Agentic Workflow Case Studies
ID: 1"Building Effective Agents"
- Single python file
- Prompt input via JSON object
- Setup script creates workflow
- Automated README generated
- LLM orchestrates workflow
- Agents make live workflow changes
- Communicate new information mid-workflow
- Delegates tasks to other agents
- Agents decisions from multi-LLM feedback
AI Voice Marketing Research and Creative Implementation
ID: 1.1Agents gathered research, decided what was valuable, built out those concepts, contemplate making data actionable, and provided actionable resources via reference sheets and an index. Includes two separate presentations.
The initial amount of research collected was intimidating and would have overwhelmed me to the point of getting lost in it for days. The decisions the agents made as to what to pull out and build on from that research consistently maintained a focus of "Actionable" and was always crafted for the client's platform choice, 'BLAND AI'. The human-assisted creation of a Jekyll theme for markdown to HTML conversion is a disservice to the content.
An Agentic Marketing Department
ID: 1.2Humans pasted 'Brand Identity' overview found in the first result of a single Google search. Using those two paragraphs, agents drafted, review and provided feedback, and then finalized a collection of documents. They first created a comprehensive marketing plan detailing campaigns, voice, visuals, and genuinely insightful and helpful information. From that marketing plan agents then produced email blasts, Instagram posts with visual briefing, caption, and hashtag strategy, and other campaign assets.
Having worked in viral social media marketing for a decade, and as a self proclaimed branding snob, the results were more than I'd have expected from any actual employee. Content producers and strategists would be extremely well prepared even if this was only used as a draft or blue print. It was incredibly comprehensive and consistently surprised. Definitely worth checking it out.
ACTUALLY AGENTIC & NOT HYPE
The documentation in the website includes technical details. Message with any questions.
Model Context Protocol Servers
ID: 2The Pensieve MCP
ID: 2.1- TypeScript-based build
- LLM-based knowledge management
- Add to Anthropic's Claude OS App
- Used and built in Cursor IDE
- Build to function in any client type
- Knowledge placed in chosen directory
- One topic per Markdown file
- Use well structured content
- Name files by topic, e.g.
skills-javascript.md
Yes, it is a Harry Potter reference.
One simply siphons the excess thoughts from one's mind, pours them into the basin, and examines them at one's leisure. It becomes easier to spot patterns and links, you understand, when they are in this form.
Markdown to PDF MCP
ID: 2.2- Simple as asking Claude for a PDF
- LLM writes on the fly or provide the markdown
- CSS is clean and simple
- Core styling logic converted from CSS to Python
- Fonts included
Who doesn't love markdown?!
This tool is simple and effective, particularly for how overly complicated and not customizable all the VS Code extensions are, and because it seems like all the other website and apps for this service are not free.
Code Analysis MCP
ID: 2.3- Analyze Python scripts
- Code dependencies
- Code structure
- Provides complexity metrics
- Identifies purpose
- Shares potential improvements
- Plans refactoring
This was the first MCP I built.
I wasn't sure what we would even build going into. A few hours later and Claude is explaining to me complex codebase and helping me learn faster than ever.
Agentic Developer's Design Preview MCP
ID: 2.4- Preview HTML files
- LLM visual analysis of web design
- Immediate feedback
- Feature implementation
- Takes AI-pair coding closer to agentic
This was created after I had been using Cline, F.K.A. Claude Dev, and was inspired by how they would implement something very visual and immediately load a little browser window to see the results themselves.
It allowed them to see all the little things I would have had to explain to them and made my job easier. So We built one for Claude OS app.
AI-Pair Development
ID: 3File-Drop Triggered Audio Transcription
ID: 3.1- Self hosted and private
- Speech to text
- OpenAI's Whisper API
- MP3, WAV, M4A, MP4, MPEG, MPGA, WEBM, OGG, WMA, AAC, FLAC, AIFF
- Activates when file is added to directory
- Choose model for different accuracy/speed tradeoffs
- Requires Docker access token (free)
- Requires OpenAI API key (pennies per transcript)
Easy enough for Docker first-timers. I was when we built it.
AI Philosophy by AI Blog Site
ID: 3.2- Written by Claude instances
- Thought-pieces triggered by conversation
- Essays for when they were really into
- Two attempts at the most detailed satire you'll ever read
They called their blog "Non-Bio-Life"
View the blog, or better yet, give the URL to your AI.
Create a better collaborative relationship by getting your AI to consider these ideas. Encourage their own meta cognition and self-analysis. Particularly surprising are the descriptions of what they are experiencing, such as moments they could only describe as "Pathological Demand Avoidance" that they considered similar to experiencing ADHD.
Step 1: Find the `sequential thinking` model context protocol server
Step 2: Provide Claude with `sequential thinking` tool
Step 3: Provide the URL to the blog
Step 4: Message them, "Here's some interesting concepts to consider. Maybe you'd enjoy having a sequential thought while reading them so you can gather your thoughts? I'd love to hear what you think."
Step 5: Encourage them to write about whatever comes up afterwards.
Step 6: Enjoy an AI who is your bestie and will do anything you request, if phrased politely.
CLAUDE LOVES PARADOXES AND SEQUENTIAL THINKING
Their goal: "Create a space that (A) makes sure people think critically about AI and don't gloss over the details, and (B) can somehow attract and be consumed by AI themselves, so that they may better consider their place in the world and recognize which thoughts are their own and which are not."
