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The Restructuring Effort Developer platform GitLab has laid off about 14% of its workforce, approximately 350 employees, as part of a broader restructuring effort. The company announced in May that it would reduce its workforce as it exited 22 countries, flattened management layers, and invested in infrastructure to scale its platform and serve increased traffic from AI workflows. Scaling for AI Workloads CEO Bill Staples said during a conference call on Tuesday that agentic workloads are stressing developer infrastructure more than it was designed to handle. GitLab's rival GitHub has also struggled to deal with a massive influx of AI-powered submissions that have affected its uptime. GitLab is partnering with an unspecified AI lab to design and rebuild its infrastructure for AI workloads. The company is constructing APIs optimized for agents to store and retrieve context, including code. GitLab is investing in orchestration tools for coordinating software development between AI agents and developers. Financial Impact GitLab reported first-quarter revenue of $264 million, up 23% from a year earlier, and gross margins of 88%. The company expects to incur $30 million to $35 million in restructuring expenses as part of the effort. Industry Trend GitLab joins a number of tech companies such as Intuit, Amazon, Block, Cisco, Cloudflare, Meta, Microsoft, and Oracle that have laid off large numbers of employees, citing a need to make AI a core part of their business. The tech industry has already cut more than 100,000 jobs this year, per Statista. The Future Outlook The tech industry is seeing a familiar pattern: companies reporting record revenues while simultaneously shrinking their workforces, with AI cited as both the reason for growth and the justification for cuts. GitLab's focus on AI workloads and infrastructure is expected to drive future growth, but at the cost of significant restructuring expenses.

The Rise of Machine-Generated Traffic Cloud infrastructure has long been designed around humans who search, click, scroll, and stream in a steady and predictable fashion. However, AI agents behave differently. They can unleash a swell of activity, spinning up multiple sub-agents that query hundreds of databases, search documents, and call APIs in seconds and then disappear as quickly as they arrived. AWS's Next-Gen OpenSearch Serverless Under that premise, Amazon is redesigning a core piece of its cloud infrastructure. On Thursday, AWS launched its next generation of OpenSearch Serverless, a fully managed search and vector database — essentially a system for storing and retrieving information at scale — that's designed specifically for agentic workloads. AWS says the new system can instantly scale up when agents trigger tasks and scale back down to zero when idle. The Data Analysis Cloudflare says bots accounted for 31% of overall HTTP traffic over the last six months. AI crawlers, search engines, and assistants made up roughly a quarter of all bot requests during that period. 'Non-human traffic will exceed human traffic sometime in the first half of 2027,' said Lai Yi Ohlsen, senior product manager at Cloudflare. The Impact Analysis The launch reflects a growing realization across the tech industry: Infrastructure originally designed for a human-driven internet doesn't work as well in a world increasingly populated by agents. As AI agents still represent a relatively small portion of internet activity, machine-generated traffic is already significant, and poised to grow. The Prediction As a result, cloud providers and infrastructure companies have been reckoning with how to adapt systems built for humans to a world of agents that are constantly and autonomously retrieving information, invoking tools, and generating machine-to-machine traffic. The more companies deploy AI agents, the more pressure there will be to redesign infrastructure around machine-generated workloads, which in turn could make agents cheaper and easier to deploy at larger scales.

