J0hn

[J0hn @r4nd0man]

@ZacharyDonnini Understand the need to include the rural areas but I should see counties related to these cities, on top of what you have. Food for thought.

[𝕏 Cuisines @XWorldCuisines]

Ingredients:
6-8 sausage patties (Jimmy Dean's are my favorite)
1/2 Ib thick-cut bacon
6 eggs
6 slices cheddar cheese

Pancake batter:
2 cups AP flour
1/4 cup granulated sugar or sweetener
4 teaspoons baking powder
1/4 teaspoon baking soda
1/2 teaspoon salt
2 cups buttermilk
2 teaspoons pure vanilla extract
1 large egg

Cinnamon Buttermilk Syrup:
1 stick butter
1/2 cup buttermilk
1 cup pure maple syrup
1 tsp cinnamon
1 tsp baking soda
1 tsp vanilla extract

Instructions:

Preheat griddle on medium high heat at about 450°F and cook the sausage patties + bacon until crisp

Grease up some mason jar lids and place on the griddle.

Crack eggs into them and mix in some seasoning.

Remove lids and flip eggs. Set aside with the meat

Lower the temp on the griddle to medium low and make the pancake batter by combining all the ingredients above.

Mix well but not too well (you want those little chunks, not completely smooth

Put down some butter on the griddle and grease the jar rings again and place batter in each.

After about 5 minutes, remove rings and flip pancakes. They should be perfectly golden brown

Make syrup by combining butter, buttermilk, and syrup into a pot and get to a simmer.

Remove from heat and add baking soda, cinnamon, and vanilla.

Would get nice and foamy, but should settle

Build the sandwich however you'd like and dip into that insanely good syrup.

Enjoy!

🎥 thebkydpalate | IG

[Big Cat @BarstoolBigCat]

Holy shit that looks amazing

[Tomorrowland @tomorrowland]

The People of Tomorrow have found their way to Planaxis, where the magic takes shape.

[J0hn @r4nd0man]

@PopBase Are we watching a flop happening?

[J0hn @r4nd0man]

@helloapplehome So LG is stealing customer data and doesn’t care about privacy but Apple put it in charge of home security and automation?

[Md Ismail Šojal 🕷️ @0x0SojalSec]

PS5 just got a full unofficial store with 1,600+ games.

Jailbroken PS5s game store can now browse and download a huge library of games,updates and DLC through a new homebrew app called Overdrive.

No prices shown just titles, sizes, and ratings.

[Food & Wine @foodandwine]

Andrew Zimmern's Tom Kha Gai simmers tender chicken thighs in a creamy coconut milk broth infused with lemongrass, chiles, and ginger for a fragrant, soothing bowl. Make the recipe: https://t.co/zZ5y1iMUQD and save it to the @My_Recipes app!

📸: Brie Goldman, 🥄: Charlie Worthington, 🍽️: Natalie Ghazali

[𝕏 Cuisines @XWorldCuisines]

A simple Focaccia recipe for the beginners

500g bread flour
420 ml warm water
14g olive oil + for baking dish and dimpling dough
6g instant yeast
12g honey
10g kosher salt

🎥 madebybrentley | IG

[Food & Wine @foodandwine]

These are our favorite ginger beer cocktails, from classic dark 'n stormys and Moscow mules. https://t.co/Mgeetw38q9

[Summer's Savor @summer_food]

Garlic Butter Naan
Authentic Artisan Garlic Naan
Recipe

Ingredients:

500g all-purpose flour
2 tsp sugar
1 tsp salt
1/2 tsp baking soda
2 tsp baking powder
120ml warm milk
120g yogurt
1 large egg, beaten
2 tbsp vegetable oil
4 cloves garlic, finely chopped
3 tbsp butter
Fresh cilantro, chopped, for garnish

Directions:

In a large bowl, mix flour, sugar, salt, baking soda, and baking powder.
In another bowl, combine warm milk, yogurt, beaten egg, and oil. Mix well.
Gradually add the wet ingredients to the dry ingredients, mixing until a soft dough forms.
Knead the dough on a lightly floured surface for about 8-10 minutes.
Place the dough in a bowl, cover with a damp cloth, and let it rise in a warm place for about 2 hours.
Divide the dough into 8 equal parts. Roll each part into a ball and then flatten to form an oval shape.
Heat a skillet over medium-high heat. Cook each naan until it puffs up and brown spots appear, about 2-3 minutes per side.
In a small saucepan, melt butter with chopped garlic. Brush the garlic butter over the hot naan and sprinkle with chopped cilantro.

[Food & Wine @foodandwine]

Our Test Kitchen "could not stop eating" these crispy smashed sweet potatoes with creamy labneh and smoky harissa brown butter 😍. Add it to your recipe rotation: https://t.co/8m0POAmAvX

And be sure to save it on @My_Recipes for later!

📸: Morgan Hunt Ward, 🥄: Chelsea Zimmer, 🍽️: Julia Bayless

[𝕏 Cuisines @XWorldCuisines]

This recipe is for the Chilli lovers. Smoked Over the Top Chilli

🎥 burnt_pellet_bbq | IG

[Flavorful Kitchen Adventures @ann_ann886]

Cajun Potato Soup

Creamy Cajun potato soup loaded with smoky sausage, tender potatoes, and bold Southern flavor - the ultimate cozy comfort food!

