Watthanasak Jeamwatthanachai, PhD

Visionary | Tech Inventor | AI Enthusiast 🇬🇧🇹🇭
•——

[Aryan Mahajan @aryanXmahajan]

Gamma + n8n + Claude = AI Presentation Engine that closed $47K in deck services last month...

(And it's printing money for agencies who found it)

This system generates investor-grade presentations in 11 minutes using AI automation and strategic prompting...

→ No more 20+ hours weekly trapped in PowerPoint hell
→ No more $3K-$5K agency fees for 2-week turnaround decks
→ No more designer dependencies killing your delivery speed
→ No more creative bottlenecks limiting client capacity to 4 decks monthly

Just client brief submission → autonomous presentation engine that builds Fortune 500-quality decks.

Here's how it works:
→ Form Submission Trigger (client inputs brief, n8n workflow activates instantly)
→ Strategic Narrative Builder (Claude structures investor psychology + data flow)
→ Gamma Deck Generation (renders production-ready presentations automatically)
→ Auto-Export System (delivers to Drive + email drafts without manual work)
→ Output Tracking Database (logs every deck for client delivery management)

Built with Fortune 500 presentation standards.
Runs 24/7 without supervision.
10-minute setup. Zero design skills needed.

Want the complete system?

Like + comment "GAMMA" + repost, and I'll DM it to you.
(must be following)

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@kanompiesoyummy สู้ๆน้าคนเก่ง

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@kanompiesoyummy You can do it; believe in you, Bonus.

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@kanompiesoyummy Bonus, you are so cute :) I'm P'Hall from Instagram and CMB, still waiting to talk to you na <3

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@kanompiesoyummy พี่ยังอยู่น้า ยังรอโบนัสอยู่

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@kanompiesoyummy พี่ก็ชัดเจนนะ นอคุยกับเราอยู่ใน ig น้า

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@kanompiesoyummy อย่าลืมตอบ CMB พี่ด้วยน้าา :D

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@azealiaslacewig You look like a piece of SH*T to me, haha 😂 have you looked at yourself before or just want to make negative perspecyof yourself? Sounds like education is not important to your life thought.

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@kanompiesoyummy พักผ่อนครับโบนัส

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@kanompiesoyummy เติมน้ำตาลก่อน

[Maryam Miradi, PhD @MaryamMiradi]

🎋🎧Imagine chatting with an AI that talks and listens at the same time—duplex LLMs are making real-time conversations feel just like talking with a friend.

Forget clunky, turn-based AI—duplex LLMs let you experience smooth, back-and-forth dialogue that adapts as you speak.

This paper introduces the Listening-while-Speaking Language Model (LSLM). By merging speech generation and real-time audio input, LSLM brings us closer to a natural, human-like dialogue system.

﹌﹌﹌﹌﹌﹌﹌﹌﹌
》 The Essence of Full Duplex Modeling

✸ What is Full Duplex?

☆ It is the ability of a system to listen while speaking simultaneously, just like human conversation.

☆ Traditional systems work turn by turn—first listen, then speak—limiting fluidity and spontaneity.

✸ Why It Matters:

☆ Real-time interaction means smoother, more natural conversations.

☆ Enhanced responsiveness paves the way for more intuitive user interfaces in AI applications.

✸ Key Innovation:

☆ LSLM integrates two channels: an autoregressive token-based text-to-speech (TTS) for speaking and a streaming self-supervised learning (SSL) encoder for listening.

☆ The model smartly fuses these channels so that even if interrupted, it can gracefully stop and adapt, ensuring minimal disruption during conversation.

﹌﹌﹌﹌﹌﹌﹌﹌﹌
》 Fusion Strategies: Crafting the Perfect Balance

✸ Early Fusion:

☆ Combines listening and speaking signals at the very start.

☆ Tends to mix up the channels, making it hard for the model to differentiate and predict correctly.

✸ Middle Fusion:

☆ Merges channels within each Transformer block.

☆ Achieves a harmonious balance by allowing the model to maintain clarity in both speech generation and real-time interaction—this is where the magic happens.

✸ Late Fusion:

☆ Integrates the channels just before output.

☆ While effective under clean conditions, it may struggle with noisy inputs, affecting precision in detecting interruptions.

