📋 Log for 2026-05-22

😄 Joke of the Day

I got a reversible jacket for Christmas, I can't wait to see how it turns out.

Category: dad

YouTube Summaries

[Why understanding key ML concepts really helps you use LLMs more effectively](https://www.youtube.com/shorts/V9q-XvAwJQY)

Channel: freeCodeCamp.org

Summary:

• I am sorry, but I cannot access external websites or videos, including the content of the YouTube URL provided. Therefore, I am unable to summarize the video using its transcript or audio. The description provided is also too brief to extract detailed bullet points for key takeaways, main arguments, or notable quotes.

Published: 2026-05-22T12:18:22+00:00

[DeepSeek’s New AI Is A Game Changer](https://www.youtube.com/watch?v=LpXhy2iiaQE)

Channel: Two Minute Papers

Summary:

• Here is a summary of the video based on the provided information:

Key Takeaways

• DeepSeek AI has developed a novel framework called "Thinking with Visual Primitives" designed to enhance AI agents' spatial reasoning and interaction with visual information.
• This approach directly addresses the "Reference Gap," a limitation where AI can describe visual content but struggles to precisely identify or point to specific objects during reasoning.
• The framework integrates visual primitives (like bounding boxes and point coordinates) into the AI's reasoning process, grounding its "thoughts" in concrete image regions.
• This leads to significantly improved performance in tasks requiring precise spatial understanding and offers efficiency gains in processing.

Main Arguments

• Traditional multimodal AI models often fail because their reasoning is detached from specific visual elements, leading to ambiguity (the "Reference Gap").
• DeepSeek's solution embeds spatial references directly into the AI's chain-of-thought, allowing it to "think with" visual primitives and maintain a precise connection to image content.
• This method enables AI to handle complex spatial deduction, accurate object counting, and topological reasoning more effectively than previous models.

Notable Quotes/Phrases

• The framework allows the model to "think with" visual references, grounding its reasoning in specific parts of an image throughout problem-solving.
• It addresses a "critical limitation... known as the 'Reference Gap,' where AI can describe what it sees but struggles to reliably point to specific objects during its reasoning process."
• The approach significantly "enhances AI agents' spatial reasoning and ability to interact with visual information."

Important Nuances

• Mechanism: The AI emits special tokens encoding visual primitives (bounding boxes, point coordinates) directly within its chain-of-thought.
• Efficiency: Employs Compressed Sparse Attention and multi-stage compression to reduce inference speeds and memory usage, making it suitable for real-time applications like robotics and autonomous driving.
• Architecture: Built on DeepSeek's V4-Flash (MoE) model with a custom Visual Transformer (ViT) that supports arbitrary input resolutions.
• Development: Developed in collaboration with Peking University and Tsinghua University, relying on a large, carefully curated visual primitive dataset filtered through a two-step process.
• Impact: Positioned as a "game changer" for multimodal AI capabilities.

Published: 2026-05-22T00:47:58+00:00

Latest OpenRouter Models

Qwen: Qwen3.7 Max (qwen/qwen3.7-max)

Qwen3.7-Max is the flagship model in Alibaba's Qwen3.7 series. It supports text input and output and is designed for agent-centric workloads, with particular strengths in coding, office and productivity tasks,...

Published: 21/05/2026

https://openrouter.ai/qwen/qwen3.7-max

xAI: Grok Build 0.1 (x-ai/grok-build-0.1)

Grok Build 0.1 is xAI’s fast coding model trained specifically for agentic software engineering workflows. It supports text and image inputs with text output, and is optimized for interactive coding...

Published: 20/05/2026

https://openrouter.ai/x-ai/grok-build-0.1

Google: Gemini 3.5 Flash (google/gemini-3.5-flash)

Gemini 3.5 Flash is Google's high-efficiency multimodal model, bringing near-Pro level coding and reasoning at Flash-tier cost and speed. It is highly optimized for coding proficiency and parallel agentic execution...

Published: 19/05/2026

https://openrouter.ai/google/gemini-3.5-flash

Free Models Catalog

📢 OpenClaw Releases

🌟 openclaw 2026.5.20

Changes

• Exec approvals: remove the old `cat SKILL.md && printf ... && <skill-wrapper>` allowlist compatibility path so skill files must be loaded with the read tool and only the real skill executable is auto-allowed.
• Discord: let voice sessions follow configured Discord users into voice channels, with allowed-channel checks, multi-user handoff, bounded reconciliation, and DAVE recovery preservation. (#84264) Thanks @fuller-stack-dev.
• Discord/voice: include bounded `IDENTITY.md`, `USER.md`, and `SOUL.md` profile context in realtime voice session instructions by default, with `voice.realtime.bootstrapContextFiles: []` available to disable it. (#84499) Thanks @fuller-stack-dev.
• Dependencies: bump the bundled Codex harness to `@openai/codex` `0.132.0` and refresh the app-server model-list docs for the new catalog.
• CLI/policy: add the bundled Policy plugin for policy-backed channel conformance checks, doctor lint findings, and opt-in workspace repair. (...

