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Google has long tried to take profit away from lead gen marketplaces. OpenAI is now going for that pool with ChatGPT. Its technology makes search much better by understanding intent, and it can transact on users' behalf, allowing the company to push further into the marketplace stack than Google and do everything a transactional marketplace can. Many marketplaces will come out of this transition just fine.
Different teams can use the same model but get different results. The context is now the moat. Context is the structured knowledge that helps models understand specific situations. Good context results in better outputs, which can, in turn, improve context for future runs.
Traditional distribution channels are falling apart. SEO is getting killed by AI slop and people going straight to ChatGPT for answers. Paid search costs are skyrocketing. Corporate social gets no juice from the algorithm. What's working now is employee-led social, creator partnerships, and community-driven growth. They all feed into word of mouth. On the retention side, AI is commoditizing the value props most SaaS companies were built on. If your pitch is "faster than the manual approach," you're now competing with something that costs $20/month. When capabilities get commoditized, users stick with products they trust.
The author distills lessons from two decades of failed startups, emphasizing validating demand early, prioritizing users over ego, and building before chasing investors or co-founders. He argues for bootstrapping, pricing higher, avoiding free tiers, hiring only doers, and shipping fast with minimal teams and boilerplates. He also warns against hype cycles, consumer apps, corporates, and long-running dead projects, while highlighting SEO, daily writing, and audience alignment as long-term advantages.
Cowork lets Claude work as a task-based digital coworker by accessing local files to read, edit, and execute work end-to-end with user oversight.
Atoms is an AI agent platform that researches, designs, builds, and deploys full-stack applications with integrated business functionality.
Alpine is an all-in-one team workspace that combines documents, tasks, chat, and AI agents with shared context across work.
Back in 2021, every founder said they were two years away from an IPO. Just a couple actually made it. Only 5% of unicorns are both above $300M ARR and have a Rule of 40+ score. The other 95% are zombies. Of the 52 cloud companies that have IPOed since 2018, only 7 have beaten the QQQ ETF. If you actually are on the path, IPO planning should start 18-24 months out. Accounting is the number one reason for delayed IPOs, and the list of what finance teams need to get right is longer than most founders expect.
Physical AI could be the biggest market in human history, but most robotics companies are stuck demoing instead of deploying. A system that works 95% of the time in the lab might drop to 60% in the real world. Production requires 99.9% reliability. At 95%, a picking robot fails 50 times per day, and each failure needs a human to step in. The gap won't close through research breakthroughs alone but through infrastructure and tooling that don't exist yet. This article maps exactly where those opportunities are for founders building in the space.
Companies relying on AI instead of human tech writers risk producing inadequate documentation, lacking empathy and context.
Building the MVP for Lazyweb.com cost $19,100, with the domain alone taking up $13,000 due to its descriptive SEO advantages.
Gathering valuable advice requires intentional effort and a strategic approach.
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Most "AI for security" tools don't actually make your workflows faster or easier. Sumo Logic's Dojo AI [4] is a different beast, deploying specialized agents that work together to triage alerts, explain what triggered them, and write queries for you.
The Everest ransomware group claimed to have breached Nissan Motor Corporation, posting screenshots on their dark web leak site showing directory structures with 900GB of allegedly stolen data, including dealership information, financial records, and operational documentation in .csv, .txt, .pgp, and .xls formats. The group issued a five-day deadline before public release, continuing their aggressive 2025-2026 campaign that has targeted ASUS, Chrysler, AT&T, and other major organizations. This marks Nissan's third significant security incident in recent years, following the Qilin ransomware attack on its design subsidiary and the 2023 breach affecting over 100,000 individuals.
Hackers broke into Spanish utility Endesa's commercial systems and accessed customer data of over 20 million customers, including identification details, national ID numbers, contract information, and IBAN payment data. The company says passwords were not exposed, operations remain normal, and extra security measures and monitoring are in place.
An unknown threat actor has claimed to have stolen a trove of Target's internal source code and documentation and is selling it on dark web marketplaces. After BleepingComputer contacted Target for comment, the files were taken offline, and Target's Git server became inaccessible from the internet. Multiple Target employees have confirmed that the source code samples are legitimate.
