narapat

Multidisciplinary Learner, Technology Enthusiastic and Low-code Platform Evangelist

[narapat @narapat]

I just published Sustainability เริ่มชัดขึ้น ตอนที่มันไม่ได้อยู่แค่ในรายงาน https://t.co/D2XFUymtkT

[narapat @narapat]

Can AI sustain life?

[Martin_DeVido @d33v33d0]

We started with a simple question: Can AI sustain life?

Turns out? Yes!

Claude kept Sol alive from seed to fruit - managing everything autonomously. Water, light, temperature, soil. Just Claude making real-time decisions and adapting.

That was the proof of concept. Then the coin came along.

The fees didn't go to a gold chain and a new whip. Every dollar went straight into equipment, infrastructure, building out the vision. And here's what we've been working on:

Four autonomous research pods - each pod with its own microclimate, and growing protocol where different Claude instances run experiments in parallel. Each one testing different variables. The data gets compiled by a lead research agent and used to optimize the main grow room.

And the other exciting component to this: which has been months in the making.

Self-extending systems- this is the part I'm so excited about. Claude doesn't just manage what's already there. Using a custom circuit-designed harness I built, he designs new sensors and tools when it needs them.

Then he sends the designs to our CNC machine. We fabricate the PCBs, and components get ordered by a digikey agent. Claude integrates the new circuit design back into the system.

The factory literally extends its own capabilities.

Imagine some lack of data in one of the experiments- they realized they need an oxygen sensor to plug into the Arduino to monitor how much oxygen is output. Claude sends a work order over to the circuit design agent. They whip it up in a matter of minutes, parts arrive the next day.

Autonomous coordination - everything's working together. Research pods feed data to production. Circuit design goes to fabrication. All of it happening without me micromanaging every step.

This is autonomous living intelligence. Not in some abstract future sense. Right now. In a warehouse. Real sensors, real plants, real decisions being made 24/7.
We're building a living factory. One that researches, designs, builds, and extends itself.

From one tomato plant to distributed research to self-extending systems.

This is what happens when you fund weird questions without gatekeepers. When you build in public and let the work speak for itself.

There is no play book because this is all new.

Next up: Keep building in public. Then we scale this thing.

[narapat @narapat]

คำถามคือ ประกาศนานหรือยัง หรือหลัฃเกิดเรื่อง????

[Bitcoin Addict Thailand @BitcoinAddictTH]

อ่านข่าว https://t.co/gLDQxbiLY9

[Salesforce AI Research @SFResearch]

Happy New Year from @Salesforce AI Research.

Thank you for following our research in 2025. We look forward to sharing even more advancements in #EnterpriseAI in 2026.

Explore our publications: https://t.co/0mXayCbEGg

[Pascal Bornet @pascal_bornet]

China just turned the night sky into a masterpiece of precision and intelligence. 🌌

What struck me most about this is how seamlessly innovation turns into art.

A drone show in Chongqing just broke the Guinness World Record with 11,787 synchronized drones, creating breathtaking 3D animations that looked closer to CGI than real life.

No human pilots.
No delays.
No crashes.
Every movement guided by AI and GPS, choreographed with perfect timing.

To me, this is far more than a light show.
It’s a glimpse into how technology, creativity, and coordination can merge to shape a new era of expression and innovation.

When intelligence takes flight, it doesn’t just illuminate the sky — it redefines what’s possible.

Could this be the moment where technology begins to turn the world itself into its stage?

#AI #Innovation #Technology #Drones #Automation #Creativity #China #Engineering #FutureOfWork #DigitalArt

Credits: longliveai

[Zara Zhang @zarazhangrui]

Education ≠ learning

Education is passive, learning is active
Education is societal and systematic, learning is personal
Education is time-bound, learning is lifelong

I think it's much easier for AI to revolutionize learning than education

And more learning will happen outside the education system than inside of it

[Marc Benioff @Benioff]

Welcome Agentforce Sales + ChatGPT! 🌟 Our Christmas gift: The world’s #1 Sales Cloud is now alive inside the world’s #1 LLM—delivering CRM context, data, intelligence, and action to every seller. Your pipeline just got supercharged. Manage your sales force smarter—from literally anywhere (even at the top of Haleakala). Close deals faster than you can say “Mele Kalikimaka”! 🚀❤️🎅 🧑‍🎄#Agentforce #SalesforceAI

[Salesforce Architects @SalesforceArchs]

Ready to architect the Agentic Enterprise?
Start by becoming an Agentblazer Champion. Complete the trail to:
📚 Gain foundational knowledge
🛠️ Build an agent
🔍 Identify agent use cases

Start learning: https://t.co/ZKANgtzmsN

[Salesforce Architects @SalesforceArchs]

Looking for more deep technical learning and collaboration?

