riz

#HealthEconomist

[riz @sleepingmind]

If you want to become a leader, you have to learn to think beyond your role

[Avi Chawla @_avichawla]

Anthropic's in trouble, again!

They spent years building what's now fully open-source.

What made Claude feel different from a normal app is that the agent could act inside the interface instead of only talking in a chat box.

For instance, Claude Artifacts let an agent render real UI, charts, dashboards, and interactive components that assemble live inside the response.

Every major AI product tried to replicate it.

But the problem was that unlike reasoning, planning, tool-calling, etc., none of it shipped natively with LangGraph, CrewAI, or Google ADK.

So teams started building an owned version that required engineering the entire interface layer from scratch.

Most teams, however, just settled for shipping the agent as a backend API in a chat box since rendering the UI is only one piece of it.

To actually make it work, the interface layer also needed real-time streaming, state kept in sync between agent and UI, conversations that persist across sessions, and reconnection when a user refreshes mid-run.

@CopilotKit is now the only open-source framework that actually lets you build your own full-stack Claude-like apps.

It decouples the agent from the interface, talking over AG-UI (an open protocol for agent-to-user communication).

Being a standard protocol, the frontend never needs to know whether it is talking to a LangGraph or a CrewAI agent. You can change the backend anytime and the UI will never notice.

In practice, CopilotKit's interface layer gives several pre-implemented React building blocks that wire the agent directly into the app, like:

- generative UI, so the agent renders real components instead of text
- chat windows, sidebars, and popups, or a fully headless setup
- shared state, so the agent and app stay in sync
- human-in-the-loop approvals, where the agent waits before acting
- persistent threads that store the whole session, including the agent-user interactions and generated UI, not just text

And because that full history is captured, those interactions can feed a self-learning layer that also improves the agent from real usage over time.

The interface layer that Anthropic spent years engineering in-house is now literally available to any developer/team.

CopilotKit is open-source with 30k+ GitHub stars, and AG-UI, the protocol underneath, is already supported across every major agent framework: LangGraph, CrewAI, Mastra, Google ADK, and more.

CopilotKit GitHub repo → https://t.co/wkQ1taF0rM

(don't forget to star it ⭐ )

If you want to go deeper, I found a detailed breakdown by Shubham Saboo recently on the three Generative UI patterns, with implementation.

Read it below.

[Chubby♨️ @kimmonismus]

That’s so cool! I love the creativity of those guys. An open model for live music generation only 2.4B parameters. If you are bored on long flights you can now start creating bangers

[NVIDIA @nvidia]

Agents are becoming a new layer of enterprise software.

Jensen Huang explains why companies like @Cadence, @CrowdStrike, @Dassault3DS, @PalantirTech, @SAP, @ServiceNow, @Siemens, and @Synopsys are building agents on NVIDIA, and why the opportunity for software partners is only growing.

[NVIDIA @nvidia]

Introducing NVIDIA Nemotron 3 Ultra.

A frontier smart open model built for long-running agents that need to plan, reason, use tools and keep working across complex coding, research and enterprise workflows.

Up to 5x faster inference and up to 30% lower cost for agentic tasks.

Learn more: https://t.co/h9XLqqYPFf

[Taha @Iam_Taha22]

The First Northern motorway in Pakistan is going to built

#Pakistan

[LM Studio @lmstudio]

Meet LM Studio's mobile app.

Your local models, now in your pocket.

[Shahbaz Rana @81ShahbazRana]

Prices to go up—Industrialists to be punished for using solar power!

The government has shared a new plan with the International Monetary Fund to substantially increase fixed charges on electricity bills to punish industrialists who use less than their sanctioned loads and have shifted to solar and other off-grid sources of power. https://t.co/o9cUVXceOs

[Codetaur @codetaur]

imagine having ideas this good

[Sohail Rashid @SohailRashid8]

اچھا ہوا پہلے بتا دیا گیا کہ آزاکشمیر الیکشن میں فیصلہ پہلے ہی پتھر پر لکیر ہو چکا ہوا کسے حکومت ملنی کسے نہیں، کم از کم مجھے اب اسلام آباد سے خصوصی طور پر جا کر ووٹ ڈالنے کی ضرورت باقی نہیں رہی، مجھے لگا تھا ہمارے ووٹوں سے فیصلہ ہونا ہے

[AMJAD KHAN @iAmjadKhann]