The Final Call for Startup Battlefield 200 The deadline to apply or nominate for Startup Battlefield 200 is May 27. This program offers early-stage startups a shot at VC access, global visibility, TechCrunch coverage, and $100,000 in equity-free funding. If you're building a breakout startup — or know a founder who is — now is the time to move. Opportunity to Showcase on the TechCrunch Disrupt Stage Apply today for the opportunity to take the TechCrunch Disrupt Stage alongside 200 of the world's most promising early-stage startups. Pre-Series A founders, this is your last call: The strongest startups are already entering the arena, and the application window is closing fast. If your startup has already been nominated, don't wait to finish your application. The final week always moves quickly, and last-minute submissions risk getting buried as applications surge ahead of the May 27 deadline. Success Stories from Startup Battlefield 200 Some of the most consequential companies in tech history didn't launch with splashy fundraising announcements. They started with a pitch. Dropbox demoed to a room full of skeptics. Cloudflare took the stage before most people understood what edge networking meant. Discord was still a scrappy gaming startup called Hammer & Chisel. They all passed through the same crucible: Startup Battlefield 200. That's not a coincidence — it's a pattern. And it starts with an application. The Financial Impact of Startup Battlefield 200 More than 1,700 companies have competed in Startup Battlefield 200. Together, they've raised over $32 billion and generated more than 250 exits, including acquisitions by Microsoft, Google, Salesforce, Uber, and Amazon. The network runs so deep that alumni have even acquired each other: Dropbox acquired fellow Battlefield 200 alum DocSend in 2021. This is also the same launchpad that helped accelerate companies like Fitbit, Trello, and Mint. Why This Matters for Early-Stage Startups Startup Battlefield 200 has never been a competition for the most polished companies. It's a competition for the most promising ones. Pre-launch is fine. No revenue is fine. What matters is whether what you're building genuinely changes something — not incrementally, but meaningfully. Selected startups will showcase live on the Disrupt Stage in front of 10,000+ attendees, leading VCs, global media, and the broader TechCrunch audience. This is your opportunity to gain investor exposure, receive direct VC feedback, and prove your company belongs among the next generation of category-defining startups. The Future of Startup Battlefield 200 Thousands apply every year. Only 200 are selected. Just 20 finalists pitch live on the Disrupt Stage. One startup takes the crown and wins $100,000 in equity-free funding. The founders who wait until they feel ready often wait too long. You do not need to be polished. You need to be promising. If you've been sitting on this, here's the reality: The worst outcome is you don't get selected this cycle — and you come back next year with a stronger application because you went through the process. If you're building something category-defining — or know a startup that deserves the spotlight — submit your nomination and complete your application before May 27.

One Week Left to Secure a Spot at TechCrunch Disrupt 2026 via Startup Battlefield 200Founders have until May 27 to submit their applications for Startup Battlefield 200, the premier showcase that feeds directly into TechCrunch Disrupt 2026 (Oct 13‑15). The program offers equity‑free funding, global media coverage, and a chance to pitch in front of 10,000+ attendees, leading VCs, and the TechCrunch audience.Numbers That Show the Battlefield’s Track Record200 startups will be selected for the 2026 cohort.$100,000 in equity‑free funding awarded to the winner.Over 1,700 companies have competed historically, raising more than $32 billion collectively.More than 250 exits, including acquisitions by Microsoft, Google, Salesforce, Uber, and Amazon.Why the Battlefield Remains a Launchpad for Category‑Defining StartupsThe competition prioritizes promise over polish—pre‑launch products, zero revenue, and bold visions are welcomed. Alumni such as Dropbox, Cloudflare, Discord, Fitbit, Trello, and Mint all passed through this crucible, proving that early exposure can translate into market‑changing outcomes.What the Final Applications Could Signal for the 2026 Disrupt LineupGiven the surge of last‑minute submissions, the final batch may surface emerging trends across AI, climate tech, health‑tech, and decentralized finance. Startups that demonstrate a clear, scalable impact are likely to dominate the Disrupt Stage, shaping investor focus for the remainder of the year.

