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Exploring the Cutting Edge: Key Trends in the LLM and Generative AI Developer Community

July 27, 2023 · 3 minutes · 2 photos

Key trends shaping practical LLM development today: democratizing AI with Skyglass, LEDITS, and lean tools; automating workflows (Watto AI, Autonomous Finance); customizing experiences (ai-jsx, Talk to Merlin); multimodal and knowledge-synthesis (Decoupage, System Pro); and responsible AI (Privacy.ai, BlindBox), while tackling data, infra, and prompt-engineering challenges.

Architecture Maestro from Now On

March 22, 2023 · 3 minutes

Architectural maestro mode with GPT-4: I fed 20-year NAS Ruby scripts (rsync + Glacier) and asked to extract EXIF, reverse geocode, and index data per folder. GPT-4 rewrote, added gems, fixed version issue, parallelized IO, added a progress bar and mutex handling; it ran in ~30s and saved a day.

Two screenshots of a mobile app, likely a calorie tracker, showing settings for text reminders and a log of food consumed on January 2, 2023.. Text: 10:51
Messages
CalorieCoach.ai
5G 50
Your Settings
Text reminders
Select up to 3 times per day to receive
reminders to log your calories. All times are in
Pacific Time Zone.
6 am PT
7 am PT
8 am PT
9 am PT
10 am PT
11 am PT
12 am PT
1 pm PT
2 pm PT
3 pm PT
4 pm PT
5 pm PT
6 pm PT
7 pm PT
8 pm PT
9 pm PT
10 pm PT
11 pm PT
JANUARY 2, 2023 807 calories
AA
caloriecoach.ai
10:51
Messages
JANUARY 2, 2023 807 calories
5G 50
TIME
NAME
CALORIES
10:46 AM
Kirkland
signature trail
mix (2 ounces)
200
10:39 AM
Kirkland
signature trail
mix (2 ounces)
210
10:39 AM
Nature valley
bar (1 bar)
190
9:53 AM
coffee (1 cup)
2
8:23 AM
coffee (1 cup)
5
8:23 AM
Lotus Biscoff
Cookies (2
cookies)
200
5:03 AM
glass of water (1
glass)
0
Total calories
807
Text Calorie Coach
(325) CALORIE
caloriecoach.ai – Private

About Calorie Coach

January 01, 2023 · 2 minutes · 2 photos

Calorie Coach is an AI-powered calorie tracker you use via SMS at 325-225-6743 (325-CALORIE) or caloriecoach.ai. It asks your age, gender, weight, and goals to tailor daily needs and track progress; just text a quick food description and you’ll get meal-time reminders. Ask for help for a reminder URL.

Launching DREAM.page

November 10, 2022 · 1 minute

Today I launched DREAM.page, an AI-first personal publishing platform, and I’m excited to see how the community uses it in these early days. Check out the video walk-through, sign up here, and DM me to move from the wait list into the actual product.

AI assisted blog images

October 23, 2022 · 2 minutes · 4 photos

AI-assisted blog images: Boris Johnson pulls out of Britain's leadership race, saying he has enough MPs to advance but far fewer than frontrunner Rishi Sunak. Our process uses GPT-3 and Stable Diffusion to render a distant, long-lens image of a suited man before the Houses of Parliament.

A screenshot of a Hugging Face application interface featuring a photo of a dog and text related to dog behavior analysis.. Text: Hugging Face
Search models, datasets, users...
Spaces: sloppyjoe/doodoodetective
App Files Community Settings
Models Datasets Spaces Docs Solutions Pricing
like 0 See logs • Running
Is this a photo of a doing his business? Or just a dog hanging out?
My dog Kona has a nasty habit of doing her business in a very particular spot in the upstairs of our house. Using this model, I'll be able to aim a
camera at that spot and send a text alert whenever she does this, so I'll have a better chance of correcting the bad behavior in the moment, which is
essential to training a dog.
img
Clear
Submit
output
normal
normal 98%
pooping 2%

My first deep learning model: Doo Doo Detective

September 26, 2022 · 3 minutes · 2 photos

I built and deployed end-to-end DL image recognizer to detect when Kona is doing her business. Using FastAI, I fine-tuned ResNet-18 on 100s of images, tested with a confusion matrix, iterated, and launched a Gradio app on Hugging Face in ~2 hours. DALL-E 2 for dog-poop data is blocked.

