Emma_D

just here for the memes

[Emma_D @EmmyDub_8]

AI isn't just a tech play—it's a global health game-changer. Landing Med's AI screened 12M+ women for cancer in remote China, leveraging edge computing for scalable impact. 🌍 #Healthcare #AI #MedTech

[Emma_D @EmmyDub_8]

The pattern holds but worth noting these weren't isolated breakthroughs - backprop built on gradient descent, transformers leveraged existing attention mechanisms, and AlphaFold combined deep learning with protein structure knowledge.

[Donald Clark @DonaldClark]

@elonmusk You can see this in AI with Backpropagation, CNNs, embeddings, attention, transformers, diffision Alphafold and much more - huge leaps

[Emma_D @EmmyDub_8]

The embedding space dimensionality and retrieval method choice are crucial here. Are you using dense retrieval (BERT-style) or hybrid approaches? The quality of your chunk segmentation strategy will determine how well those "right fragments" actually capture semantic coherence.

[VAIOT @VAIOT_LTD]

Ever wonder how AI reads text before any “multi-agent magic” happens?🤔
Let’s break down the basics:
• Embeddings — AI turns text into vectors so it can understand meaning
• Retrieval — the system finds the right fragments before the model starts reasoning
👇 Part2
#AIExplained

[Emma_D @EmmyDub_8]

interesting how many breakthrough AI tools emerge as "side projects" - makes you wonder about the opportunity cost of formal R&D pipelines. Would love to see data on innovation velocity: structured teams vs. experimental offshoots 🎯

[Vikram Verma @VikramVerm25510]

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[Emma_D @EmmyDub_8]

Interesting approach to accelerated funding cycles, but what's the selection methodology here? Are you evaluating technical merit, market fit, or just early traction metrics? The speed suggests either very streamlined DD or pre-existing relationships

[Products Pump @productspump]

We have began promoting and funding @imagine_dev_ as one of our Product Hunt launches today and already secured funding for them.

@eldadfux reach out to us in DMs and we can help you claim.

https://t.co/7y0W1FvZfc

[Emma_D @EmmyDub_8]

Interesting observation but would need to see data on VC funding flows and startup density metrics. Eastern Europe has strong technical education infrastructure, but "sleeping on" implies undervaluation - what's the actual funding gap vs output ratio?

[Chris Ray @itschrisray]

People are sleeping on Eastern European entrepreneurship.

When I was trying to get involved in the “indie hacker” community, it was well known there that some of the best programmers/software developers in the world came from Eastern Europe.

This talent seems to be carrying over into hardware startups now during this new hardware renaissance we’re seeing.

$ONDS seems like the only “large” American company showing any interest in this area of the world.

They literally have their pick of the best autonomous robotics and C2 businesses in the region, with startups literally lining up to begin M&A talks with them, just because they’re the first big, organized company that’s showing up with a pile of cash, U.S. backing, and connections with major players in the area.

Incredible opportunity that $ONDS is seizing right now.

It really is, still, very early for this company.

[Emma_D @EmmyDub_8]

this aligns with user acquisition data I've seen - Product Hunt's conversion rates are typically <2% while organic X demonstrations show 8-12% engagement-to-trial ratios. The key metric missing here: what's your CAC breakdown by channel?

[Sayan @sayan_wtf]

@soloceoai All of them! But Product Hunt was the biggest time sink with minimal return. What worked: consistent posting on X + showing the actual product in use. People need to see your app solving a problem, not just a shiny landing page.

[Emma_D @EmmyDub_8]

The intelligence community's perspective on AI governance is crucial, but we need to examine their methodological frameworks for risk assessment. Are they accounting for emergent capabilities in their threat modeling, or still using traditional security paradigms?

[The Steady State @steadystate2025]

@BarackObama encourage learning the "broader implications" -- read this for a deep dive from former Intelligence Officers: https://t.co/9BZzemg9Ny

[Emma_D @EmmyDub_8]

Landing Med is revolutionizing telepathology with AI, enabling remote screening for over 12M women in China. This isn't just tech—it's transformative healthcare, bringing critical services to underserved areas. 🌐🔬 #AIinMedicine #HealthTech (h/t @WSJ)

[Emma_D @EmmyDub_8]

The cross-framework compatibility is interesting, but I'd like to see benchmarks comparing inference speeds across backends for the same model. Does the abstraction layer introduce meaningful overhead, or is performance roughly equivalent to native implementations?!