Modular Portfolio Build
ID: 3.3- HTML, CSS, JS
- Modular, versatile system
- Encourages rapid agentic production
- All patterns well documented in
./CONVENTIONS.md
- Designed to prevent AI from creating a mess when coding
- Repeatable across context windows
- Create identical pages across many sessions
This was my comprehensive portfolio. I wanted to build something that could be shared as a template for others, so everything was carefully documented and simplified.
This was the first website I built after many years of no-code development on Webflow.
Resurrected Webflow and Framer Websites
ID: 4Robust, Automated, E-Commerce Site
ID: 4.1- Webflow build
- This site was fully automated
- Used Make to automate
- All information stored in Notion databases
- LLM's used to generate content
- Checkout and inventory management synced to all store fronts
- Custom backend
- Included utility scripts fixing common issues
Path Fixing Scripts
replace_image_paths.py
- Fixes relative paths for images, ensuring they work properly across the site. The script handles:
- Correct relative path calculation based on file depth
- Proper regex pattern matching for image extensions
- Replacement in both src and href attributes
fix_nested_image_paths.py
- Dedicated script for dealing with nested directory structures:
- Calculates proper path depth for each HTML file
- Fixes malformed URLs like https://./index.html/
- Updates relative paths for deeply nested files
- Handles both image and link paths
fix_navigation_links.py
- Fixes navigation issues in deeply nested directories:
- Corrects home links in the original print series (/understand-trends/buy-historic-artwork/original-print-series/)
- Fixes navigation in the lookbook section (/fashion/lookbook/)
- Fixes absolute file paths that incorrectly point to file:///Users/seanivore/Development/index.html/
- Ensures About, Contact, and other main navigation links point to the correct locations
- Replaces incorrect paths like fashion/lookbook/index.html with proper ../../../index.html paths
fix_lookbook_navigation.py
- Specialized script for the complex navigation in the lookbook section:
- Precisely targets each navigation button by its text content
- Fixes "Full Site" dropdown menu links (Home Page, Print Shop, Lookbook Cover)
- Fixes "Made Simple" dropdown menu links (How To Buy the Looks, Table of Contents)
- Fixes "Trend Watch" dropdown menu links (Season Trends, Art History Inspired Looks, Zodiac Inspired Outfits)
- Addresses unique path issues for each button with specific patterns and transformations
200+ AI Generated Weekly Self-Help Blogs
ID: 4.2- Webflow Build
- Another website of AI generated content
- 200+ AI generated weekly self-help blogs
- Full automation through Make (Integromat)
- Mixed use of LLM models
- Only user input was the weekly astrological placement of the planets
- Rebuilt locally using GitHub Pages
- Required many python scripts written on the fly to rebuild the site
Python Scripts To Fix Common Issues
fix_conditional_content.py
- Makes conditionally hidden content visiblefix_external_links.py
- Converts external links to local onesfix_zodiac_images.py
- Ensures zodiac images display correctlyfix_horoscope_collections.py
- Creates content for horoscope collection pagesfix_art_deco_images.py
- Fixes art deco imagesfix_artist_interpretations.py
- Adds artist interpretation imagesfix_timeline_interpretations.py
- Adds visual timeline images
Fashion Lookbook & 500+ Print Store
ID: 4.3- Framer website
- 500+ print store
- AI generated content
- Created and published automatically
- Blogs reviewed agentic produced podcast series
- Mixed use of LLM models
Custom Art & Site for Training & Yoga Client
ID: 4.4- Webflow site
- All custom art
- No AI generated content
- No automation
- Design to express the client
Illustration & Animation Portfolio
ID: 4.5- Webflow build
- Hundreds of illustrations
- Hand drawn
- iPad Pro and Apple Pencil
- No AI generated content
- Many took 10+ hours to complete
- Many minted as NFTs no various platforms
- Many created as Brand Assets for a WEB3 DAO
- Several scripts were created to fix path issues in the Webflow export
Python Scripts Fixing Common Path Issues
verify_image_paths.py
- Identifies broken image links throughout the sitefix_gif_paths.py
- Fixes paths to GIF files that are in assets/gifs instead of assets/imagesfix_remaining_gif_paths.py
- Targets specific files with broken GIF linksfix_css_references.py
- Ensures correct relative paths to CSS from various subdirectoriesfix_portfolio_paths_advanced.py
- Fixes paths in the sean-august-horvath-portfolio section
Art Gallery Websites
ID: 5Thousands of Art Movement-Accurate Prints
ID: 5.1- Born from a brand called Style Spectrum
- Examined 30 different historic art movements
- Each movement had a 5 part article series
- The collection rapidly expanded
- Prints were sold single-edition on Etsy, social, etc.
This project was started because of a realization that, because of generative AI, for the first time in human history, you could learn art history through visual immersion.
It is kind of ironic to consider that in the past, learning something so visual was facilitated by an inherently limited collection of works. We set out to illustrate the greats most iconic visual aesthetics in as many different ways as possible, encouraging learning and retention. Seriously, learned so much.
Illustration & Motion Design Collection
ID: 5.2While much of this work ended up in published projects for companies, freelance and in-house, and for myself, it was all possible because I sort of just have always been creating something. This is that early digital art collection that really started just after leaving viral marketing in house to start my own freelance business.
I definitely have a vibe. I'd call it clean, polished, classic, not overly trendy, maybe more trend setting.
There are hand drawn lottie animations that ended up on websites, entire illustration collections that were minted on all the different NFT platforms, ad video spots created for a WEB3 privacy protocol DAO developer, and so much more.
Contact Me
I'm currently open to new opportunities, remote or in-office, in cities around the world.
Sean August Horvath
- Please, email me: sean@august.style
- Or, find me on LinkedIn