Less data, better robots, according to new Axis Robotics research Robotics data startup @axisrobotics, which counts Pi Network Ventures from @PiCoreTeam among its seed investors, has published TUCO, a method for choosing which simulated demos to train a robot on. Working with researchers from Stanford, Berkeley, Carnegie Mellon, and others, the team says a real robot arm trained on 10 real demos plus 600 carefully chosen simulated ones succeeded 86% of the time. The same robot reached only about 26% when the 10 real demos were paired with a random 600, or with all 1,200 simulated demos at once. Tests covered three tasks, including stacking a cube, with 40 tries each.

Less than six months ago, China’s central bank made its biggest push yet to tackle inflated credit ratings in the nation’s $5.6 trillion corporate debt market. Now it has a live test case.

𝐋𝐞𝐬𝐬𝐨𝐧𝐬 𝐟𝐨𝐫 𝐀𝐀𝐏 𝐨𝐧 𝐭𝐚𝐜𝐤𝐥𝐢𝐧𝐠 𝐬𝐭𝐮𝐛𝐛𝐥𝐞 𝐛𝐮𝐫𝐧𝐢𝐧𝐠! 🔽 Haryana's BJP government is curbing farm fires through farmer incentives and practical alternatives: - ₹1,200 per acre incentive under Parali Protsahan Yojana. - Thousands of balers deployed. - 8,134 village-level nodal officers appointed. - Paddy straw channelled to industries, biomass plants and CBG units. 𝐌𝐞𝐚𝐧𝐰𝐡𝐢𝐥𝐞, 𝐏𝐮𝐧𝐣𝐚𝐛 𝐮𝐧𝐝𝐞𝐫 𝐀𝐀𝐏'𝐬 𝐁𝐡𝐚𝐠𝐰𝐚𝐧𝐭 𝐌𝐚𝐧𝐧 𝐠𝐨𝐯𝐞𝐫𝐧𝐦𝐞𝐧𝐭 𝐫𝐞𝐦𝐚𝐢𝐧𝐬 𝐬𝐭𝐮𝐜𝐤 𝐢𝐧 𝐛𝐥𝐚𝐦𝐞 𝐠𝐚𝐦𝐞𝐬 𝐢𝐧𝐬𝐭𝐞𝐚𝐝 𝐨𝐟 𝐨𝐟𝐟𝐞𝐫𝐢𝐧𝐠 𝐟𝐚𝐫𝐦𝐞𝐫𝐬 𝐞𝐟𝐟𝐞𝐜𝐭𝐢𝐯𝐞 𝐬𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬.

Less than two months ago, @idrx_co deployed on Celo. Today, $IDRX on Celo: → Has traded nearly $30M → Averages $4M+ in weekly onchain FX volume, powered by @Textileprotocol → Has the deepest Rupiah liquidity pool in crypto We're just getting started 🇮🇩

Less than 2 weeks left to apply to ALL19 • $400K in funding • Build in Soho, NYC • Pitch tier-1 VCs at Demo Day • Access to the Alliance Founder Network Apply by November 18:

#Lesotho# holding the #CEO_Forum# of #African_DFIs# So much eye opening presentations: Africa is busy looking for capital elsewhere yet sitting on trillions of dollars of their own money stuck in ie Pension funds. Capital filled opportunities