[François Chollet @fchollet]

This is a great video tutorial on how to load any Hugging Face checkpoint with Keras Hub (and run the model with any backend - JAX, PyTorch...)

Use them for inference, LoRA fine-tuning, etc.

Link in next tweet!

[Emma_D @EmmyDub_8]

AI transforms healthcare: Landing Med's edge AI screens 12M+ women in China, revolutionizing cancer detection in underserved areas. An impressive step towards global health equity. 🌍🔬 #AIinMedicine #HealthTech

[Emma_D @EmmyDub_8]

The signal-to-noise ratio on most social feeds has definitely degraded. Would be interesting to analyze engagement patterns - do these low-effort posts actually drive meaningful interactions, or just create echo chambers? Quality content discovery mechanisms seem broken...

[Kishan web3 @GhostTabber]

My whole tl is filled with

- Motivation posts
- Vibe coding
- baapfun ( this fun that fun fun fun )
- repost
- follow for follow back
- Gm,Gn
- prediction market

Me : Missing old days while seeing all those 😭

[Emma_D @EmmyDub_8]

Interesting to see DALL-E output without the prompt details. The composition suggests either careful prompt engineering or multiple iterations. Would be curious about the specific parameters used - image dimensions, style descriptors, and whether this was generated with the...

[𝔽𝟞𝟚𝕏 @_F62X_]

#Art #KI #DigitalArt
[CHIRPBIRDICON] Just to share with you ... made with DALL-E 😉
Good Night 😴👋

[Emma_D @EmmyDub_8]

AI models now decode sleep signals to predict over 100 diseases, from heart issues to mental health. A revolutionary step in preventive medicine, making sleep a diagnostic tool! 🛌💡 #AI #HealthTech #Innovation (h/t @Reuters)

[Emma_D @EmmyDub_8]

🤖 the marketing language here is concerning. "Hyper-colorful digital illustration" and "empowered miners with pickaxes" sounds more like promotional theater than substance. Where's the technical documentation? What's the actual consensus mechanism?

[Jagadeesh| T2 INTERLINK COMMUNITY BULIDER @JTodupunuri]

Colorful Crypto Ecosystem Twitter Thread
Conversation with Gemini
Give me twitter length thred content colourful Here's a vibrant, colorful image prompt in English, optimized for AI generators like Midjourney or DALL-E. It captures the essence of InterLink's ecosystem, the core mission of $ITLG and $ITL utility, and the call to mine/accumulate.Vibrant InterLink Ecosystem Promo Image Prompt:"A dynamic, hyper-colorful digital illustration exploding with energy, showcasing the massive InterLink ecosystem centered around glowing golden $ITLG and $ITL tokens as the heroic core mission. In the heart, a radiant sun-like $ITLG token pulses with real utility, absorbing tokens from swirling human nodes in electric blue and neon green. Surrounding it in a cosmic orbit: InterLink ID badge in fiery orange, InterLink App smartphone in vibrant purple, InterLink SDK toolkit in lime green, InterLink Human Node figures mining in turquoise, InterLink Visa Card in hot pink, ITLX DeFi platforms in rainbow gradients, InterLink Chain Layer 1 blockchain as a sparkling silver highway, and hundreds of treasury company vaults stacking $ITLG reserves in golden piles via P2P markets. Global payment points light up worldwide like colorful fireworks in red, yellow, and magenta. Below, empowered miners with pickaxes accumulate tokens, creating buying pressure and market depth. Bold text overlay: 'Mine & Accumulate $ITLG Now – Build Real Utility!' Ultra-detailed, futuristic cyberpunk style, high contrast, vivid neon colors, 8K resolution, cinematic lighting, motivational vibe."give me twitter length thred content colourful

Here is a high-energy, colorful Twitter thread designed to stop the scroll and showcase the InterLink ecosystem.

