Pian🔮
2.7K posts

Pian🔮
@PianGems
Crypto Investor | Low Cap Gem Finder | Project advisor | 87% WINRATE 😉 | NFA & DYOR
Amsterdam, Nederland Katılım Mayıs 2024
287 Takip Edilen1.7K Takipçiler

My current holds on $ETH & $SOL
Meme / Charity:
$BOOB / @boobillions (Sol)
Fund Management:
$GURU / @thegurufund (Eth)
AI Orchestration platform:
$VIBE / @VIBEaiRforce (Eth)
Expecting numbers when the market picks up. ✌🏼
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We’re actively working on several fronts to accelerate development and ensure maximum efficiency, with the goal of reaching the market quickly. This week, we focused on the following areas:
1. VLA Fine-Tuning & Adaptation Pipeline
We are working on our VLA SDK to support open-weight models including SmolVLA and Pi0 for now, with GrootN1.5 planned for near future, each offering different trade-offs between model size, inference speed, and generalization.
Our current focus is on implementing action-head only fine-tuning using QLoRA (where required) a technique that allows efficient training on consumer-grade GPUs while preserving the pretrained vision-language backbone.
This approach enables us to remap the model’s action space for different robotic configurations, essentially allowing a single VLA to learn how to control new hardware modules (arms, grippers, mobility units, etc.) without degrading its multimodal reasoning ability.
By isolating adaptation to the action head, we maintain the core representation and generalization power of the model while making it contextually aware of our new robotic action space.
2. Reinforcement Learning for Low-Level Control Policy
Parallel to the VLA pipeline, we are working on setting up a PyBullet-based physics simulation environment designed for large-scale reinforcement learning experiments.
This environment trains neural control policies using Proximal Policy Optimization (PPO) and SAC algorithm, two state-of-the-art algorithms for continuous control.
These RL policies are being trained to handle locomotion, balance and stability under dynamically changing environments and turbulences, leveraging parallel simulation for faster convergence and robustness.
3. The key architectural principle here is hierarchical separation of control:
The VLA acts as the top-level planner, interpreting natural language commands, visual input, and task context.
The RL policy serves as the low-level actuator, executing smooth, stable movements in real time at higher action frequencies.
This separation allows the system to combine semantic intelligence with physical resilience making our robots adaptable to diverse terrains, mechanical modules and environmental uncertainties, far beyond what conventional PID or trajectory-based controllers can achieve.
Together, these two components form the backbone of our Physical AI stack , a system designed to reason, adapt, and act seamlessly across our robotics stack.

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We’re entering a defining phase at $RBR.
Robora is evolving into a verifiable robotics ecosystem, an open platform where anyone can contribute, build, and earn.
By merging AI, robotics, and blockchain, we’re creating a new layer of Physical-AI infrastructure where every robot’s action, dataset, and contribution is transparent, traceable, and rewarded on-chain.
Our vision is simple: Turn the robotics lifecycle into a participatory economy.
Here's what's ahead in the coming weeks:
Whitepaper V2 – A transparent blueprint of our next development stage.
Tech Videos – Showcasing key elements of Robora's Framework.
Partnerships & Onboardings – Expanding our global builder and research ecosystem.
Full transparency from the team - Including detailed profiles, and personal video introductions from core members.
Dapp Launch + 3D Builder – Letting anyone visualize, design, and interact with robots directly on-chain.
Further development on the Modules - where each module functions independently yet connects into a unified verifiable framework.
3D Reconstruction Toolkit - Introducing a 3D Reconstruction Toolkit, a collaborative project that lets anyone contribute to the future of real-world simulation environments and earn royalties in return.

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Our collaboration with universities on the Robora Vision Module is now nearing completion. Together, we’ve developed key components that give robots and AI systems the ability to see and understand the world in real time.
Next week, we’ll be highlighting some of the incredible people and partners who worked alongside us on these modules. Stay tuned!
What we've built:
Robora Vision Modules
A modular, open-source computer vision system built for robotics and autonomous agents. Core capabilities include:
🧠 Computer Vision AI Modules – modular design, customizable per use case
🎯 Object Detection – real-time bounding boxes
🟣 Instance Segmentation – pixel-level object masks
📍 Marker Detection – ArUco and custom markers for navigation/localization
🔁 Tracking – consistent object recognition across frames
🔄 Multi-task Pipeline – each feature can run standalone or together
⚙️ Lightweight & Integration-Ready – Python-based, works with ROS2 and other robotics platforms
🎥 Demo-Ready – supports live video, webcam, or recorded footage
How we're positioning it:
Modular by design: use only what you need, or run it all in a unified pipeline
Purpose-built for impact: enabling everything from navigation to scene understanding
Open and flexible: made to integrate with real-world robotics systems
In short:
Open-source. Modular. Integration-ready. The foundation for intelligent, autonomous systems.
github.com/RoboraDev/Visi…

