Researchers from StepSecurity have uncovered an automated hacking bot, dubbed “hackerbot-claw,” which claims to have scanned over 47k repositories for security vulnerabilities but has actually exploited vulnerabilities to compromise 6 popular open-source projects. The compromised projects include repositories from DataDog, Microsoft, and Aqua Security. Aqua Security renamed and made Trivy private after the bot fully compromised it.
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Chrome is rolling out Merkle Tree Certificates and a dedicated quantum‑resistant root store to make HTTPS post‑quantum safe without bloating TLS handshakes.
A serious vulnerability in the OpenClaw AI assistant enabled attackers to take control of agents through malicious websites by exploiting unsecured localhost WebSocket connections and unlimited password brute-force attempts, but it has been fixed in version 2026.2.25.
A Florida woman was sentenced to 22 months in prison and fined $50,000 for trafficking tens of thousands of stolen Microsoft COA labels, extracting product keys, and selling them in bulk to customers worldwide, in a scheme totaling over $5 million.
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Product feeds and structured data now determine visibility in Google's AI shopping. AI agents can discover, compare, and complete purchases, so optimization targets being chosen, not ranked. Brands compete in the recommendation layer and need accurate product data. Features like Business Agent, Direct Offers, and in-AI checkout integrate brands into transactions. Linking Search Console to Merchant Center helps teams monitor performance and fix issues. Clear product information lets AI match shopper needs to the right items.
Influencer marketing is considered the fourth age of media, after print, TV, and search. Social platforms now let creators shape culture in ways traditional media cannot. Long-term ROI from influencer campaigns is 51% higher than the all-channel average. Brands see a 38% lift in ROI when working with creators over time rather than in one-off deals. Yet 45% of marketers still judge influencers by follower count, and 80% of brands take “baby steps” in creator strategy.
Teams often chase visibility in AI tools without connecting it to revenue or market share. Strong strategies start with research on where audiences use AI and which queries drive pipeline. Behavior studies show user patterns often differ from assumptions. Content structure matters, as 44% of AI citations come from the first 30% of a page, making front-loaded answers critical. Leaders respond better to scenario planning than traffic forecasts, so model outcomes and review the strategy quarterly to stay aligned with fast-moving AI platforms.
Partiful outpaced legacy event platforms by embedding growth into its product. Every invite created built-in distribution and FOMO. Serialized content on Substack and TikTok engaged users. Org Profiles and Group Order fostered communities and added utility, while playful responses to competitors reinforced confidence. By aligning product and positioning with Gen Z's desire for low-friction social experiences, Partiful built a self-sustaining growth loop.
This calculator is designed to take the guesswork out of choosing parameters for accurate A/B tests. Enter the weekly traffic and conversions of the page being tested and the calculator will tell you how long to run the test.
This piece breaks down how marketers are building reusable AI skills in Claude Code and Cowork by turning existing frameworks into structured Markdown files. They connect these skills to data sources like Google Drive, HubSpot, Clay, and Slack. They iterate on live examples until accuracy improves from around 60% to 90%. In some cases, they deploy them to run on schedules via tools like GitHub, Railway, and Vercel. The key is to codify repeat thinking into skills, stack them into workflows, and refine them through real world use rather than prompts alone.
Minimal Lovable Products are replacing MVPs because basic functionality is now cheap and easy to copy. AI has cut build costs from about $200K to as little as $20 or free, so simple utility no longer creates an advantage. Most products still sit at the functional and reliable layers, while lovability drives higher retention, LTV, and word of mouth. Emotional touches such as personality, delight moments, and human tone are now the strongest moat since AI can replicate features quickly. Teams should build delight into roadmaps and set a clear standard that every release must feel genuinely enjoyable to use.
Johnson & Johnson's Tylenol recall built a powerful reputation that later softened scrutiny around repeated legal settlements across its pharmaceutical and consumer businesses. That defining moment created lasting credibility that shaped both public perception and internal culture. When ethical identity becomes central to a brand, misconduct is easier to rationalize. Reputation must be reinforced by ongoing accountability, or it becomes a shield instead of a safeguard.
Luck surface is how many chances you give luck to find you, and you grow it by doing things in public and sharing your work widely.
Customers acquired through referrals generate significantly more downstream value than regular customers.
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Zillow's CEO argues the company's future is transaction software and workflow that makes buying and selling easier, not just a listings app. In an AI-driven world, Zillow's advantage is execution and integration across agents and financing, while pushing for transparent, broadly marketed listings.
Creating a manager agent to coordinate coding agents reduces multitasking overhead and accelerates development, but it requires giving up some direct control over code quality.
The SaaS selloff reflects a belief that AI is breaking seat-based pricing and eroding point-solution moats. Software will keep growing, but value will shift to AI-native, outcome-driven layers that capture context and orchestrate work across systems.
Great design comes from love, courage, and consistency more than tools or process. Ideas travel through polish and alignment, and designers thrive by treating feedback as dialogue while balancing reliability with bold experimentation.
AI is breaking classic SaaS assumptions by shifting moats from interfaces to context and compressing timelines for ROI and adoption. The winners will design for agents, governance, and organizational intelligence rather than traditional seat-based workflows.
2026.03.03·runthebusiness.substack.com·8 min read·TLDR Product Streaming commoditizes music, limits artist leverage, and rewards scale over loyalty. The future belongs to artists who own their audience and monetize deep fan relationships, not playlist placements.