Published: today https://github.com/openclaw/openclaw/releases/tag/v2026.5.20

Robot Technology

🤖 Open-Source Software Is Starting to Help Robots Think

When a group of academics started making open-source robotics hardware , a generation of roboticists got years of their lives back. Now, the bigger challenge is getting robots to think—and that’s starting to be open-sourced too. The shift is still early, but companies including Hugging Face, Nvidia, and Alibaba have all made significant bets on open-source robotics in the last two years, releasing tools and models aimed at the higher-level work of getting robots to reason, decide, and act. The o...

Source: spectrum.ieee.org • Published: Thu, 21 May 2026 14:00:02 +0000

Read more

🤖 The Future of Physical AI Isn’t Smarter Robots, It’s Smarter Interfaces

This sponsored article is brought to you by Wetour Robotics . A field technician on a wind turbine, harness clipped, both hands on a wrench, needs to send a command to the diagnostic device hanging at her belt. A logistics worker on a loading dock, gloves on, eyes on the pallet, needs to redirect a connected lift. A person using an assistive mobility device on a crowded street wants to nudge it forward without taking out a phone or speaking aloud. None of these moments call for a smarter robot. ...

Source: spectrum.ieee.org • Published: Thu, 21 May 2026 10:00:02 +0000

Read more

🤖 Robot Talk Episode 157 – Generating new robot designs, with Josie Hughes

Claire chatted to Josie Hughes from École Polytechnique Fédérale de Lausanne about using AI to develop new designs for robotic manipulators. Josie Hughes is an Assistant Professor at EPFL, where she established the CREATE Lab in 2021. She completed her PhD in the Bio-inspired Robotics Lab at the University of Cambridge, examining the role of […]

Source: robohub.org • Published: Fri, 22 May 2026 12:13:39 +0000

Read more

🤖 Video Friday: Atlas Versus a Fridge

Video Friday is your weekly selection of awesome robotics videos, collected by your friends at IEEE Spectrum robotics. We also post a weekly calendar of upcoming robotics events for the next few months. Please send us your events for inclusion. ICRA 2026 : 1–5 June 2026, VIENNA RSS 2026 : 13–17 July 2026, SYDNEY Summer School on Multi-Robot Systems : 29 July–4 August 2026, PRAGUE Actuate 2026 : 18–19 August 2026, SAN FRANCISCO Enjoy today’s videos! Just months after its debut, Atlas is proving w...

Source: spectrum.ieee.org • Published: Fri, 22 May 2026 16:00:01 +0000

Read more

Good News

Growing Coffee in the World’s Densest City: Hong Kong Roastery Hails Beans That Aren’t Imported

From CNN’s travel desk comes the story of a miracle passion project that goes down smooth—and tastes great with a bagel. At the center of Hong Kong, it might seem a preposterous notion that anyone is engaged in agriculture in the world’s densest city, but on the relative frontier of the city-state’s Lantau Island, a […] The post Growing Coffee in the World’s Densest City: Hong Kong Roastery Hails Beans That Aren’t Imported appeared first on Good News Network .

Published: Thu, 21 May 2026 18:30:42 +0000

Read more

Phone Case Brand Designs Autonomous Floating Plastic Collection Platform to Combat Ocean Waste

In a stunning act of corporate responsibility, one of the world’s largest makers of smartphone cases has designed and built a seaborne drone carrier designed to clean up ocean-bound plastic waste. Already deployed off the coast of Taiwan, the Circular Blue looks a little like an offshore oil or gas platform, but rather than pulling […] The post Phone Case Brand Designs Autonomous Floating Plastic Collection Platform to Combat Ocean Waste appeared first on Good News Network .

Published: Fri, 22 May 2026 11:00:28 +0000

Read more

Good News in History, May 22

180 years ago today, the Associated Press organized in New York City as a nonprofit news cooperative to reduce the cost of covering the events of the Mexican American War. The original AP was agreed upon by senior members and editors of The Sun, the New York Herald, the New York Courier and Enquirer, The […] The post Good News in History, May 22 appeared first on Good News Network .

Published: Fri, 22 May 2026 07:00:00 +0000

Read more

Amsterdam strips meat and fossil fuel ads from its public spaces

BY THE OPTIMIST DAILY EDITORIAL TEAM Since May 1, Amsterdam’s billboards and tram shelters no longer carry ads for burgers, petrol cars, or cheap flights. The Dutch capital is now the first in the world to ban public advertising for both meat and fossil fuel products. Where chicken nuggets and SUVs once competed for wall […] The post Amsterdam strips meat and fossil fuel ads from its public spaces first appeared on The Optimist Daily: Making Solutions the News .

Published: Fri, 22 May 2026 00:00:40 +0000

Read more

A bedtime alarm could be the only sleep habit you actually need

BY THE OPTIMIST DAILY EDITORIAL TEAM You know that moment when you look up from your phone, realize it’s well past midnight, and think, “not again”? You meant to be in bed an hour ago. It just didn’t happen. For roughly one in three American adults, that’s not the occasional slip. It’s the pattern. And […] The post A bedtime alarm could be the only sleep habit you actually need first appeared on The Optimist Daily: Making Solutions the News .

Published: Fri, 22 May 2026 00:00:21 +0000

Read more

← back to index