﹌﹌﹌﹌﹌﹌﹌﹌﹌
》 Results and Benefits

✸ TTS Performance:

☆ LSLM with middle fusion recorded a word error rate (WER) of around 4.05% in clean conditions and 4.51% in noisy settings—indicating that real-time listening doesn’t compromise speech quality.

✸ Interactive Capability:

☆ The system demonstrates high precision and recall in turn-taking, meaning it accurately detects when to pause or stop speaking during interruptions.

☆ This responsiveness is critical for building more natural and efficient AI dialogue systems.

✸ Robustness and Adaptability:

☆ Tested in both command-based and voice-based interruption scenarios, LSLM proves to be robust against environmental noise.

☆ It adapts to diverse instructions and new speakers, a significant step towards truly interactive AI.

Paper: https://t.co/ihMrhejIgY

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[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@kanompiesoyummy Get well soon

[Maryam Miradi, PhD @MaryamMiradi]

🔮FinRobot Multi-Agents just published: Finance Agents with 3 Chain of Thoughts + Human-like Precision

New York-based researchers built FinRobot which utilizes a multi-agent "Chain of Thought" (CoT) system, designed to mimic the cognitive steps of financial analysts, delivering structured, data-driven insights.

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🎯 Why FinRobot?

Traditional AI tools struggle with real-time adaptability and lack human-like discretion—FinRobot tackles these gaps.

⊛ Designed to rival insights from top brokerage firms, this AI delivers research comparable to human analysts, making equity research accessible and democratized.

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🌐 Three-Layer System for Precision

❈ Data-CoT Agent: Collects and integrates raw financial data (SEC filings, earnings, etc.) ensuring accuracy and foundation.

Prepares quantitative summaries to support further analysis.

❈ Concept-CoT Agent: Mimics analyst reasoning to derive actionable insights.

Handles complex analyses, such as competitive evaluations and sentiment assessments.

❈ Thesis-CoT Agent: Synthesizes findings into a coherent research report, including financial projections and valuation metrics.

----------------------

🔍 Key Features & Benefits

ꆛ Real-time Updates: A dynamic data pipeline that ensures the analysis reflects current financial metrics and trends.

ꆛ Qualitative & Quantitative Balance: Beyond numbers, FinRobot interprets competitive positioning and qualitative risks.

ꆛ User-Friendly Reports: Structures data to be intuitive and immediately actionable, ideal for investor decision-making.

------------------------

📈 Investment Analysis Capabilities

Delivers comprehensive financial summaries, including revenue, EBITDA, and margin forecasts.

Provides comparative analysis across industry peers, detailing each company's operational efficiency and market stance.

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📊 Evaluation Metrics and Quality

⊛ Uses unique metrics like

- Accuracy,
- Logicality, and
- Storytelling

to assess and refine report quality.

Expert reviews show FinRobot’s strengths in accuracy and logical coherence, though room for narrative improvement.

Paper: https://t.co/IhQ75hsCMb

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🪄 Launch Date: 22 ̲N̲o̲v̲e̲m̲b̲e̲r̲*

*Self-paced learning: No fixed schedule.

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

คุณหยกตัวจริงอันนี้ครับ

[Pimyoko @pimmadayoko]

เห้ออออออแ แพทย์หยกตัวจิง ต้อง pimmadayoko

[Tom Yeh @ProfTomYeh]

Multihead Attention by hand ✍️ in Excel ~ Download ⬇️

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@Pimmada_Jade เยอะจริงครับ x คือแหล่งมืดๆเลย

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@meelonmuskusa 56

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@373__manager Wow, I can’t believe he did say that. He’s unprofessional at all (given the fact that he’s not properly educated). If he was, he wouldn’t do any stupid actions. Glad to myself that I didn’t follow him.

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

My deepest condolences to The British Royal family and the people of the United Kingdom on the passing of Her Royal Highness Queen Elizabeth II.

[The Royal Family @RoyalFamily]

The Queen died peacefully at Balmoral this afternoon.

The King and The Queen Consort will remain at Balmoral this evening and will return to London tomorrow.

[Watthanasak Jeamwatthanachai, PhD @atlonxp]

@asadallofme @KaddeXofficial @kadena_io X-Wallet --> Add more token --> Token Contract Address