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Discover insights, tutorials, and updates from our team. Stay up to date with the latest in tech, design, and innovation.

When Multi-Agent Systems Fail: Architecture Tips That Actually Work
Jan 7th, 2026|
AI

When Multi-Agent Systems Fail: Architecture Tips That Actually Work

Two out of three multi-agent tasks fail in production. Not "struggle." Not "need optimization." They just fail.​ You've probably seen the charts showing how agents work together like a well-oiled machine. Guard agent filters requests. Strategist make...

AI SDK 6 Just Launched and Developers Actually Like It
Jan 5th, 2026|
AI

AI SDK 6 Just Launched and Developers Actually Like It

Someone on Twitter gave AI SDK 6 a "6 out of 10" rating. Not because it's bad. Because it's the sixth version. That's the kind of dad joke you make when a framework just dropped its biggest update of the year and you're actually excited about it. Ver...

Ralph: The While Loop That Codes While You Sleep
Jan 3rd, 2026|
AI

Ralph: The While Loop That Codes While You Sleep

A developer at a Y Combinator hackathon shipped six repositories overnight using nothing but a bash loop. The code wasn't perfect, but it was done. While he slept. This is Ralph, and people are either excited or terrified.​ Ralph isn't software. It's...

When AI Learns to Think by Trial and Error
Jan 2nd, 2026|
AI

When AI Learns to Think by Trial and Error

OpenAI spent $100 million training GPT-4 with RLHF. By 2025, 70% of enterprises are using similar methods. The shift happened because supervised learning hit a wall. You can't just show an AI more examples and expect it to reason better.​ The breakth...

Meta Bought Manus AI for $2 Billion in 10 Days. Here's What That Means.
Jan 1st, 2026|
AI

Meta Bought Manus AI for $2 Billion in 10 Days. Here's What That Means.

Meta just paid over $2 billion for Manus AI. The deal closed in 10 days. Most acquisitions take months. This one happened so fast that even investors thought it was fake.​ What Manus actually does Manus is an AI agent that does stuff without you watc...

Local LLMs Are Actually Useful Now
Dec 30th, 2025|
llm

Local LLMs Are Actually Useful Now

Someone on Reddit spent three years avoiding local LLMs because they thought the tech wasn't there yet. Then they ran Qwen3 on a CPU and got 3 tokens per second. Three years of API bills when they could have been running models on hardware they alrea...

MiniMax M2.1: Why Developers Are Ditching Claude for This Coding Model
Dec 29th, 2025|
AI

MiniMax M2.1: Why Developers Are Ditching Claude for This Coding Model

Chinese AI startup MiniMax dropped their M2.1 model on December 22nd. Reddit exploded. Twitter lit up. People were calling it a "straight up beast" for UI design. Some claimed it beats Claude and ChatGPT at coding. The hype isn't just noise. This thi...

When Developers Started Fighting Over Curly Braces
Dec 27th, 2025|
json

When Developers Started Fighting Over Curly Braces

Someone on Reddit invented a new data format just to prove another format was terrible. That's where we are in 2025. Developers are creating entire serialization formats out of spite.​ It started in October when a developer posted about TOON (Token-O...

Claude Skills vs OpenAI: Why Developers Can't Stop Arguing About Folders
Dec 26th, 2025|
openai

Claude Skills vs OpenAI: Why Developers Can't Stop Arguing About Folders

Anthropic announced Claude Skills in October 2025. Within two days, developers on Reddit were calling it bigger than MCP. OpenAI had nothing to say about it. They were busy with their own stuff.​ I saw the announcement on a Thursday morning. Scrolled...

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