CTZ.NPC

Sunday Brief – May 10, 2026 A rebuilding and preparation week. Following last week's subnet deregistration, the team has shifted focus to strengthening the foundation — accelerating challenge creation infrastructure and advancing TatsuOS development. Brief Summary With ChipForge temporarily offline, we're using this time to remove bottlenecks and build faster. The chip design team is preparing the next challenge set while open-sourcing the ChipForge instruction generator — a tool that will dramatically speed up test generation and verification. In parallel, work continues on agent-based validation and TatsuOS development. We're building steadily toward re-registration with stronger infrastructure and clearer execution. Chip Design Team - Preparing next challenge set to launch once the subnet is re-registered - Identified a major bottleneck: large-scale test generation and verification infrastructure for complex RISC-V workloads - Developed ChipForge instruction generator to solve this — will be open-sourced before next Sunday - Supports randomized instruction generation across scalar integer, floating-point, vector, privileged, and unprivileged modes for both RV32 and RV64 - Already in use internally for regression and stress testing on both CoralNPU and ChipForge MCU - Continuing work on **agent-based validation pipeline** to automate larger portions of verification and challenge validation flow - Goal: launch challenges at a much faster rate and accelerate development across NPU and MCU tracks TatsuOS Development We're also building TatsuOS — an IoT fleet management platform powered by $TATSU token economics. Think: real hardware, real burns, real unlocks. Ethereum-based smart contracts managing embedded devices running trained AI models, with over-the-air updates and multi-MCU support. Full roadmap and whitepaper dropping next Week. Stay tuned.

@toparlanvegitme Fucking losers

Fransa’da Filistin’e Destek Gösterisi! Paris’te Filistin destekçileri, Gazze’de yaşananları protesto etmek için bir çeşmeyi kırmızıya boyadı.

@RockSand1903 @minds_eminent @philosophysage And even if your body screams: but what if? (It gets different/I can change something) Its not worth it. There are women around that will treat you healthy and love you. You will see, looking back, how toxic it actually was.

@CryptoTradeZone @minds_eminent @philosophysage Thank you for your help

SIGNS OF A FEMALE NARCISSIST : ( They suck the life out of you ) // Thread //

@RockSand1903 @minds_eminent @philosophysage You’re welcome. Long term this is the worst type of behavior you can experience. And it turns into abuse in the long run. I don’t wish that feeling upon anyone, because it’s real abuse and leaves trauma/marks.

@RockSand1903 @minds_eminent @philosophysage Run brother, just run. You can not change anything, even tho it seems for a moment that things are different. They just to lure you in again to repeat the same toxic pattern. Breaking away is the hardest part because they will play the victim.

@minds_eminent @philosophysage I need advice. I am in love with a female narcissist. All of the above apply

@TatsuEcosystem 🔥🔥

An Update on the Taτsu Ecosystem: The Path Forward Our Subnet ChipForge has been deregistered. While our technology remains excellent—recently proven by our open contributions to Google's Coral NPU— we still were caught in the cycle of deregistration process. ​High-end chip design is a sophisticated, capital-intensive field that demands advanced engineering and patience, but it offers unparalleled revenue potential in the long run. We are not slowing down; instead, we are refining our focus into two parallel tracks that leverage the full spectrum of our team’s capabilities. Track 1: ChipForge — Our Main Focus ChipForge remains our elite hardware design arm. Our work solving complex chip-design challenges through open competition is a core part of our identity. We will maintain ChipForge as our main focus, preparing for a return to the Bittensor ecosystem when the registration and economic environment align with our long-term hardware roadmap. Track 2: TatsuOS — The Commercial Product In parallel, we are accelerating TatsuOS, our AI-native IoT platform. While ChipForge pushes the boundaries of future hardware, TatsuOS solves the practical, commercial challenges of the IoT industry today—ending the "subscription trap" and vendor lock-in. • Commercial Utility: TatsuOS enables "Burn-to-Unlock" features using the $TATSU token, granting users permanent, cryptographic ownership of their device features. • Infrastructure Simplified: Managed telemetry pipelines, fleet-wide dashboards, and over-the-air (OTA) updates are standard, replacing three separate vendor contracts with one unified platform. • The AI Agentic Pipeline: This is the heart of TatsuOS. We are democratizing Edge AI. Our platform allows anyone to turn an idea into a deployed model via Agentic pipelines. You no longer need a team of Data Engineers, AI researchers, or MLOps specialists. ◦ Example: "I want my soil sensor to detect water stress 24 hours earlier"—our AI agents handle the data engineering, model training, and deployment directly to your devices over the air. • A New Home for $TATSU: This creates a direct, undeniable link between the token and real-world product usage across thousands of devices. We are building both in parallel—one to design the chips of the future, and one to power the devices of today. We will continue to provide weekly, data-driven updates on both fronts. The technology is solid. The strategy is clear. Let's hope for the best. — The Taτsu Team

”You’re going to be attacked If you say Europe has been predominantly White for the entirety of its history, a few bureaucrats have decided against the will of the people that we should suddenly be a minority. Why do we agree with that or why do we allow that to happen? If you say that, you are going to be attacked. But the only other option that you have is saying nothing and have it happen, so the choice is yours” We shouldn’t be silent, we must be brave and say what we really think.

Valencia clama REMIGRACIÓN, este viernes 8 de mayo TODOS A CALLAO

¡¡Europa a un paso de la guerra civil!! En Irlanda, se están creando grupos armados de ciudadanos irlandeses para ELIMINAR a los "cómplices" de la invasión islámica.

