💫 ATTUNE - VECTOR LEVEL 1 CLOSED 💫 Attune just closed Vector Level 1. Earlier method: 79% on one task, one arm. Fine-tuned pi0.5 sat at 87%. Vector made it harder. Two arms. Sixteen tasks. One demonstration. Weights stayed frozen. Crown started at 49%. Finished at 87.9%. Beat the specialist on the harder exam. Behind on the easy job. Ahead on the hard one. That is the growth curve. Level 2 is open. robotensor.ai/blog/attune-ve… $TAO $SOL $COIN $HOOD $BTC $ETH $RNDR $FET $AKT $VIRTUAL $AI16Z #Bittensor #dTAO #PhysicalAI #Robotics #EmbodiedAI #DePIN #AI #Crypto #OpenSource #Subnet58

💫 ENGY - MERGE MINING LIVE 💫 PRL merge mining is live on engy’s 5090s. Engy has already experimented with and deployed PRL merge mining across its full 5090 fleet. This is the quiet compounding move. The same GPUs that serve inference now generate additional revenue in the gaps between jobs, and utilization is holding near 100%. Hardware that was already paid for and powered is now working closer to full capacity, turning idle cycles into a second revenue stream without extra power draw or new boxes. Inference remains the priority. The team is still tuning the setup to protect peak-hour performance. That discipline is the point. Mining is additive precisely because it does not degrade the core service customers are already paying for. The fleet stays full. The primary business stays clean. The next step is visibility. The dashboard will be updated to show mining-side revenue alongside the inference numbers. Once that lands, both streams become measurable, and the utilization story stops being a claim and becomes a number the market can track. This is operational leverage in real time. The hardware is running. The software is deployed. Utilization is already near the ceiling. The remaining work is refinement and reporting, not invention. Dual revenue on the same fleet is how margins expand without waiting for the next capacity cycle. Read the signals. $TAO $SOL $AI $LLM $HOOD #Bittensor #TAO #AI #LLM #MiniMax #DecentralizedAI #SN53 #Engy #BlueTAO #RobinhoodChain #Inference #Crypto #Web3 #Solana #MergeMining #PRL

💫 ATTUNE - LEVEL 1 COMPLETE 💫 Attune just finished Vector Level 1. The score is not the whole story. The path is. Start with the earlier method. On one simple pick-and-place task with a single arm, it scored 79% when the scene changed. A specialist model that had been fine-tuned for the job sat at 87%. The adaptive approach was behind. Vector Level 1 then raised the bar. Two arms instead of one. Sixteen tasks instead of one. The model still sees only a single demonstration, then has to do the same work in a scene it has never seen. The weights do not change between the video and the score. No retrain. No new brain for the new job. Inside the competition the leader began at 49%. After two duels it was near 80%. By the eighth duel it cleared 90% and held there, touching 94% at the peak. Final mark: 87.9%. The fine-tuned specialist on the exact same sixteen-task exam scored 87.2%. Why that is the growth curve: the model did not stay on the easy problem and grind out a small gain. It moved to a harder problem and still closed the gap. Most systems need more data and a full retrain every time the work changes. This one took one demonstration, kept the same weights, and finished ahead on a wider test than the one where it started behind. That is the climb. The harder the job got, the more the adaptive layer pulled forward. Level 2 is open now. Read the signal. robotensor.ai/blog/attune-ve… $TAO $SOL $COIN $HOOD $BTC $ETH $RNDR $FET $AKT $VIRTUAL $AI16Z #Bittensor #dTAO #PhysicalAI #Robotics #EmbodiedAI #DePIN #AI #Crypto #OpenSource #Subnet58

That looks pretty significant! I imagine the starting point is near the top a growth curve!