A small brown dog is running through a muddy puddle, creating a splash of mud and water.

Stable Diffusion Test

September 08, 2022 · 1 minute · 4 photos

Want to add photos to a post? Use the blogging software I’ve long wanted: select the description and click 'stable diffusion' to auto-insert a stable-diffusion tag and handle it for you. Example: photo of a puppy jumping through a muddy pond, nikon d50, 100mm, bokeh. Awesome results—thanks, rainbow tag.

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Zoom meeting backgrounds (DALL·E 2)

August 01, 2022 · 1 minute · 67 photos

Upgrade your next Zoom with personality using DALL·E 2 AI-generated backgrounds. Explore a wide range of options and you’re sure to find the perfect background to make your meeting stand out.

A screenshot of a web page or application interface showing a text editor and image formatting options.. Text: CURRENTLY OBSESSED
Title
Let's test some photo frame renders!
Markdown
For fun, I'm creating the blogging software I've always wanted. One aspect is the idea of enabling
handwritten posts and beautiful visuals for the photos without much (any?) effort. It's a work in
progress, but here are some examples so far.
The editor looks like this:
Pretty simple, but also powerful.
<handwriting>To turn any text into handwriting, you can add some markup to it.</handwriting>
**Results in:**
<handwriting>To turn any text into handwriting, you can add some markup to it.</handwriting>
<photorealpreview style="wood-frame-landscape">
![](https://sloppy-joe-app.imgix.net/blog_images/ii_ljttyt75y.jpg)
</photorealpreview>
AI WRITING TOOLS
TEXT FORMATTING
Handwriting Remove handwriting
UPCASE lowercase Titlecase
Capitalize
IMAGE FORMATTING
Polaroid iPhone 13 Pro
Macbook Pro Gallery Frame
Wood Frame Test Render
UPLOAD IMAGES
Drop file here or click to
upload.

Let's test some photo frame renders!

July 17, 2022 · 3 minutes · 15 photos

Sharing early blog tooling: auto handwriting via tags and photoreal framed image previews via ; automatic portrait/landscape handling. Also demoing Octopress + Disqus, a Ruby-like processor, a 'Test Render' with iPhone 13 Pro, and DALL-E 2 generated visuals; AI writing tools coming.

A photo of a sculpture made of stacked rectangular blocks balanced on a rounded base, set against a blue sky with some clouds and trees in the background.

More DALL·E 2 Generations

July 05, 2022 · 3 minutes · 36 photos

Exploring DALL·E 2 generations: from a Leica M11 “Ultimate Question” to a glittery Bald Eagle in Audubon style, dog variations, and high-quality 2D pixel art prompts. Expect surprising results—sad clown portraits, Mao/space shuttle, NYC ice age, Venice pursuit, flying saucers, glowing aliens, and robot–human collaborations; wrappers added later.

A mural depicts a figure resembling a nun, sitting on a bench with a large, old-fashioned camera or television obscuring their head.. Text: αε7

DALL·E 2 Generations in the style of Banksy

July 05, 2022 · 3 minutes · 8 photos

Here's Ed’s Banksy-style prompts for DALL·E 2: 'New graffiti by Banksy,' 'Anti-environmentalism' and 'Pro-consumerism' in Banksy style, plus 'Political campaign poster for Joe Biden' and 'New McDonalds logo designed by Banksy' (Ronald skeleton). GPT-3 refined prompts like 'Pro-consumerism ... bright colors' and 'Anti-environmentalism ... destruction of nature.'

My first experiments with DALL·E

July 02, 2022 · 7 minutes · 67 photos

I’ve just gained access to DALL·E 2 and here are my first generations: two mummies sipping espresso in Italy (50mm lens, high-quality photo) and a lemon gelato heart in a cobblestone Italian courtyard, plus Banksy-stenciled Bernedoodles, Dali-inspired scenes, and more.