OAuth in Microsoft Entra creates complex webs of apps, permissions, and identities that are hard to reason about with tables alone, so modelling everything as a graph reveals abuse paths such as impersonation and long‑lived access that would otherwise stay hidden. OID-See uses Microsoft Graph to map service principals, delegated scopes, app roles, ownership, assignments, and reply URLs into a graph-backed analysis. It then layers scoring and enrichment to highlight risky apps, misleading Microsoft-shaped metadata, and dangerous patterns like broad reachability, wildcard redirects, and stale credentials.
EventBridge JSONs can become very complex quickly. AWS provides very little documentation to help parse them. Fields at the same level of the JSON are ANDed together, whereas values in an array are ORed together. If a user wants to apply an OR to two fields, they can use the $or operator. However, users should be careful when nesting $ors, as each branch gets expanded into additional sub-patterns that can become contradictory or complex to debug. This post also covers other operators and how to combine them to develop complex Boolean logic.
Claude for Healthcare enables Pro and Max subscribers in the US to connect health records via HealthEx, Function, and upcoming Apple Health/Android Health Connect integrations for medical history summarization and test result explanations. The implementation features privacy-by-design controls allowing users to manage data sharing permissions, with health data explicitly excluded from model training. Anthropic's Acceptable Use Policy requires qualified professional review of outputs for high-risk healthcare decisions, acknowledging AI limitations in medical contexts.
This GitHub repository contains a collection of 150+ tools and resources that can be useful for red teaming activities. Some of the tools may be specifically designed for red teaming, while others are more general-purpose and can be adapted for use in a red teaming context.
Check Point Research identified an upgraded GoBruteforcer campaign targeting cryptocurrency and blockchain project databases, exploiting weak credentials spread via AI-generated server-deployment tutorials and legacy XAMPP stacks that expose FTP and phpMyAdmin interfaces. The Golang-based botnet features an obfuscated IRC bot, dynamic credential lists that include crypto-focused usernames, and a module that queries TRON blockchain addresses for non-zero balances. Separately, GreyNoise observed 80,469 sessions over 11 days from threat actors systematically probing 73+ LLM endpoints across major AI providers, hunting for misconfigured proxy servers that leak API access.
A Dutch man was sentenced to seven years in prison for hacking port logistics systems in the Netherlands and Belgium to support cocaine smuggling operations. He used malware delivered via USB sticks, with help from an insider, to gain remote access, steal data, and intercept communications.
Dutch authorities have arrested a 33-year-old Dutch suspect at Schiphol Airport, accusing him and two linked companies of running AVCheck, a major counter-antivirus platform that lets criminals test and fine-tune malware against multiple security products. AVCheck, dismantled in May 2025 during Operation Endgame, allegedly helped attackers perfect campaigns by identifying which targets and defenses were easiest to evade.
CalPrivacy fined Datamasters $45,000 and banned the unregistered data broker from selling Californians' personal information after it traded hundreds of millions of records containing sensitive health data.
A 24-year-old Tennessee man, Nicholas Moore, repeatedly accessed the US Supreme Court's electronic filing system without authorization over 25 days between August and October 2023, obtaining unspecified information from a protected computer.
Microsoft's January 2026 Patch Tuesday addressed 112 vulnerabilities, including CVE-2026-20805, an actively exploited information disclosure zero-day in Desktop Window Manager (CVSS 5.5) that CISA added to its KEV catalog.
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Spreadsheets for timelines. Another app for approvals. Email threads nobody can find. Sound familiar? Asana [4] turns the chaos of 12 into the simplicity of 1.
Apple is upgrading Siri and other services by relying on Google Gemini AI. The multi-year deal reflects that its internal AI could not match Google in capability or scale in the short term, even though it plans to keep Apple Intelligence running on its devices and private cloud systems. Analysts expect consumers to welcome the move as AI features spread across smartphones, even if AI is not yet a primary driver of iPhone purchases. The partnership may raise regulatory scrutiny since past Google deals on Apple devices were worth billions of dollars, including more than $26bn paid in 2021 to secure default search placement.
US shopping malls show a widening split between a small group of strong performers and a large group in decline as the economy bifurcates. The top 100 of roughly 900 malls hold about 50% of total asset value, while the bottom 350 hold just 10%, and C and D malls saw occupancy fall by more than 26 percentage points from 2016 to 2019. Pressure is rising as lower-income consumers face higher bills, and 34% of consumers plan to spend less this year, with 43% citing tariffs. Brands and retailers must either move upmarket to target the top 10% that drives 50% of US spending or compete harder on value, which requires strong brand equity to support pricing and promotions.