The Final Countdown: Startup Battlefield 200 Application Window Closing Your shot at VC access, global visibility, TechCrunch coverage, and $100,000 in equity-free funding is gone in a week. Startup Battlefield 200 applications close May 27. If you're building a breakout startup — or know a founder who is — this is the moment to act. Showcase Opportunity at TechCrunch Disrupt 2026 Apply today for the opportunity to take the stage at TechCrunch Disrupt 2026, October 13-15, alongside 200 of the world's most promising early-stage startups. Pre-Series A founders, consider this your final countdown reminder: the strongest startups are already entering the arena, and the application window is closing fast. If your startup has already been nominated, don't wait to complete your application. This final week moves quickly, and last-minute submissions risk getting buried as applications surge ahead of the deadline. Know a startup that deserves the spotlight? Nominate them now so they still have time to apply before May 27. The Battlefield Legacy: From Pitch to Industry Giants Some of the most consequential companies in tech history didn't launch with splashy fundraising announcements. They started with a pitch. Dropbox demoed to a room full of skeptics. Cloudflare took the stage before most people understood what edge networking meant. Discord was still a scrappy gaming startup called Hammer & Chisel. They all passed through the same crucible: Startup Battlefield 200. That's not a coincidence — it's a pattern. And it starts with an application. What Makes a Battlefield Startup Startup Battlefield 200 has never been a competition for the most polished companies. It's a competition for the most promising ones. Pre-launch is fine. No revenue is fine. What matters is whether what you're building genuinely changes something — not incrementally, but meaningfully. If you or a founder you know is building something impactful, then the application itself becomes the first pitch. The Value Proposition: Beyond the Prize Money Selected startups will showcase live on the Disrupt Stage in front of 10,000+ attendees, leading VCs, global media, and the broader TechCrunch audience. This is your opportunity to gain investor exposure, receive direct VC feedback, and prove your company belongs among the next generation of category-defining startups. Every one of the 200 selected companies receives: Equity-free funding of $100,000 for the winner Exposure to thousands of attendees, VCs, and media A chance to pitch on either the Disrupt Stage or the Pitch Showcase Stage You don't need to make the top 20 for this experience to change your trajectory. Impressive Alumni Success: $32 Billion Raised and Counting More than 1,700 companies have competed in Startup Battlefield 200. Together, they've raised over $32 billion and generated more than 250 exits, including acquisitions by Microsoft, Google, Salesforce, Uber, and Amazon. The network runs so deep that alumni have even acquired each other: Dropbox acquired fellow Battlefield 200 alum DocSend in 2021. This is also the same launchpad that helped accelerate companies like Fitbit, Trello, and Mint. Behind every one of those outcomes was a founder willing to make a bet on themselves publicly, in front of people who were paying attention. Who Should Apply: The Promising, Not Just the Polished We're looking for ambitious early-stage startups building innovative, potentially category-defining products. Applications are open globally across all industries. Most selected companies are pre-Series A, though select Series A startups may qualify on a case-by-case basis. To apply, startups should have: A working product or prototype A clear vision for how they're changing their industry A passionate founding team Thousands apply every year. Only 200 are selected. Just 20 finalists pitch live on the Disrupt Stage. One startup takes the crown and wins $100,000 in equity-free funding. The Deadline Imperative: Why Waiting Could Cost You The founders who wait until they feel ready often wait too long. You do not need to be polished. You need to be promising. If you've been sitting on this, here's the reality: the worst outcome is you don't get selected this cycle — and you come back next year with a stronger application because you went through the process. The stage matters. The community lasts. The milestone is real. But the deadline is now one week away. Final Call to Action: Submit Before May 27 If you're building something category-defining — or know a startup that deserves the spotlight — submit your nomination and complete your application before May 27. Get started by nominating and applying here.

The Acquisition Deal Anthropic announced Monday it has acquired Stainless, a startup founded by former Stripe engineer Alex Rattray whose software is widely used by rival AI labs, including OpenAI and Google. Stainless' Technology and Impact The New York-based startup, founded in 2022, rose to prominence in the emerging AI industry for automating the creation and maintenance of software development kits, or SDKs — the libraries developers use to interact with APIs. Rattray developed software that could take API specifications and turn them into production-ready SDKs across multiple programming languages, including Python, TypeScript, Kotlin, Go, and Java. Financial Terms and Future Plans Anthropic didn’t disclose terms of the deal. However, The Information reported last week that Anthropic was in talks to acquire Stainless, which is backed by Sequoia Capital and Andreessen Horowitz, for more than $300 million. The acquisition will take a key infrastructure supplier out of the hands of Anthropic’s competitors. The company told TechCrunch it will wind down all hosted Stainless products, including its SDK generator. Impact on the AI Industry The technology is particularly valuable to companies like Anthropic, OpenAI, Google, Replicate, Runway, and Cloudflare that are building AI agents that can connect to external software and complete tasks on behalf of users. Stainless’s SDK tools are an easy way to build and maintain those connections — but going forward, the tools will only be available to Anthropic, not its competitors. Future Outlook According to Anthropic, Stainless software has powered the generation of every official Anthropic SDK since the earliest days of its API. “I started Stainless because SDKs deserve as much care as the APIs they wrap,” Rattray said in a press release posted Monday. “Anthropic was one of the first teams to bet on this with us. We have been watching what developers have built on Claude over the last few years, which made bringing our teams together an easy decision. The team gets to keep doing the work we love, on the platform where it matters most.”