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I spent this week in Switzerland, speaking in panel about RWA tokenisation at Apex Invest with the top industry experts & representing $ZIG community at CV Summit. Here are my top findings:
- Tokenization is going to change the way Investment & Finance works. Period.
- Every fund, bank, family office & financial institution is looking into stable coins & tokenization
- BIG gap in terms of connecting the tech, legal, TradFi & DeFi in one coherent strategy
Given our 360 degree coverage, I am now more convinced that @ZIGChain is literally sitting in the middle of all these players & will be the infra of choice with natural distribution at the retail end of it.
Its inevitable :)




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When I started with crypto a few years ago, I had no idea what I was getting myself into.
Still, I pushed through, studied and tried everything I could to make something out of it.
I’ve taken more Ls than I can count but every time I’ve bounced back stronger.
Alhamdulillah, I’ve been able to achieve a lot in a short period of time and I’m truly grateful to the right people who have been part of that journey.
There has always been one person I have so much respect for, someone who has always stayed humble towards me without ever having to.
Big thanks to @CryptoWizardd for what he’s meant to me over the years and for always showing support.
It’s time to take over Q4 and Q1 2026 the journey isn’t over yet. ♟️‼️

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𝐀𝐌𝐀 𝐢𝐧 𝐣𝐮𝐬𝐭 𝟐 𝐡𝐨𝐮𝐫𝐬!
Join us for an AMA with Ave Indonesia
We’ll be diving into HYPR’s journey, upcoming Drops, and what’s next for the community
Please note: This AMA will be conducted in Bahasa Indonesia
Ave Indonesia 🇮🇩@aveai_id
🚨 SPACE ALERT! Penasaran sama $HYPR dan gimana konsep HyperFund jalanin projectnya? MinVe undang langsung nih founder dari @hyprfund yaitu @daviddjin untuk ngobrol sama @Jodski888 dan untuk kalian tanya tanya juga! 😍 📅 Jumat, 26 September 2025 🕗 20:00 WIB 📍 x.com/i/spaces/1nAKE… see you tomorrow, Avers! 💙
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𝐒𝐨𝐮𝐫 𝐒𝐚𝐥𝐥𝐲 𝐃𝐫𝐨𝐩 𝐢𝐬 𝟖𝟐% 𝐅𝐢𝐥𝐥𝐞𝐝!
The Sour Sally Drop allocation has already been secured by early believers by 82%.
This is your chance to co-own Indonesia’s frozen yogurt pioneer exclusively on $HYPR:
✅100% Profits for investors with 6 years term
✅ 140+ outlets across Indonesia
✅ Recently expanded to Dubai, a step onto the global stage
✅ Opening soon in Saudi Arabia & Philippines
✅ A pioneer F&B brand since 2008
✅ Loyal customer base with proven, sustainable operations
✅ Strong brand recognition and retail performance
✅Strategically located in the upcoming new mall in Central Jakarta, The K Mall
Spots are shrinking fast and momentum is building
Grab your Sour Sally Now. Once the allocation is gone, it’s gone for good.
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$KOLT | 1-Day Chart
Kolytics has been accumulating recently, gearing up for what looks like the next leg upward. I've had the honor of joining the beta program, and I'm absolutely thrilled about KOLT’s bright future—it truly feels like a money printer for this Altcoin Season!
Zooming in on the RSI, we’re starting to break through the downtrend and enter bullish territory. KOLT’s campaign is launching soon with awesome new features on the KOLT Fire-bot. There’s no reason we can’t revisit all-time highs and enter price discovery. The founder, Bogdan, has kept building no matter the market conditions.
#PROOFProjectsPump

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We're seeing VC's adding billions into robotic companies which are already evaluated at multiple BILLIONS. Figure here with a valuation of 40B.
People like @Rewkang making 9 figures off this narrative.
But for the regular person or any liquid fund or trader, there WAS no way to buy into this narrative.
I truly believe there is a significant demand for Robotics start-ups to tokenize their company. I also believe that VC's can't wait to start bidding good projects, as this narrative is really sought after.
Placing my bets in $RBR before VC's do.
Staying ahead of the curve.
@UseRobora
Figure@Figure_robot
Announcing: Figure has exceeded $1B in funding at a $39B post-money valuation This is an important milestone in Figure's goal to ship robots with human level intelligence
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You can now listen to the full recording of the Space.
It was an in depth conversation on what we are building, why it matters, and how we are approaching the next steps.
If you were not able to attend, this replay will bring you fully up to speed.

Robora@UseRobora
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