Zumba increased lifetime value by over 17% by shifting high-intent users from in-app purchases to app2web checkout, accepting lower initial conversion in exchange for higher retention, higher trial-to-paid rates, and elimination of app store fees. Conversion friction was reduced by mirroring native purchase flows, pre-selecting plans in-app, defaulting to Apple Pay or Google Pay, and auto-redirecting users back to the app post-purchase.
Impact shows in behavior change. Users adopt features, reach value faster, ask questions, or re-engage before churn. Focus on one key behavior, compare cohorts instead of campaigns, and track metrics from immediate actions to long-term outcomes. A simple spreadsheet can reveal real change. Show what happens after a click or nudge to demonstrate value. Lifecycle marketing works by changing how customers engage and find value, not by linking every action directly to revenue.
HubSpot increased page citations by AI tools by rewriting key content into semantic triples (sentences structured as subject-predicate-object). Pages were restructured so core concepts appeared early and in answer-first phrasing, helping AI models reliably associate HubSpot with categories like marketing automation. This change was implemented alongside existing SEO fundamentals such as schema and backlinks.
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Fresh content is always in short supply. Are you making the most of what's already in your pantry? Wistia has assembled the Guide to Repurposing [10] to help you turn every creative into a month's worth of content.
This guide shows how to use Perplexity as a unified workspace to scale your work and move faster. It outlines prompts for research, email triage, meeting prep, document lookup, and multi-step browser actions. It also includes tips like using @tab for context and breaking complex tasks into steps. It shares tactics for reducing switching by letting Comet and Email Assistant summarize information, manage inboxes, group tabs, schedule meetings, and automate recurring routines with shortcuts and tasks.
This 2-day in-person event in Fort Lauderdale gives B2B SaaS marketers practical website tactics through small group workshops. Facilitators include Anthony Pierri, Tas Bober, Jess Cook, Rob Kaminski, and more. Sessions cover landing pages, content strategy, positioning, pricing pages, and demos. Attendees can choose a $660 ticket that includes three pitch room sessions or a $990 ticket with workshop access only.
Creative teams should challenge default mascot requests and evaluate whether other brand assets can better communicate value. Strategic alternatives such as distinctive color systems and direct language can stand out more effectively than anthropomorphic characters. Mascots should be a deliberate choice tied to long-term brand strategy, not a reflexive response to category trends or competitors.
Netflix is expanding into live programming to challenge traditional TV, but reliable live streaming has proved harder than expected. The company has aired more than 200 events, yet big moments like the Jake Paul–Mike Tyson fight revealed limits in delivering millions of unicast streams at once. Netflix has since upgraded routing, tested fixes through smaller livestreams, and built a live operations center. It says performance is improving as it prepares for a broader global live push in 2026.
Pinterest is positioning visual search and customization as higher-intent pathways to purchase than AI chatbots or text-heavy platforms.
Effective insights are paired with an interpretation of impact and a recommended path forward.
Amazon's superstore concept builds on recent Whole Foods tests that merge in-store browsing with automated fulfillment and aims to capture more spending that still happens in physical stores.
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If QA is a bottleneck on your software engineering team and you're releasing slowly because of it, you must check out QA Wolf.
Apple and Google have formed a multiyear partnership to power Apple's AI features with Google's Gemini model. Apple's future foundation models will lean on Google's cloud technology. Models will continue to run on Apple devices and the company's private cloud compute. The terms of the deal have not been made public, but in August, Apple was reportedly planning to pay about $1 billion a year to utilize Google's AI.
Meta Compute is a new initiative by Meta aimed at securing the enormous amounts of computing power the company's AI models need. Meta plans to build tens of gigawatts this decade as it races to develop superhuman untell agency. The company named Dina Powell McCormick as the new president and vice chair on Monday. Powell McCormick will work on developing partnerships with governments to finance and deploy data centers across the world.
Nvidia plans to invest $1 billion over five years in a new laboratory with Eli Lilly. The facility, to be built in Silicon Valley, will bring Lilly's lab expertise close to the center of AI innovation. It will help AI engineers learn what it takes to run lab equipment and research tasks. Nvidia plans to make its suite of AI models and agents tailored for the healthcare industry open source, so anyone will be able to tinker with the technology and adapt it to their needs.