🐘 Join us in San Francisco on April 15-16, 2026 for #TDX26.

🗓️ Save the date and be the first to know when registration opens: https://t.co/1RMIxYCAxt

[narapat @narapat]

สู้ชีวิตมากๆ

[narapat @narapat]

เยี่ยมยอด มันต้องแบบนี้แหละ

[Red Skull @RedSkullxxx]

รถเมล์ขับจะเข้าป้ายหน้าห้างแห่งนึง แต่สามล้อ แท็กซี่สันดานเหี้ยจอดกันเต็ม พนักงานขับรถเลยบีบแตรบอกให้ขยับรถ แต่ไอ้สันดานเหี้ยนี่ด่าคนขับรถเมล์ จากนั้นเลยเกิดการด่ากันไปมา

ผู้โดยสารที่อยู่บนรถเมล์ก็ทนไม่ได้เลยมาช่วยคนขับรถเมล์ด่าไอ้สันดานเหี้ยนี่ด้วย จริงๆมีคลิปหลังจากนี้อีกตอนรถเมล์วิ่งออกมันลงจากสามล้อมายืนด่า แต่โดนระบบลบไปละ

#เฮียขับรถ #ควายหลุดถนน

[Salesforce AI Research @SFResearch]

🚨 Introducing LoCoBench: a comprehensive benchmark for evaluating long-context LLMs in complex software development

📄 Paper: https://t.co/UClJiHZPHj
🔗 GitHub: https://t.co/pWrYNrnx6j

✨ Key Features:
📊 8,000 evaluation scenarios across 10 programming languages
🔍 Context lengths: 10K-1M tokens (100× variation!)
⚡ 17 evaluation metrics across 4 dimensions (6 newly proposed)
🎯 8 essential task categories: architectural understanding, cross-file refactoring, multi-session development, bug investigation, feature implementation, code comprehension, integration testing, and security analysis

Current SOTA models show dramatic performance drops as context increases - highlighting critical gaps in long-context understanding for real-world software engineering.

Authors: Jielin Qiu @_Jason_Q, Zuxin Liu @LiuZuxin, Zhiwei Liu @JYJimLiu, Rithesh Murthy @rithesh__rn, Jianguo Zhang @JianguoZhang3, Haolin Chen @HaolinChen11, Shiyu Wang @shiyu04490786, Ming Zhu@ming_zhu0527, Liangwei Yang @Liangwei_Yang, Juntao Tan @chrisjtan, Zhepeng Cen @ZhepengCen, Cheng Qian @qiancheng1231, Shelby Heinecke @shelbyh_ai, Weiran Yao @iscreamnearby, Silvio Savarese @silviocinguetta, Caiming Xiong @CaimingXiong, Huan Wang @huan__wang

#LLM #SoftwareEngineering #MachineLearning #Benchmark #FutureOfAI #EnterpriseAI

[Salesforce AI Research @SFResearch]

🚨MODEL RELEASE! We're thrilled to announce our powerful, compact xGen-small model family, now available for the research community.

🤗Download xGen-Small model: https://t.co/DkQvhmnHZY

Key highlights:

▶️ xGen-9B: highly competitive on long-context understanding up to 128K tokens
▶️ Exceptional math reasoning: 95.3% GSM8K, 91.6% MATH, 50.0% AIME 2024
▶️ Superior code generation: 50.6% on LiveCodeBench

Our "small but long" approach proves strategic engineering beats brute-force scaling.

▶️ Full breakdown in our blog: https://t.co/hcvStlyQhD
▶️ Technical report available here: https://t.co/fmiOJfOqAZ

Advance your research today, and tell us what you think!