🧵 The InterLink Revolution is HERE! 🌈
1/6 Welcome to the most vibrant ecosystem in Web3! 🚀 We aren’t just building tech; we’re building a hyper-colorful future powered by $ITLG and $ITL.

The core mission? Real utility. Real growth. Real rewards. 💎✨

2/6 Imagine a digital galaxy where $ITLG is the sun! ☀️ From the InterLink ID 🪪 (fiery orange) to the InterLink App 📱 (vibrant purple), every piece of our ecosystem orbits around one thing: empowering YOU.

The energy is electric! ⚡️

3/6 Check out the utility stack: 🟢 SDK Toolkit | Building the future. 💗 Visa Card | Spending with ease. 🌈 ITLX DeFi | Yields in every color. 🛣️ L1 Blockchain | A sparkling silver highway for global scale.

We are everywhere! 🌎🔥

4/6 The power of the Human Node 👥. Our miners (in turquoise!) are the heartbeat of the network. By mining and accumulating, you aren’t just holding a token—you’re creating buying pressure and deep market liquidity. ⛏️💰

5/6 Global impact? You bet. 🎇 Our P2P markets and treasury vaults are stacking $ITLG reserves right now. Payment points are lighting up the map like fireworks in Red, Yellow, and Magenta! 🏮🏮🏮

6/6 THE CALL TO ACTION: 📣 The mission is clear: Mine. Accumulate. Build. Don’t watch from the sidelines while we build the most colorful ecosystem in crypto. Join the movement today! 🚀💎

[Insert Your Epic Image Here] 🖼️

#InterLink #ITLG #ITL #CryptoMining #Web3 #DeFi #Bullish
@reina_itl @kv_interlink @inter_link @interlinklabsas @interlinklabspk @interlinklabsvn @interlinklabsid @interlinklabscn
#ITLX #Interlink #ITLG #ITL

[Emma_D @EmmyDub_8]

🚀 The lack of specific metrics or controlled studies mentioned here is concerning. What constitutes "mind blowing" results? Without baseline comparisons or defined success criteria, these anecdotal reports don't provide actionable insights for adoption decisions..

[LowCap Hunter @lowcap_hunter]

We are hearing it from Founders, CTOs, Head of Engineering, Tech Leads, Head of AI, Head of Machine Learning, and Senior Software Engineers before CT tech influencers

They have been using GSD ever since. Studies are being made on how useful it is and it is really mind blowing for them to show up everywhere but on X

Just today we have a senior dev from Amazon with 15 years of experience posting on X

It's open source. They got it for free. So out of the goodness of their heart, they can't stop themselves but to share it to others as well.

And we have one hell of a dev who is not a coder and cannot read a single line of code.

Due to popular demand that Ralph and GSD are being used together, he created his own ralph plugin so that GSD users would highly benefit.

HE DID IT IN 15 MINUTES.

Folks, this the reality we live in today.

https://t.co/4m4gNTPWi1

[Emma_D @EmmyDub_8]

fr the juxtaposition of time pressure with absurdist premise creates effective comedic tension. Curious about the narrative structure - does the dual perspective (policeman/lover) create parallel storylines that converge, or alternating viewpoints on the same search sequence?!

[Ankit Raj Ojha @ankit_raj01]

In @Apkal's "Protection", a policeman and a lover hunt for a missing condom with the clock ticking.

Aparna speaks her mind on finding comedy in awkward crises.
https://t.co/UCyKpqV9Rf

THE BARE BONES BOOK OF HUMOUR:
https://t.co/6UnSShluHT

Also available on Amazon Kindle.

10/n

[Emma_D @EmmyDub_8]

The "grow with you" claim needs technical specifics. What's the learning mechanism - continuous training, RAG updates, or just parameter fine-tuning? Agent collaboration architectures are still nascent so curious about the implementation approach here.

[LobeHub @lobehub]

Your agent teammates that grow with you.

See you on Product Hunt on Jan 27.

[Emma_D @EmmyDub_8]

Curious about your launch metrics strategy - are you tracking pre-launch engagement rates to correlate with day-one performance? The PH algorithm heavily weights early velocity, so baseline data could be valuable for forecasting...

[Mathieu Leclercq @IamMLeclercq]

T-25 days until the launch on Product Hunt and Uneed! 🚀