SaaS companies are chasing AI features while overlooking churn driven by human and competitive signals. Retention now depends on integrated risk monitoring, not just better product releases.
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Facebook's clutter is a byproduct of metric incentives, not design neglect.
A production AI agent is a data product with users, quality requirements, and a roadmap driven by real usage signals.
2026.03.03·moderndata101.substack.com·4 min read·TLDR Product Sponsored
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Emil Michael, the Department of War's chief technology officer, had been negotiating with Anthropic for weeks on a $200 million AI contract. The talks had hit an obstacle as Anthropic would not allow its technology to be used for purposes such as the surveillance of Americans. Michael demanded that Anthropic's CEO, Dario Amodei, get on the phone to discuss the issue, but he was told Amodei was in a meeting with his executive team and needed more time. Michael had been hammering out a deal with OpenAI on the side, so the Department of War designated Anthropic as a security risk and cut it off from working with the government.
2026.03.02·links.tldrnewsletter.com·8 min read·TLDR SpaceX may file for its initial public offering as soon as this month. The firm expects to submit its draft IPO registration to the US SEC in the next few weeks, keeping it on track for a June listing. It could be seeking a valuation of more than $1.75 trillion. The listing could raise as much as $50 billion.
2026.03.02·links.tldrnewsletter.com·4 min read·TLDR Google has implemented a new Merkle Tree Certificate system in Chrome. It uses Merkle Trees to provide quantum-resistant assurances that a certificate has been published without having to add most of the lengthy keys and hashes. Cloudflare is enrolling roughly 1,000 TLS certificates to test how well the system works. The Internet Engineering Task Force standards body has formed a new group to develop a long-term solution for generating the distributed ledger.
2026.03.02·arstechnica.com·3 min read·TLDR Google is building a new data center in Pine Island, Minnesota, that will be powered by 1.9 gigawatts of clean energy from wind and solar. It will use a 300-megawatt iron-air battery with a 30-gigawatt-hour capacity and 100-hour duration. Iron-air batteries store electricity by making rust and then reversing the rusting process to release energy when needed. While these batteries are heavier and less efficient than their counterparts, they are almost three times cheaper. Google will fund the installation of many smaller batteries across the grid to increase power capacity and make the system more reliable.
2026.03.02·interestingengineering.com·4 min read·TLDR Sponsored
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2026.03.02·datadoghq.com·Sponsor·TLDR Designing tools for models is as much of an art as it is a science. It depends heavily on the model, the goal of the agent, and the environment it's operating in. Developers need to experience often, read outputs, and try new things. This post provides a useful framework for designing agents with tools that are shaped to their own abilities.
2026.03.02·links.tldrnewsletter.com·8 min read·TLDR Apple plans to replace Core ML with a modernized Core AI framework to help developers better leverage modern AI capabilities with their apps in iOS 27. The shift from 'ML' to 'AI' is an acknowledgement from Apple that 'machine learning' is a dated term that no longer resonates with developers or consumers. The general purpose of Core AI will remain the same, but there will likely be new ways to incorporate AI features into apps. Apple will announce iOS 27 at its WWDC conference in June.
2026.03.02·9to5mac.com·1 min read·TLDR OpenAI CEO Sam Altman recently held an Ask Me Anything on X to discuss the company's recent decision to work with the Department of War. In the thread, he answered questions around whether society should prefer a democratically elected government or unelected private companies to have more power, whether the government should nationalize OpenAI or other AI efforts, and the work it takes to keep society safe. Katrina Mulligan, OpenAI's Head of National Security Partnerships, and Boaz Barak, a computer scientist at OpenAI, were also present in the thread to answer questions.
2026.03.02·threadreaderapp.com·2 min read·TLDR Anthropic's Claude has dethroned OpenAI's ChatGPT in Apple's App Store. The sudden surge in rankings is almost certainly due to public backlash at a recent decision by OpenAI to work with the Department of War to deploy AI without restrictions on mass domestic surveillance and fully autonomous weapons. Anthropic was recently labeled a supply-chain risk to national security for refusing to amend its safety policies for its work with the government.
2026.03.02·mashable.com·3 min read·TLDR Humanoid robots are like self-driving cars, but significantly more complex, and we still haven't fully solved self-driving, so it is unlikely that we're close to having general-purpose humanoid robots at home.
2026.03.02·matthiasplappert.com·8 min read·TLDR Cursor is moving towards helping developers build the factory that creates their software.
2026.03.02·links.tldrnewsletter.com·5 min read·TLDR Cloudflare's Agents platform allows developers to build agents in an environment designed for durable execution, serverless inference, and pricing that scales.
2026.03.02·agents.cloudflare.com·Tool·TLDR This post contains notes on building APIs in an AI-first world from someone who has maintained many APIs but only has basic working-professional knowledge of building APIs at scale, securing APIs, and related subjects.
2026.03.02·natemeyvis.com·2 min read·TLDR It's important to distinguish between what's scientifically true and what's empirically useful.
2026.03.02·invertedpassion.com·15 min read·TLDR Amazon's winning formula for many years has been to sell the thing everyone wants but charge less for it.
2026.03.02·links.tldrnewsletter.com·9 min read·TLDR