I am the Senior Director of Workforce Optimization at Cisco Systems and I want to share something I'm proud of. In August we identified 5,500 roles that were misaligned with our AI infrastructure pivot. I use the word "misaligned" because HR approved it. The previous word was "redundant" but redundant tested poorly in the internal communications focus group. Misaligned tested well. It suggests the employee did something wrong. That was important to us. The market gave us 4%. Honestly, I was disappointed. I told my team we need to think about this the way the Street thinks about it. The Street doesn't care that you removed 5,500 people. The Street cares that you removed 5,500 people *and* raised guidance in the same sentence. So that's what we did in Q3. We dissolved 4,000 additional roles and raised full-year guidance to $62.8 billion in the same paragraph of the same press release, and the stock surged 16% after hours. I was in the office watching. I keep a Bloomberg terminal on a second monitor for earnings nights. When the number moved I stood up at my desk. Nobody else was on the floor. It was 4:47 PM and the building was mostly empty, which I realize now is a thing I helped cause. Revenue hit $15.84 billion. Each of the 4,000 dissolved roles generated approximately $70,000 in market cap. I track this ratio quarterly. I built the spreadsheet myself. It has a tab called "Per-Head Value Creation" and another tab called "Projection Scenarios" where I model what happens to the stock if we do 5,000 next quarter, or 6,000, or 8,000. I have not shared the 8,000 tab with anyone yet. I'm waiting for the right meeting. Chuck said "focus, urgency, and discipline" on the earnings call. I helped draft that language. It took nine revisions. The first draft said "strategic headcount rationalization" and Legal flagged it because "rationalization" implies the prior headcount was irrational, which creates liability for two years of hiring decisions. So we workshopped alternatives. Someone suggested "realignment." Someone suggested "simplification." I suggested "focus" because focus is the only word in the English language that sounds like a strategy and a threat at the same time and no one can sue you for it. Our internal tracking system is called VELOCITY. It stands for Value Enhancement Through Labor Optimization and Cost Intelligent Transformation, Year-over-year. It took a naming committee four weeks to finalize the acronym. During those four weeks we separated 1,200 people. I mention this only because the naming committee had six members and none of them found this uncomfortable. I found it efficient. $5.3 billion in AI orders year-to-date. Raised to a $9 billion pipeline target. The CFO projects $6 billion in hyperscale AI revenue by FY2027. To get there the workforce needs to go from 86,200 to somewhere in the low 70s. I have a slide for this. The slide has two lines. One is headcount, going down. The other is AI order volume, going up. They cross somewhere around Q2 FY2026. I haven't titled the slide yet. My working title is "Alignment." I think that's clean. Networking orders up 50%. Data-center switching up 40%. Restructuring charges up to $1 billion. I put these three numbers on a single slide for the investor deck. An analyst from Morgan Stanley emailed afterward and said it was "elegant." I printed the email. It's in a frame on my desk next to the Operational Excellence in Transition Award from our internal leadership council. The trophy is a glass cube with nothing inside it. I've been told this was an aesthetic choice by the designer. I think it's the most honest object in my office. One of the 4,000 was a network engineer named David. Eleven years. He once drove from San Jose to Sacramento on a Saturday to physically restart a router that kept a hospital's ICU monitoring system online. I know this because it's in his performance file, which I reviewed as part of the Q3 separation list. His annual cost-to-company was $287,000. His departure improved our AI-readiness score by 0.003 points. I presented both numbers at my Thursday sync. Someone asked what the AI-readiness score was tracking toward. No one asked about the hospital. The DOW hit 50,000 the same day we filed the restructuring notice with the SEC. I watched it on the terminal. I took a photo and sent it to my wife. She said "that's great." I wrote back explaining how our filing contributed to the broader rally and that the index was essentially agreeing with my Q3 plan. She didn't respond. I reread my message later and realized it was four paragraphs long. I think maybe I should have just said "good day at work." We are entering Phase 3 planning for FY2026. VELOCITY has flagged another 6-8% of the workforce as what we internally call "the drag layer." These are roles that generate labor costs without contributing to the AI order pipeline. I have a preliminary separation model ready. The Slack channel for this work is called #restructuring-wins#. It requires VP-level approval to join. We use a custom emoji for milestones. It's a green arrow pointing up. Someone on my team designed it. I approved it. I didn't think about it very hard at the time and I still don't. I received a 22% performance bonus this quarter. The category on my review was "Demonstrates Focus." My skip-level told me it was the highest in the division. He shook my hand. I went back to my desk and saw that David's severance had been processed that morning. I noted the date. I did not note the coincidence. I don't think it was one. I think these are just two outputs of the same system, running correctly, at the same time. I have a meeting Tuesday to review the Phase 3 list. The deck is formatted. The projections are loaded. I'm going to recommend we accelerate the timeline by one quarter. I think the Street will respond well. I think Chuck will say "focus." I think my phone will buzz. I'm proud of the work we're doing here.

so much fun technical stuff goes under the hood for @stompdotgg more gas optimizations coming entire session of pvp gaming for subcent tx fee is almost there--around $0.01-0.03 rn just need another 50% improvement and we're basically there.

QVAC SDK 0.10.0 is now live, bringing advanced local compute capabilities and specialized hardware optimization directly to your device Key Features and Updates: - Image-to-Image Diffusion: Transform and edit images using simple prompts with 100% local compute—no cloud uploads or external servers required - Dynamic Tooling & KV Cache Management:Your local LLM now receives a tailored toolbox for every interaction, with automatic KV cache clearing to maintain high-speed inference - Doctor CLI: A new diagnostic tool that analyzes your hardware and memory, providing specific instructions on how to optimize your GPU for local AI - Suspend & Resume API: Specifically designed for mobile environments, this allows apps to pause P2P swarms and RAG workspaces to meet background rules without losing model state - GPT-OSS Compatibility: Added support for the latest GPT-OSS models loaded externally, expanding the range of open-source intelligence available on the platform Build the future of private, unstoppable AI:

Harness GenAI for smarter business decisions! AWS TechFest shows how top companies use generative AI for optimization and innovation. From finance to marketing, become an industry disruptor. Join us:

💡 @MiniMax_AI M2.7 is an open-weight LLM built for serious dev work. It’s the first in MiniMax’s M-series to “self-evolve” via its own training + eval loop (agent harness optimization). Designed for complex coding, multi-agent systems, and pro-grade workflows. Learn more:

Kraken's Parent Company Has Cut Some 150 Employees... According to a report from CoinDesk, the parent company of the industry-leading @krakenfx exchange has laid off some 150 employees in an "optimization effort". The exchange joins a long list of major crypto firms to have cut large numbers of team members - a list which includes @cryptocom, @Gemini and, more recently @Dune.

Nebius has been making some interesting acquisitions this year toward building a full-stack AI cloud: • Tavily (~$400M): search for AI agents • Eigen AI (~$650M): model-level inference optimization • Clarifai (team + IP license): system-level compute orchestration

1024EX × Eventra With @EventraMarket, 1024EX is expanding how event markets can work together — moving beyond simply trading outcomes toward a stronger infrastructure layer for LP optimization, asset safety, hedging support, and information aggregation. Event markets need more than attention. They need infrastructure.

Kraken Parent Payward Cuts 150 Jobs Ahead of Planned IPO According to CoinDesk, Payward, the parent company of crypto exchange Kraken, is laying off approximately 150 employees as part of an optimization and restructuring effort ahead of its planned IPO. The company employs around 3,000 staff globally. The company confidentially filed a draft S-1 with the U.S. SEC last November and is seeking fresh funding at a $20 billion valuation.