_Steinberger_(programmer) Setting up your OpenAI account with OpenClaw - https://lumadock.com/tutorials/openclaw-openai-codex-chatgpt-subscription  Openrouter - https://openrouter.ai/

No Limits! How to Generate Video Locally for Free

In this episode: how to generate 30+ second synchronized videos using free, open-source tools. No subscriptions, no cloud. David walks through the ComfyUI workflow for image-to-video generation. He covers image preparation with Qwen 2.5, video rendering with Infinite Talk and WAN 2.1, and configuring resolution, frame count, and prompts. Includes a live demo and an honest look at lip sync limitations. CHAPTERS 00:00 — Introduction 01:48 — Base Image Generation With ComfyUI 05:39 — Generate Long Videos With Infinite Talk 11:56 — Settings and Prompt Writing 14:43 — Demo and Limitations SPONSORS Querio → querio.ai Devil Wears Product (Merch Store) - https://devilwearsproduct.shop LINKS ComfyUI - https://www.comfy.org/ Qwen Image Edit - https://docs.comfy.org/tutorials/image/qwen/qwen-image-edit-2511 Infinite Talk - https://infinitetalk.org/ Infinite Talk Repo - https://meigen-ai.github.io/InfiniteTalk/ Infinite Talk Workflow - https://pastebin.com/PYBBXTY6 (password: PromptandCircumstance) wav2vec2 - https://huggingface.co/facebook/wav2vec2-base FIND US YouTube - https://www.youtube.com/@PandCpodcast Bluesky - https://bsky.app/profile/pandcpodcast.bsky.social X - https://x.com/_pandcpodcast Instagram - https://www.instagram.com/_pandcpodcast LinkedIn - https://www.linkedin.com/company/p-and-c-podcast