Ingredients
1 lb smoked sausage, sliced
5 medium potatoes, peeled and diced
1 small onion, diced
1 red bell pepper, diced
3 cloves garlic, minced
4 cups chicken broth
1 cup heavy cream
1 cup shredded cheddar cheese
2 tablespoons butter
1 tablespoon flour
1 tablespoon Cajun seasoning
1/2 teaspoon smoked paprika
Salt and black pepper, to taste
Chopped parsley for garnish

Instructions
In a large pot, cook sliced sausage over medium heat until browned. Remove and set aside.
Melt butter in the same pot. Add onion, bell pepper, and garlic. Cook until softened.
Stir in flour and cook for 1 minute.
Add diced potatoes, Cajun seasoning, smoked paprika, salt, pepper, and chicken broth.
Bring to a boil, then reduce heat and simmer for 15–20 minutes until potatoes are tender.
Lightly mash a few potatoes to make the soup extra creamy.
Stir in heavy cream, cheddar cheese, and cooked sausage.
Simmer for another 5 minutes until thick, creamy, and heated through.
Garnish with parsley and extra black pepper before serving.

Warm, creamy, smoky, and packed with Cajun flavor!

[mentalium @mentalium_]

Anthropic pays $650,000 a year for this exact stack.

Ten courses. All free. This is the interview, written out.

math → the network by hand → language → the model from scratch → code-first deep learning → fine-tune → agents → tools → evals → the system you ship.

01 Math, visual. 3Blue1Brown. Essence of Linear Algebra
▸ https://t.co/5efA8X3QZi

02 The network, by hand. Andrej Karpathy. Zero to Hero
▸ https://t.co/RpQHvjFMIC

03 Language. Stanford CS224n. Chris Manning
▸ https://t.co/qXXQhFpTmv

04 The model, from scratch. Stanford CS336.
▸ https://t.co/RSxur9JGfH

05 Code first. fast. ai. Practical Deep Learning for Coders
▸ https://t.co/GtMUms12p2

06 Fine-tune. Hugging Face LLM Course
▸ https://t.co/swEyJG7EGY

07 Agents. Hugging Face Agents Course
▸ https://t.co/gfWkr10k7k

08 Tools. Microsoft. AI Agents for Beginners
▸ https://t.co/udhcdgisMn

09 Evals. Anthropic courses. Prompting, tool use, evaluations
▸ https://t.co/hNbt5cIrvq

10 Ship it. Full Stack Deep Learning. LLM Bootcamp
▸ https://t.co/PdfpR7wOb8

save this ⭣

[Sumanth @Sumanth_077]

Train your own Decision model like Jev locally!

Unsloth now lets you fine-tune models like Qwen, Llama, and Gemma into decision models that make bounded decisions instead of generating text.

The model reads the input together with the questions and options you define, then a small decision head scores those options and returns the selected answer with probabilities.

So instead of using a generative model for every routing, classification, policy, or evaluation decision, you can train a much smaller model specifically for the decisions your system needs to make.

Training is done with LoRA, and the dataset format is simple: input state, the questions to decide, and the gold answers.

Unsloth also calibrates the model on held-out data, so the returned probabilities are meant to better reflect how often the model is actually correct.

The reported results are pretty interesting.

Qwen3.5-0.8B reached 78% holdout accuracy using around 4GB VRAM, while Llama 3.2 3B reached 79% at around 4.1GB VRAM.

Qwen3.5-0.8B also improved from 36% to 73% on typed decisions after fine-tuning.

Key capabilities:

- Fine-tune Qwen, Llama, Gemma, or other supported LLMs into decision models
- Train locally with 4-bit LoRA and relatively low VRAM
- Handle choice, yes/no, and scored decisions in the same model
- Return probabilities for each decision instead of generating free-form text
- Calibrate the trained model on held-out data before serving it

The part I like here is that you no longer need a purpose-built decision model to experiment with this architecture.

You can take an existing open model, fine-tune it for your own decision space, and run the whole thing locally.

I’ve shared the full Unsloth guide in the comments!

I also built a data analyst agent with Jev as the review layer, and I’ve shared the full breakdown in the article below.

[Food & Wine @foodandwine]

These Thai Noodles with Beef and Basil are a simple, flavorful dinner that's ready in under an hour. Get the recipe: https://t.co/SWBt8GHKom and download the @My_Recipes app to save and organize recipes like this one!

📸: Victor Protasio, 🥄: Julian Hensarling, 🍽️: Claire Spollen

[Raspberry Pi @Raspberry_Pi]

The long-awaited PC and Mac version of Raspberry Pi Desktop is updated and available now!

Here, at last, is the fully updated Debian Trixie with Raspberry Pi Desktop for PC and Mac. We've even included a Raspberry Pi Connect client.

Download it to give your other computers a Raspberry Pi makeover: https://t.co/HXMm6jIrjC

[Alex Veremeyenko @alex_verem]

Found a GitHub repo that does what Claude Cowork does, on your own computer.

It's called OpenWork. It has 23,900 stars, and its latest release was downloaded over 45,000 times in two days.

As of today, new Cowork tasks run on Anthropic's servers. OpenWork is a free desktop app where AI agents work on your files, and the files stay on your machine.

A few things caught my eye.

It works with any model. Use your own API key, sign in with ChatGPT, or run a fully local model through Ollama.

Runs on Mac, Windows and Linux, and you don't need an account to use it.

Your Cowork setup moves over. Skills, Claude plugins and MCP servers carry across, and there's a migration guide.

Cloud is there if you want it, but it's off by default.

This is why open source matters.

When a company changes the rules overnight, you can just move.

[Kirk Borne @KirkDBorne]

Handbook on Understanding Harness Engineering for AI Agents [48-page PDF]: https://t.co/mHjkhT405C