مجھے بڑی حیرت ہوئی کہ انگریزی کے سب سے معتبر اخبار ڈان کا ایڈیٹوریل تھا جس کا عنوان تھا گلگت بلتستان الیکشنز اس ایڈیٹوریل میں دونوں جماعتوں ن اور پیپلز پارٹی کے انتخابی معرکے کا ذکر ہے لیکن پی ٹی آئی کا کہیں ذکر نہیں ہے پی ٹی آئی کو نہ صرف انتخابی ریس سے باہر کیا جا رہا ہے بلکہ تجزیوں اور مباحثوں سے بھی باہر کیا جا رہا ہے ! مطیع اللہ جان ۔۔

[Google @Google]

Today we’re introducing Gemma 4 12B — our latest open model that brings advanced agentic reasoning, vision and audio directly to your laptop.

It delivers performance nearing our larger Gemma models with a much smaller total memory footprint, while being small enough to run locally with just 16GB of VRAM. It’s open and accessible for everyone to use under a permissive Apache 2.0 license.

This is all made possible by our new, unified architecture that removes separate multimodal encoders. Here’s how we did it 🧵

[Google Gemma @googlegemma]

Meet Gemma 4 12B!

A unified, encoder-free multimodal model designed to bring high-performance intelligence directly to your laptop, and released under an Apache 2.0 license.

Bridging the gap between edge efficiency and advanced reasoning. Here is what’s new with Gemma 4 12B: 👇

[WWF-Pakistan @WWFPak]

Once a seasonal refuge for flamingoes, Namal Lake in Mianwali has largely dried up, pushing these graceful migratory birds to seek new habitat at Jhlar Lake in the Soon Valley.

While their arrival at Jhlar is a spectacular sight, it also tells a deeper story.

Wetlands are among Pakistan's most valuable ecosystems, supporting biodiversity, regulating water systems, and providing critical habitat for migratory species. As these water bodies shrink, the wildlife that depends on them is left with fewer places to survive.

Watch the clip to witness the flamingoes and reflect on what their journey reveals about the changing state of our wetlands.

Credits: Umer Bin Khalid | WWF-Pakistan

#WWFPakistan #Wetlands #Biodiversity #Flamingoes #SoonValley #NamalLake

[Pankaj Kumar @pankajkumar_dev]

GPT-5.6 Can Be Mythos-Level

- GPT-5.6 is expected to launch this week, alongside major updates to Codex
- It can be Anthropic Mythos level at roughly 2–3x lower pricing
- It will bring major improvements in reasoning, frontend generation, personality, and agentic workflows
- Insiders say GPT-5.6 could have easily been called GPT-6
- A major focus appears to be efficiency, making agents faster, cheaper, and more practical for longer workflows
- This week could bring one of the biggest AI model launches of the year.

[ollama @ollama]

You can use Hermes Desktop with Ollama using local or cloud models.

Get started 👇👇👇

[Min Choi @minchoi]

This is wild.

OpenAI just dropped Codex Sites.

Now anyone can give it a plan, dashboard, launch doc or idea, and turn it into an interactive app with a URL.

5 wild examples:

[Eco Vibes 🌍 @EcoVibeExplorer]

Jindee Seri, less explored gem in Neelam Valley, Kashmir, Pakistan

📸 Nasr Ahmed Bhatti

[Rohan Paul @rohanpaul_ai]

Satya Nadella on Microsoft’s Fairwater data center, an AI superfactory.

at today's Microsoft Build 2026 keynote.

its vertically designed, two-story AI data center architecture.

Instead of spreading compute only across a flat floor, Microsoft can place racks in three dimensions, packing far more GPUs densely while preserving fast network access.

This helps the cluster behave more like one massive AI machine, with low latency and high bandwidth between GPUs.

The other major point is its cooling efficiency: its cooling loop is filled once and can operate with effectively zero ongoing water consumption, using roughly the annual daily-water equivalent of a single restaurant.

----

From "Microsoft" YouTube channel, (link in comment)

[NVIDIA AI @NVIDIAAI]

Building Efficient Sovereign AI Models for Europe With NVIDIA Nemotron https://t.co/2tioxJmttI

[Google Gemma @googlegemma]

AI video editors can't edit what isn't indexed. Learn how a developer used Gemma 4 31B locally on a 5-year-old laptop to process and index a year of raw, unlabeled video, making it fully searchable. A great look at building local-first tools.