📋 Log for 2026-06-22

😄 Joke of the Day

How many optometrists does it take to change a light bulb? 1 or 2? 1... or 2?

Category: dad

YouTube Summaries

[DeepSeek Just Solved AI's Billion Dollar Problem](https://www.youtube.com/watch?v=mG4SmhWyeFA)

Channel: Two Minute Papers

Summary:

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Published: 2026-06-22T15:53:06+00:00

[DeepSeek Just Solved AI's Billion Dollar Problem](https://www.youtube.com/watch?v=mG4SmhWyeFA)

Channel: Two Minute Papers

Summary:

Here's a summary of the video "DeepSeek Just Solved AI's Billion Dollar Problem":

Key Takeaways

DeepSeek has introduced DeepSeek-OCR, a novel method to overcome the context window limitations in large language models (LLMs).
The core innovation is treating text documents as images, compressing them significantly while preserving information.
This approach aims to drastically reduce the cost and processing time associated with feeding large amounts of text to AI models.
The technology allows for a substantial increase in the amount of data an AI can process, potentially making AI more accessible and affordable.

Main Arguments

Existing LLMs are constrained by their context window size, making it computationally expensive and slow to process extensive documents.
DeepSeek-OCR offers a solution by transforming text into a compressed visual format that an encoder can process efficiently.
This method is presented not as a way to create "larger" AI brains but as a more efficient way to transport information to them, likening it to a better "road system."
The ultimate goal is to enable cheaper and more widespread AI inference.

Notable Quotes

"see text instead of just reading it"
"treats text as an image"
"see meaning instead of counting it"
"better memory system"
"cheaper AI inference for everyone"

Important Nuances

The process involves rendering documents as images, breaking them into "patches," processing these patches with a vision encoder to create compressed tokens, and then using a decoder to reconstruct text understandable by an LLM.
High compression ratios are achievable with minimal loss of precision; for example, a 1,000-word document can be compressed to about 100 tokens with nearly 97% precision.
The efficiency gains are significant, with claims of processing hundreds of thousands of pages per day per GPU.
The breakthrough focuses on optimizing data input rather than just increasing model size or capability.

Published: 2026-06-22T15:53:06+00:00

Latest OpenRouter Models

Meta: Muse Spark 1.2 Contributor (meta/muse-spark-1.2-contributor)

Muse Spark 1.2 contributor tier is a reasoning model from Meta designed for developers who want to start building at an even lower cost. It’s meaningfully cheaper than Muse Spark...

Published: 21/08/2026

https://openrouter.ai/meta/muse-spark-1.2-contributor

DeepSeek: DeepSeek V4 Flash Vision Exp (deepseek/deepseek-v4-flash-vision-exp)

DeepSeek V4 Flash Vision Exp is an experimental vision-enabled version of <a href="https://openrouter.ai/deepseek/deepseek-v4-flash-0731">DeepSeek V4 Flash 0731</a> from DeepSeek, adding image understanding while matching the base model on text capabilities including agents,...

Published: 21/08/2026

https://openrouter.ai/deepseek/deepseek-v4-flash-vision-exp

Ox Alpha (stealth/ox-alpha)

Ox Alpha is a reasoning model designed for coding, sustained agentic work, and production workloads. It is suited for long-horizon software engineering, complex reasoning, and workflows that combine text with...

Published: 20/08/2026

https://openrouter.ai/stealth/ox-alpha

Free Models Catalog

Model	Capabilities	Publication Date
NVIDIA: Nemotron 3 Super (free)	N/A	11/03/2026

📢 OpenClaw Releases

🌟 openclaw 2026.6.10-beta.2 🚧 Pre-release

2026.6.10

Highlights

Automatic fast mode for talks: OpenClaw can enable fast mode for short conversational turns, then return to normal mode for longer runs with bounded fallback and delivery behavior. (#85104) Thanks @alexph-dev and @vincentkoc.
More reliable model routing: Zai model synthesis, GLM overload failover, and native reasoning-level selection now follow the active model catalog more consistently. (#94461, #93241, #94067, #94136) Thanks @Pandah97, @chrysb, @0xghost42, @zhengli0922, @openperf, @civiltox, and @BorClaw.
Safer session and channel state: channel switches reset stale origin fields, and cron delivery awareness stays attached to the target session. (#95328, #93580) Thanks @ZengWen-DT, @jalehman, @gorkem2020, and @scotthuang.
Trusted policies survive hook composition: composed hook registries keep the trusted tool policies required by approval-sensitive flows. (#94545) Thanks @jesse-merhi.

Changes

*Agent and channel runtime:...

Published: today https://github.com/openclaw/openclaw/releases/tag/v2026.6.10-beta.2

Good News

UK Startup is Making Electricity From Bacteria in the Soil – Maybe Your Garden Will Power Your Home Some Day

British startup Bactery says its battery, powered by bacteria, uses nature’s microbes to generate an unending trickle of power—and by stringing the prototypes together they can generate a stream. Bactery founder and CEO Jakub Dziegielowski says the device complements standard renewable systems like solar, especially because it draws power even when the sun isn&#8217;t shining. [&#8230;] The post UK Startup is Making Electricity From Bacteria in the Soil &#8211; Maybe Your Garden Will Power Your ...

Published: Sun, 21 Jun 2026 21:28:58 +0000

Good News in History, June 22

76 years ago today, Walt Disney Productions released Lady and the Tramp, then advertised as Disney&#8217;s &#8220;happiest motion picture yet.&#8221; The film follows Lady, the pampered cocker spaniel, as she grows from puppy to adult, deals with changes in her family, and meets and falls in love with the homeless mutt Tramp. The story was [&#8230;] The post Good News in History, June 22 appeared first on Good News Network .

Published: Mon, 22 Jun 2026 07:00:00 +0000

Historic ILO vote gives gig workers labour rights for the first time

BY THE OPTIMIST DAILY EDITORIAL TEAM For the first time, gig workers have binding international labour protections. The International Labour Organization voted June 12 to adopt a convention setting enforceable employment standards for platform workers in ride-hailing and food delivery. Four hundred and six member governments, employer groups, and workers’ representatives voted yes, including China, [&#8230;] The post Historic ILO vote gives gig workers labour rights for the first time first appe...

Published: Mon, 22 Jun 2026 00:00:57 +0000

A study of 100,000 people found we cooperate more than we think

BY THE OPTIMIST DAILY EDITORIAL TEAM In a standardized behavioral experiment run with more than 100,000 people across 125 countries, 69 percent of participants chose to cooperate with an anonymous stranger on behalf of a shared goal, even when doing so meant taking a personal financial loss. Those same participants, when asked how many of [&#8230;] The post A study of 100,000 people found we cooperate more than we think first appeared on The Optimist Daily: Making Solutions the News .

Published: Mon, 22 Jun 2026 00:00:37 +0000

Can volunteering abroad build the next generation of global citizens?

Overseas volunteering can offer a practical route into global citizenship – one built through classrooms, communities and cross-cultural exchange The post Can volunteering abroad build the next generation of global citizens? appeared first on Positive News .

Published: Mon, 22 Jun 2026 09:25:05 +0000

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