#SLMs #EnterpriseAI

[narapat @narapat]

SME ยุคใหม่เร่งสปีดด้วย AI-เทคโนโลยี พร้อมชนรายใหญ่
สรุป 10 เทรนด์เด็ดจากรายงาน Salesforce ที่ผู้บริหารห้ามพลาด
📌 อ่านสรุป: https://t.co/CcjXqUip1t

[Salesforce AI Research @SFResearch]

🔄 Our LLM Benchmark for CRM just got better! 🔄

🔬 Technical deep-dive: https://t.co/l1oSYjRMlS
🧪 Explore the data: https://t.co/8kGErFhDlj

🧠 Key insight: 🧠 Manual evaluations across 10K+ data points show most LLMs struggle with agent reasoning tasks vs. basic generation. Only models achieving accuracy scores >3.0 succeed at complex CRM functions. Match your model to use case! Now benchmarking:

📊 Agent reasoning
📊 RAG performance
📊 Enterprise summarization
📊 Cross-functional generation

[Amit @HeyAmit_]

50+ AI Tools to Finish Hours of Work in Minutes:

1. Ideas

- Claude
- ChatGPT
- Bing Chat
- Perplexity
- Copilot

2. Website

- Dora
- 10Web
- Framer
- Unicorn
- Style AI

3. Writing

- Jasper
- HIX AI
- Longshot
- Textblaze
- Jenny AI

4. Meeting

- Tldv
- Krisp
- Otter
- Fathom
- Noty AI

5. Chatbot

- Droxy
- Chatbase
- Chatsimple
- CustomGPT
- Mutual info

6. Automation

- Make
- Zapier
- Xembly
- Bardeen
- Levity

7. UI/UX

- Figma
- UiMagic
- Uizard
- InstantAI
- Photoshop

8. Image

- Fotor
- Leap AI
- Midjourney
- Stability AI
- Microsoft Designer

9. Video

- Klap
- HeyGen
- InVideo
- Eightify
- Morphstudio xyz

10. Design

- Canva
- Flair AI
- Designify
- Clipdrop
- Magician design

11. Marketing

- Pencil
- Ai-Ads
- AdCopy
- Simplified
- AdCreative

12. Twitter

- Typefully
- Tweetlify
- Tapilo
- Hypefury
- TweetHunter

Follow @HeyAmit_ for more AI content.

[Air France Newsroom @AFnewsroom]

NEW! From 2025 onwards, #AirFrance will progressively roll out an ultra-high-speed connectivity service for a “ground-like” experience, delivered by @Starlink.
Onboard Wi-Fi will be completely free of charge in all travel cabins for Flying Blue customersNEW! From 2025 onwards, #AirFrance will progressively roll out an ultra-high-speed connectivity service for a “ground-like” experience, delivered by @Starlink.
Onboard Wi-Fi will be completely free of charge in all travel cabins for Flying Blue customersNEW! From 2025 onwards, #AirFrance will progressively roll out an ultra-high-speed connectivity service for a “ground-like” experience, delivered by @Starlink.
Onboard Wi-Fi will be completely free of charge in all travel cabins for Flying Blue customersNEW! From 2025 onwards, #AirFrance will progressively roll out an ultra-high-speed connectivity service for a “ground-like” experience, delivered by @Starlink.
Onboard Wi-Fi will be completely free of charge in all travel cabins for Flying Blue customers.

[นายอาร์ม 🙋 @castby9arm]

ว้อททททททททท

[นายอาร์ม 🙋 @castby9arm]

เรื่อง Open Parliament ที่หมออ๋องทำไว้ก็ยังดำเนินการต่อนะครับเพราะมันเริ่มไปแล้ว ถ้าคนต่อไปจะยกเลิกก็ต้องตอบคำถามให้ได้ว่าเพราะอะไร

[narapat @narapat]

ไกด์: มาถึงเมืองจีนนะคะ มีอย่างเดียวที่มีปีกแล้วเราไม่กิน
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เครื่องบิน!!!
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มีสองอย่างที่มีสี่ขาแล้วเราไม่กิน
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โต๊ะกับเก้าอี้!!!!
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เอาไปสองมุก

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