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A technically interesting challenge when building Pengu was generating transparent images for each user’s unique Pengu. With over 350 clothing items and countless possible combinations, plus varying device sizes, pre-generating images in the cloud quickly became infeasible. To solve this, we moved the computation to the device itself by...

28,559 views • 8 months ago •via X (Twitter)

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AG-UI makes building agentic applications dramatically easier. Here's how it works. This is a model for a simple chatbot: User → LLM → Response But interactive agents that render UI, pause for approvals, and ask users for input need a much more complex model. When building these agents, a response from the LLM will include a series of state changes as the agent runs: • Agent started a task • Agent called a tool • Agent updated its state • Agent streams these tokens • Agent is waiting on a human • Agent is resuming the task The Agent-User Interaction Protocol (AG-UI) treats the LLM response as a stream of events rather than a text endpoint. In practice, here is what you get as an agent runs: 1. Lifecycle events so your UI knows where the agent is. 2. Text messages that stream tokens. 3. Tool calls so your UI can prefill a form with any required arguments. 4. State updates that keep your UI in sync with the agent. 5. Special events for human approvals, rich media, and custom needs. All of these events travel over standard transports (SSE, WebSockets, or plain HTTP) as JSON. As a result, you can build a frontend that stays in sync with the agent's progress without having to invent a custom process to make this happen. For example, building a human-in-the-loop workflow becomes an off-the-shelf component you can integrate rather than build from scratch. CopilotKit🪁 is the creator of AG-UI, and you can use it when building frontend applications pretty much anywhere: • React • Angular • Vue • React Native • Slack • Teams • Discord • WhatsApp • Telegram Here is the link for you to check it out: Thanks to the CopilotKit team for partnering with me on this post.

Santiago

17,438 views • 21 days ago

You're telling me, in the last 30 days alone: - Total $PENGU mindshare just hit ~250 billion views - Pudgy Party is stepping up as a franchise powerhouse, ready to claim its place as a global cultural icon - Pengu was at the The All-In Podcast Summit 2025 - Pudgy Penguins enters the OpenSea flagship collection treasury - Pengu could be spotted in the TV show "Platonic" starring Seth Rogen and Rose Byrne - KindPengu just hit 1,000,000+ subscribers. - Pudgy Party hits 900,000+ downloads - (NASDAQ: STSS) Sharps Technology 🤝 Pudgy Penguins - The Pengu Asia tour absolutely dominated Korea and Singapore during KBW/Token2049 - The official launch of Pudgy DAOs took place - Pengu could be spotted at Lotte Concert Hall in Seoul - $PENGU is now live and tradable on Mercado Bitcoin - $PENGU is now live and tradable on Bullish - Use $PENGU with Spend Crypto and buy over 3,000 gift cards - Pudgy Penguins & $PENGU were just featured in the Q2 Bullish ( $BLSH on NYSE 🏛 ) earnings report and call. - $PENGU could be spotted on buses, massive signs, and airport during KBW - Pudgy Penguins x Hyundai Card - PENGU Asia announces their official telegram chat Triple S members wear Pudgy Penguins whilst performing live - Pengu now has a statue in front of the iconic Seoul gallery, Weple - Pudgy Penguins x Revoke (SBT) - $PENGU is now available for direct deposit to Hyperliquid - Book hotels, flights and more with S W I V U L - Pengu on the F1 car with Kraken and Atlassian Williams Racing - Pudgy Penguins is at the Golden Cinematography Awards - Pudgy Penguins 🤝 Anichess - Pudgy Penguins mentioned in an official Jefferies’ research analyst update - Pengu could be spotted at the official F1 after-party in Amber Lounge - Lil Pudgys AirPod Max covers are now available - penguSOL LST with Sanctum 📍 Breakpoint By the looks of it, the PENGU season is all gas, no brakes this Q4!

Shiv

50,829 views • 9 months ago