semi-borderless capital…all driving massive change. Sport provides a good analogy for AI’s constant improvements. As athletes continue to wow us and break records, their talent is increasingly enhanced by better Breakthroughs in large models, cost-per-token declines, open-source proliferation and chip performance improvements are making new tech advances increasingly more powerful, accessible, and economically viable algorithms, based on how much computing power you'd need to reach top performance without any improvements. Source: Epoch AI (3/24) Impact of Improved Algorithms on AI Model Performance – 2014-2023, per

contribute to TVML. ee Today we'ltouch on a few of those contribution areas: o Core Infrastructure Improvements to TVM o_uTVM: support for microcontrollers in TVM o_ Virtual Machine and dynamic NNs support High-Level 人 ORGREEE Te Conv2D mized RE -一 一 QQ octoML Transformer Improvements Transformer based models such as BERT have recently become very Popular and require first class many reshape operations, which are currently implemented using copy, 10 Virtual Machine e Many improvements from contributors at UW, AWS, and OctoML. e Initial implementation is quickly moving towards

complex, interconnected workflows and systems. We’re seeing AI deliver significant, measurable improvements on three fronts: 01 Workforce performance Helping people deliver higher-quality outputs in shorter deployment to learn quickly from customer use cases and use that information to accelerate product improvements. That means shipping updates regularly, getting feedback, and improving performance and safety through iteration. The earlier you start, the more your organization benefits from compounding improvements. Klarna, a global payments network and shopping platform, introduced a new AI assistant to

of Constraints “Eliyahu M. Goldratt, who created the Theory of Constraints, showed us how any improvements made anywhere besides the bottleneck are an illusion . Astonishing, but true useless, because it will always remain starved, waiting for work from the bottleneck. And any improvements made before the bottleneck merely results in more inventory piling up at the bottleneck.” Resource

characters outside the Latin alphabet). 6.9.2 What’s new in Tornado 6.5.0 May 15, 2025 Security Improvements • Previously, malformed multipart-form-data requests could log multiple warnings and constitute on_message_callback is not deprecated. 6.9.3 What’s new in Tornado 6.4.2 Nov 21, 2024 Security Improvements • Parsing of the cookie header is now much more efficient. The older algorithm sometimes had 167Tornado Documentation, Release 6.5.1 6.9.4 What’s new in Tornado 6.4.1 Jun 6, 2024 Security Improvements • Parsing of the Transfer-Encoding header is now stricter. Unexpected transfer-encoding values

ideas don’t work and reinforcing those that do3. local learnings are rapidly turned into global improvements, so that new techniques and practices can be used by the entire organization iii. ENABLING THE IMPROVEMENT OF DAILY WORK 1. Mike Rother observed in Toyota Kata that in the absence of improvements, processes don’t stay the same—due to chaos and entropy, processes actually degrade over time

resilient systems with higher degrees of assurance 3. Ch. 20 – Convert Local Discoveries into Global Improvements a. USE CHAT ROOMS AND CHAT BOTS TO AUTOMATE AND CAPTURE ORGANIZATIONAL KNOWLEDGE i. ChatOps Goal is focused improvement on daily work, not experimentation and innovation iii. Demo back improvements at the completion of the blitz iv. Empower those closest to the work to continually identify

most characters outside the Latin alphabet).What’s new in Tornado 6.5.0 May 15, 2025 Security Improvements Previously, malformed multipart-form-data requests could log multiple warnings and constitute that on_message_callback is not deprecated.What’s new in Tornado 6.4.2 Nov 21, 2024 Security Improvements Parsing of the cookie header is now much more efficient. The older algorithm sometimes had quadratic event loop. This change fixes CVE-2024-7592.What’s new in Tornado 6.4.1 Jun 6, 2024 Security Improvements Parsing of the Transfer-Encoding header is now stricter. Unexpected transfer- encoding values

and management tested continuously. Steve Barr steve.barr@csgi.com @srbarr1 Overall Quality improvements, “it” goes in better, and with less issues.  Maintenance window changed from once a week to

approval ii. Peer review help improve overall quality, provide cross-training, learning, and skill improvements. iii. Keep batch sizes of reviews small iv. 4 simple Peer Review Guidelines 1. Everyone must