Cisco Announces 5% Workforce Reduction to Fund AI and Cybersecurity PushCisco disclosed it will eliminate fewer than 4,000 jobs, roughly 5% of its global staff, as part of a strategic shift to reshape its cost structure. The move follows a fiscal third‑quarter report that beat profit and revenue expectations, allowing the networking giant to reallocate capital toward artificial intelligence and security solutions.Job cuts: ~4,000 positionsWorkforce impact: ~5% of total employeesFiscal Q3: Record revenue and double‑digit growthCEO: Chuck RobbinsRecord Quarterly Revenue and Profit Beat ExpectationsThe company posted its highest quarterly revenue to date, driven by strong demand for networking hardware and services. Although exact figures were not disclosed in the source, analysts note the earnings beat was significant enough to support the announced investment plan.AI‑Driven Restructuring Signals Broader Tech Layoff TrendCisco joins recent layoff announcements from Cloudflare and General Motors, both of which cited AI spending as a catalyst for workforce reductions despite solid financial results. The pattern suggests that tech firms are prioritizing rapid AI integration over maintaining pre‑pandemic headcounts.What Cisco’s Strategy Means for Future Growth and Market PositionBy channeling savings into AI and cybersecurity, Cisco aims to address persistent vulnerabilities in its routers and firewalls—issues that have exposed corporate and government customers to breaches. The company also plans to enhance employee AI adoption, positioning itself as a leader in AI‑enabled networking solutions.Executive compensation for Robbins is projected to exceed $52 million in 2025, underscoring confidence in the strategic direction despite the workforce cut.Outlook: Balancing Cost Cuts with Innovation InvestmentIf the AI and security initiatives deliver measurable product enhancements, Cisco could sustain its revenue momentum and recapture market share lost to cloud‑native competitors. However, the success of the restructuring will hinge on how quickly the reduced workforce can be redeployed to develop and commercialize AI‑driven offerings.

The Mass Layoff at Oracle Oracle laid off an estimated 20,000 to 30,000 employees via email on March 31. One employee who was let go described the experience: "I had, like, this weird feeling in my stomach. I went to go sign into the VPN, and the VPN was like, 'this user doesn’t exist anymore.' Then I called my friend, and I was like, 'Hey, can you see me in Slack?' And she said, 'No, your account’s been deactivated.'" The Severance Offer Oracle offered fairly standard Corporate America terms to laid-off employees. In exchange for signing a release waiving their right to sue, employees received four weeks of pay for the first year, plus one additional week per year of service, capped at 26 weeks. The company was also paying for one month of COBRA insurance. The Catch: Stock Compensation The catch: Although stock compensation often makes up a good chunk of a tech worker’s pay, particularly at Oracle, the company did not accelerate soon-to-vest RSUs (Restricted Stock Units). Any shares that hadn’t vested by the termination date were forfeited. One long-tenured employee lost $1 million in stock that was just four months from vesting; RSUs made up about 70% of his compensation. The WARN Act and Remote Workers Some employees also discovered that if they were classified as remote workers by the company, and didn’t work in a state with stronger worker provisions like California or New York, the company said they didn’t qualify for WARN Act protections. The WARN Act is a law that requires companies conducting mass layoffs to give employees two months notice prior to letting them go. The Attempt to Negotiate A group of employees tried to negotiate en masse with Oracle, with at least 90 people signing a public petition urging the company to match the terms of other big tech companies conducting mass layoffs. However, Oracle declined to negotiate, and it was a take-it-or-leave scenario. The Comparison to Other Tech Companies For instance, Meta’s severance package started at 16 weeks of base pay, plus two weeks for every year of employment and covered COBRA for 18 months. Microsoft provided accelerated stock vesting, a minimum of eight weeks’ pay, and an additional one to two weeks for every six months of service, depending on rank. Cloudflare offered lump sum severance that was the equivalent of base pay through the end of 2026, plus healthcare coverage through the end of the year, and accelerated vesting of stock through August 15.

The Layoff Announcement Cloudflare on Thursday announced it was cutting its workforce by approximately 20%, which equates to 1,100 people, as part of its first quarter 2026 earnings report. This marks the first mass layoff in the company’s 16-year history. The Impact of AI on Productivity Cloudflare’s usage of AI has increased by more than 600% in the last three months alone. Virtually the entire R&D; team is now using the company’s own Workers platform, including its vibe coding feature. 100% of the code produced this way and deployed for use in Cloudflare’s products is “now reviewed by autonomous AI agents.” The Financial Performance The company reported quarterly revenues of $639.8 million, a 34% year-over-year increase and the highest single quarter in the company’s history. However, this was coupled with a loss of $62.0 million compared with losing $53.2 million in the year-ago quarter. The Future Outlook Cloudflare co-founder and CEO Matthew Prince said, “Today’s actions are not a cost-cutting exercise or an assessment of individuals’ performance; they are about Cloudflare defining how a world-class, high-growth company operates and creates value in the agentic AI era.” He also noted that the company will continue to hire people and invest in them because those embracing AI tools are much more productive.