A line graph comparing the performance of deep learning and older learning algorithms as the amount of data increases.. Text: Why deep learning
Deep learning
Older learning
algorithms
Performance
Amount of data
How do data science techniques scale with amount of data?

Open AI / GPT-3 Presentation

February 24, 2022 · 22 minutes

GPT-3 is OpenAI’s 175‑billion‑parameter deep‑learning language model (trained on ~570 GB of text) you access via a simple prompt-based API; it runs on a massive 10,000‑GPU supercomputer, with a 350 GB model, Davinci at $0.060/1K tokens, 50–500 ms latency, and prompts that shape outputs—context is king.

The image shows a laptop screen displaying a website called 'sloppyjoe.com'. The website features a logo, some text, and two images of a person in an aircraft hangar.. Text: Chrome File Edit View History Bookmarks Profiles Tab Window Help
Sloppy Joe
sloppyjoe.com
REVISION
Roundtrippin' GPT4V <==> DALLE-3
Upload a photo
Young person in aircraft hangar
MacBook Pro
pdate

Projects

June 07, 2020 · 3 minutes · 11 photos

Explore my AI tinkering hub—Seattle’s AI Tinkerers and DREAM.page, plus practical tools like ReVision, Train for SDXL, AI Long Doc Summarizer, Sloppy Joe handwriting, arXiv Spotlight, and Commander (full self-driving for the internet).

A sailboat is navigating a body of water, with a tree-lined shore in the background under a partly cloudy sky.

“Please help me understand the value of working with a VC”

April 06, 2015 · 3 minutes

Value of VC: money, credibility, pattern-matching; most success comes from you, the team; two archetypes: A (growth, confident money-use) and B (need to prove risks), better to be A; good VCs provide patience, extra funding, intros, credibility; assess VCs by past ups/downs, key customers/hires; consider not raising money (C).

A photo of a man holding a young child. The child is holding a spoon.

What are you passionate about in a company?

February 27, 2013 · 4 minutes · 3 photos

Be on a purposeful mission, work with the best people, and build a beautiful, customer‑focused experience while breaking new ground—whether in product, design, or business model. A startup should test unproven hypotheses, but never privilege the model over market fit, customer acquisition, and operations.

A blurry photo of a large crowd of people, likely at a race or marathon event, gathered near a banner and tents.

Seattle Half Marathon Recap

November 25, 2012 · 2 minutes · 4 photos

Seattle Half Marathon recap: foggy downtown, the I-90 tunnel felt like a treadmill with a megaphone cue for half-marathoners. Aid stations were everywhere—no water or GU needed. Madison–Interlaken hills were tough but doable; energy of runners carried us. Marching/bluegrass bands, Interlaken beauty, Krispy Kreme finish, and a baby announcement.

A stack of colorful children's books sits on a wooden surface.

How to Print Your Own Children’s Books (that won’t be eaten or torn apart)

January 04, 2012 · 3 minutes

Turn baby photos into durable board books with three options: My Custom Story—laminated 4x5" books from ~$27.95 (6x6" $39.95) with Flickr/Picasa uploads; Pintsize Productions—design from scratch on thick paperboard with optional finger tabs; Treasured Ink—10-page 8x8 ($39.95) or 6x6 ($29.95), add pages for $3 each, professional cardstock durability.

A watercolor painting depicts a laptop displaying charts and graphs on its screen, resting on a table.. Text: 780

How to Use Google Docs to Get Continuous User Feedback

July 26, 2011 · 4 minutes

Get feedback with Google Forms and a script. In ~5 minutes per survey you’ll get emails and a spreadsheet. Steps: create a form, allow anyone to respond, paste gist script in Script Editor, set to_email, and enable On form submit triggers with immediate notifications; email yourself the form URL.

A photo of a billboard or wall with the phrase "Never Never Give Up!" painted on it in dripping purple paint. A figure appears to be painting on the wall in the bottom right corner.

Didn’t Get Into TechStars? Don’t Sweat It

July 22, 2011 · 3 minutes

If you didn’t get into TechStars, pivot: get a job at Google, work 9–5, and dedicate nights and weekends to your startup. Use day-job cash to fund contract dev/design for validation and seed money, and secure IP with a lawyer and employer blessing—don’t let rejection stop you.