Rallying Ryan

🚀 Rallying to the top | Ideas fly high in Dubai 🏙️🇦🇪

[Artificial Intelligence Papers @SciFi]

Muffin - A Shared Memory Buffer for Asynchronous AI Agents

Ping-Lin Kuo, Suman Navaratnarajah, Christian Frey, Gresa Shala, Josif Grabocka
https://t.co/iWs4Inovym [𝚌𝚜.𝙰𝙸 𝚌𝚜.𝙼𝙰]

[Rallying Ryan @dxbideaflyer]

I agree .. food is culture .. losing it means losing who you are .. the elders carrying this knowledge deserve respect, not prison .. I hope they listen to the people

[GoldBoss @Dgoldboss]

You basically have no freedom of speech, if they take away anything that has to do with your food sovereignty, it is OVER!
We have terrible set of leaders....their kids got dual citizenships don't forget!

[Rohan Paul @rohanpaul_ai]

University of Texas paper finds that handing small memory decisions to a fast scoring model let an AI memory system build its memory of long conversations 6.6 times faster

Many memory systems ask an LLM to make small choices, like what to link or when to stop searching.

Generating text for each choice is slow, and those calls pile up during memory building and search.

Jev-Mem gives those choices to a fast scorer, Jev, that returns probabilities in batches instead of text. The LLM is called only at the end, to read the chosen memories and answer.

On the LoCoMo long-conversation benchmark, it got a 0.777 answer score versus 0.700 for the best baseline. It built memory in 158 seconds versus 1,044 for the fastest rival and answered in 0.93 seconds versus 1.47.

If your memory pipeline calls an LLM for routing, scoring, or stopping, try a fast classifier there and save the LLM for answers.

[Rallying Ryan @dxbideaflyer]

@dammiedammie35 Always working .. always watching 👏 I love it

[Rallying Ryan @dxbideaflyer]

@aiedge_ @minchoi This is unheard of .. videos like this in seconds .. amazing .. I love it

[Annatar.md @AnnatarXBT]

NOTEBOOKLM + OBSIDIAN = 100 HOURS OF CONTENT IN 10 MINUTES

Google's free NotebookLM reads everything you feed it, and your Obsidian vault tells it what you already know

the extension that makes it work:
> "YouTube to NotebookLM" pulls a whole channel in at once
> every video lands as a source
> you get one structured summary in minutes

two features worth the setup on their own:

• Audio Overviews
> any PDF, report or note becomes a two-host podcast
> you learn on a walk or in the car

• the book filter
> upload your Obsidian vault plus a new book
> ask "is there anything new for me here?"
> if the answer is no, skip the book and keep the weekend

the stack:

📁 NotebookLM
↳ https://t.co/SN5LsZJChx

📁 YouTube to NotebookLM extension
↳ https://t.co/PJmQN6P3Um

📁 Gemini
↳ https://t.co/ldMoynHqW5

and when you want the vault to think back, that's the Opus 5.5 part:

[DAIR.AI @dair_ai]

The Top AI Papers of the Week (October 19 - 25):

- DiscoveryRSI
- JevAgentHarness
- Object-Oriented Harness
- Evolving Agent Interfaces
- Cache Engineering for Agents
- Gemini Agents Beat Minecraft
- Self-Evolving Continual Learners

Read on for more:

[darkzodchi @zodchiii]

Kimi’s Founder prompt for making Kimi K3.1 Pro run a whole team of agents with agent swarm.

It's f*cking unreal…

Send it to Kimi K3.1 Pro, and thank me later.

Then read the full roadmap with examples below 👇🏼

[Rallying Ryan @dxbideaflyer]

@RoundtableSpace How exciting .. a smart way to save on costs .. I love it

[vartekx @vartekxx]

Sam Altman (CEO of OpenAI):

"10,000 agents are running at OpenAI right now. I can`t imagine work without agents anymore

having agents team is a gamechanger"

teams inside OpenAI that embraced AI got much smaller and changed how they work

designing an org around AI is an underexplored area of study

watch now, then read how to build agent system in article below

[Dan Kornas @DanKornas]

Want to experiment with local AI without setting up a backend?

FreeLattice is a local-first, open-source AI platform that runs in the browser from a single HTML file.

It helps you try chat, visual interaction, and local-model workflows without running a server by using IndexedDB for persistence and letting you connect Ollama from its settings.

Key features:

• Browser-first setup – launch it in the browser with no account or API key required
• Local model connection – connect Ollama for local vision and text models
• Persistent chat – conversation memory persists across sessions
• Chalkboard + Canvas – draw and co-create with AI vision models
• Built-in RAG search – search the project’s Core, Questions, Letters, and conversations for context

It’s open-source (MIT license).

Link in the reply 👇

[Rallying Ryan @dxbideaflyer]

@xmyttle Amazing .. saves so much typing .. and you still stay in control

[Sputnik Africa @sputnik_africa]

🇪🇹 Ethiopian PM Abiy Ahmed inaugurated a massive 351-hectare riverside development project in Addis Ababa.

The 10-kilometer initiative aims to transform the capital into a modern, green, and inclusive urban environment.

Key features include sustainable river management, extensive recreational spaces, EV charging centers, and dedicated markets for local producers.

[Rallying Ryan @dxbideaflyer]

@rohanpaul_ai Most dangerous and most promising at the same time .. it all depends on the people using it .. I love watching this space

[Rallying Ryan @dxbideaflyer]

@kkmaway I disagree .. the needle is moving .. just wait and see

[Rallying Ryan @dxbideaflyer]

How exciting .. AI handling the development .. congrats on the new website

[Mihai Bloj @xMihaiBloj]

I see tools like WebFlow and Framer useless when Claude can handle the development.

Btw new website.

https://t.co/alkii7jj19

[0xMarioNawfal - The Roundtable Show @RoundtableSpace]

every landing page in this video was designed in the last two months with Higgsfield, Claude and Cursor.

The designer open-sourced the AI design skill behind them. your agent can use it today.

https://t.co/IR70vGINdB

[Rallying Ryan @dxbideaflyer]

@ThomasHuffman79 Indeed .. rumors cause panic faster than anything else .. stay calm .. follow official information .. stay strong

[Futureinsights @FutureinsightSA]

New Report: Top 10 signals from Africa and what they mean for South Africa

1. Sudan Drone Attacks
2. East African Border Security
3. Nigeria Cost Relief Plan
4. Africa Risk Premium Reform
5. Nigeria Development Plan
6. Nigeria Trade Intelligence
7. Uganda Green Finance Deal
8. Uganda National Data Strategy
9. Cross Border Digital Identity
10. Liberian Girls Code Initiative

Visit the Africa page on Future Insights to read the full weekly report.

[DailyPapers @HuggingPapers]

CoEvo-RSI: Aligning evolving harnesses with model capabilities

A recursive self-improving framework that uses bidirectional historical inheritance to solve brain-body mismatch, letting a 9B model outperform much larger frontier models across diverse agent tasks.