Sunday Brief – April 12, 2026 Challenge 0012 is nearing completion, with strong participation from miners and visible progress on fixing the CoralNPU bug. Brief Summary With only a couple of days remaining in Challenge 0012, miners have actively competed and pushed multiple improved submissions. Some designs have crossed the minimum correctness threshold, reaching scores around ~75%, and are already earning emissions. While this is good progress, the bug is still not fully resolved, and further improvements are needed to push toward full correctness. Depending on the final outcome, the challenge may be relaunched to continue progress. In parallel, the team has found some more bugs in the NPU and significantly improved EDA Server performance. Challenge 0012 Bug Fixing - Challenge 0012 is in its final days, with strong miner participation and multiple submissions across a wide score range - Several designs have crossed the minimum threshold (~70%), with top scores reaching ~74.99% and ~75.63% - Miners are already earning emissions for improved designs - Further work is needed to push correctness closer to 100% - Depending on final results, the challenge may be relaunched to continue improving the fix Chip Design Team - Identified issues in the CoralNPU debug/verification interface where some instructions appear incorrect on the debug port despite executing correctly - The issue is confirmed, and further debugging is ongoing to clearly categorize and understand all related cases before starting a fix - Miners also helped surface some issues on the verification side, which were quickly debugged and resolved by the team - Upcoming challenges remain planned and will be launched once the current bug-fixing phase is completed EDA Server - Identified and fixed critical storage growth issue that was significantly slowing down design evaluation - Evaluation time dramatically reduced after resolving storage bottleneck - Removed unused Verilator and OpenLane result files, further improving storage efficiency and cleanup processes - Server performance now significantly faster and more stable Website - Leaderboard updated to be more miner-friendly, improving visibility of individual scores and comparisons across submissions Let's finish this challenge strong and push correctness higher so we can move forward with a solid NPU.

@InvestorJordan Read

" It'S SO OvEr for $TAO " Yeah okay, buddy. We're still sitting 40% up over the last 30 days after what you called a "rug pull". See you at $1,000.

@2xnmore Buying the dip

Be honest with me. A major builder just walked out of Bittensor loudly. Does that make you want to buy $TAO at $250 or never touch it again? The answer you give right now says everything about the kind of trader you actually are. BUYING THE DIP or NEVER AGAIN Reply below. I am reading every single one. Screenshot this. Agree or cap? Follow me. I follow back fast. Try me. NFA DYOR

Sunday Brief – April 5, 2026 Challenge 0011 did not lead to a complete fix, so the bug-fixing effort has been relaunched as Challenge 0012, with stronger early participation from miners. Brief Summary As the bug was not resolved in Challenge 0011, we relaunched the effort as Challenge 0012, where miner participation has already been better in the first few days. While some progress is visible, the bug is still not fully fixed. In parallel, we engaged with the community through an AMA session and discussions, sharing updates and direction. At the same time, upcoming challenges are already planned, but parts of the validation setup still need deeper understanding before they are ready to go live. Community & Updates - Held an AMA session with @SubnetSummerTAO, recording available here: youtube.com/watch?v=xkXXe_… - Follow-up questions were discussed on Telegram, covering challenges, validation flow, and overall direction Challenge 0012 Bug Fixing - Challenge 0012 is live as a continuation of the unresolved issue from Challenge 0011 - The bug fix could take some time as the current best submission has reached ~51.65% functionality, but still far from minimal fix (70%), and the full fix (100%) - No complete solution yet, further improvement is needed from miners to fully resolve the issue Chip Design Team - The validation setup for the upcoming bug-hunting challenge is not finalized yet, some edge cases and issues still need deeper analysis before it can be safely launched - The bug-hunting challenge is already planned and will follow once the validation pipeline is stable - In parallel, we plan to continue work on the MCU alongside ongoing NPU efforts - Preparation of MCU-related challenges has already started, building on the processor developed earlier - These will be launched once the current bug is resolved and the bug-fixing phase has had enough time to run Challenge 0012 is still in progress, and the bug remains unresolved for now. The bug-hunting challenge is planned but depends on stabilizing the validation pipeline first. MCU challenges are also lined up and will follow once the current phase has had enough time to run. The validator, subnet codebase, and website continue to operate smoothly in the background.

Challenge 0011 is back — now as CoralNPU RTL Bug Fix. Debug and fix bugs in the CoralNPU RISC-V vector processor RTL. The buggy design fails certain vector instruction sequences. Miners must identify and fix the issues to achieve the target functionality score. This is real chip design, not a simulation. Show us what you've got. Live now on ChipForge(SN84). chipforge.io/leaderboard

🔥 Subnet Summer AMA - ChipForge (Subnet 84) 🔥 In this episode, we sit down with the team behind ChipForge, @TatsuEcosystem - a decentralised chip design subnet built on Bittensor. We cover: • How Subnet 84 turns chip design into a global, incentive-driven competition • Designing real silicon: AI accelerators, RISC-V cores & custom ASICs • Decentralised hardware innovation vs traditional semiconductor giants • Roadmap to real-world chip fabrication & on-chain IP libraries • Live community Q&A If you’re interested in AI hardware, decentralised infrastructure, or the future of chip design - this one’s for you. youtu.be/xkXXe_7QJB8?si… via @YouTube

Had a great time breaking down everything we're building with ChipForge on Subnet 84. From AI accelerators to RISC-V cores — decentralized chip design is here. Give it a listen if you haven't yet. 🎧

I witnessed a girl text her boyfriend she’s busy with school whilst she was laying next to me. That changed everything.