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Ship your features to simulated users.
LLMHub is an AI-powered collaborative search platform that turns research into shared workspaces with real-time agents and zero friction for teams.
Jeeva is an AI sales agent that automates prospecting, outreach, and follow-ups so you can focus on closing deals and building relationships.
After leaving a pivotal role at Modal, a startup that grew to a $1 billion valuation, this engineer reflects on the journey from college to the tech industry. Modal offered opportunities to build complex systems, navigate social dynamics within a growing team, and contribute significantly to the codebase. Looking forward, the engineer plans to pursue new challenges while maintaining a focus on innovative system development and meaningful connections.
In football, "prevent defense" is a strategy used to protect a lead. It usually backfires. This same mindset kills startups. When an IPO gets close, founders often stop playing to win and start playing "safe." They hire people with impressive resumes who dilute the culture and turn product building into a committee process. The moment you stop doing the weird, risky things that got you traction is the moment you cap your outcome.
Investors just dumped $227 million into startups that essentially build fancy dashboards.
Vertical SaaS is about to repeat the "Embedded Finance" success story, but this time with AI.
Suggesting you build a product without talking to humans is usually heresy in Silicon Valley.
Writing "undetectable" AI content is a low-ROI trap.
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ThreatLocker's annual Zero Trust World [4] is the most interactive, HANDS-ON CYBERSECURITY LEARNING event. Join hacking labs, get Cyber Hero certified, and attend sessions with cybersecurity, IT, and business experts.
A breach of Mixpanel's analytics platform exposed OpenAI API user metadata, including names, emails, location data, internal user/org IDs, and browser information. No passwords, API keys, chat logs, or payment data were compromised, and ChatGPT users were unaffected. OpenAI immediately removed Mixpanel from production and notified impacted users. It is conducting a broader vendor security audit. This incident highlights third-party vendor risk. Organizations should inventory analytics tools that receive user data, enforce data minimization policies with vendors, have API users enable MFA, and monitor for targeted phishing using the exposed metadata.
Ransomware operators hit the Asahi Group in late September, crippling Japanese operations and exposing data on around 2 million people, including customers, employees, and their families. Personal information such as names, addresses, phone numbers, emails, birth dates, and gender was accessed, but no credit card data was involved.
Gainsight is investigating a breach involving its Salesforce-connected app, working with Mandiant and relying heavily on Salesforce logs to understand which customers were affected and how attackers used compromised OAuth tokens. The company insists that only a small number of customers saw data impact. Google Threat Intelligence has flagged hundreds of potentially affected Salesforce instances.
Threat intelligence focuses on understanding the external threat landscape, while threat hunting proactively investigates internal systems for threats that have evaded automated defenses through hypothesis-driven analysis and behavioral anomaly detection. The two functions create a feedback loop: intelligence provides IOCs, TTPs, and focus areas to guide hunting hypotheses, while hunting discoveries enrich intelligence with validated internal findings. Security teams should integrate both by using threat intelligence to prioritize hunting efforts via MITRE ATT&CK TTP mapping, embedding intelligence feeds into SIEM/EDR for automated IOC correlation, and establishing workflows that link hunting results to strategic and tactical intelligence products.
Syntax confusion arises when different components, such as browsers, proxies, frameworks, or libraries, parse the same input in conflicting ways, letting attackers bypass filters or change behaviour. By abusing alternate syntaxes, an attacker can slip dangerous characters or paths past validation and turn limited issues like SSRF or cache quirks into powerful primitives such as stored XSS or arbitrary file access.
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A fully searchable, client-side guide to 88+ tools across 15 categories for pentesters and red teamers.
GoDefender is a Go-based security toolkit that detects and defends against debugging, virtualization, and DLL injection attacks to hinder reverse engineering efforts. It provides virtualization detection, anti-debugging via API monitoring and critical function patching, and DLL injection prevention using Binary Image Signature Mitigation Policy to block non-Microsoft binaries.
Infisical is an open-source secrets management platform that features a dashboard, client SDKs for fetching secrets, an API, and integrations with several platforms, like Kubernetes and Terraform.
Socket Threat Research exposed North Korea's Contagious Interview operation, which added 197 malicious npm packages since October, using a GitHub-Vercel-npm delivery chain to distribute OtterCookie malware targeting blockchain and Web3 developers through fake job interviews. The malware performs comprehensive data theft. Security teams should treat npm installs as remote code execution, implement network egress controls on CI/CD systems, require code review for GitHub templates, and deploy real-time package scanning to detect behaviors like import-time loaders and eval on network responses before malware executes.
2025.11.28·links.tldrnewsletter.com·21 min read·TLDR InfoSec A 15-year-old in Jordan known as "Rey" was allegedly identified as a key administrator of Scattered LAPSUS$ Hunters after operational security failures. The group, which merged tactics from Scattered Spider, LAPSUS$, and ShinyHunters, conducted high-impact attacks against Jaguar Land Rover, Schneider Electric, Telefonica, and other major organizations using stolen Salesforce data, insider recruitment, and ALPHV/BlackCat ransomware variants. The group vigorously denied the allegations in a detailed Telegram response, offering 10 BTC to anyone who could prove Rey's identity with evidence. Rey himself claims he's been cooperating with law enforcement since June and is attempting to exit the cybercrime community.
A 2023 ransomware attack on Comhairle nan Eilean Siar forced the Western Isles council to rebuild multiple core systems, leaving some finance and revenue platforms still not fully restored two years later. The incident has cost around £950,000, created large data gaps and backlogs, and left staff under intense, prolonged pressure.
Microsoft Teams' cross-tenant guest chat feature (MC1182004) bypasses all Defender for Office 365 protections when users accept external tenant invitations.
Microsoft will implement a strengthened Content Security Policy for Entra ID by October 2026 that blocks external script injection and cross-site scripting attacks.
The Contagious Interview campaign targets Mac users through fake LinkedIn job postings that lure victims to fraudulent assessment websites.
US retailers see AI agents as a new gateway for holiday shopping and are shifting tactics to appear in AI-driven recommendations. Companies are posting far more content and even creating invisible websites for AI scrapers because ChatGPT referrals to major retailers still account for less than 1% of traffic. Some brands are using influencers, awards, and voice assistant ads to increase the data that AI tools draw from, while others rely on Google's expanding AI shopping features to surface products. Amazon said shoppers using its Rufus agent are 60% more likely to buy products, which signals how valuable AI-guided traffic could become.
Pay-per-crawl experiments are creating ways for publishers to monetize AI use of their content. Vodcasts and creator-inspired formats are helping publishers reach audiences with more engaging video. Independent, creator-led media is scaling sustainably through subscriptions. Publishers are increasingly embracing marketing, running brand campaigns and paid promotions to highlight their credibility.
The key to high-quality AI-generated website copy is a structured workflow rather than a single prompt. Start with a base like a positioning memo and brand voice guide, then feed AI-rich context from customer transcripts to create persona briefs that capture pain points, transformations, and quotes. Use those briefs to craft a website styling guide that mirrors customer language, define page structure and content order, then generate copy with all guardrails attached. Human edits between steps refine it to near-final quality.
Product release emails fail because users are flooded with announcements. They care about outcomes, not features. To improve opens and adoption, use subject lines that highlight benefits. Keep emails under 30 seconds, show the feature with a GIF or diagram, focus on benefits over features, use one clear CTA, and segment audiences by usage or role. Simple, human language with visual proof and targeted messaging ensures your email drives product use.
Meta has quietly expanded its Creative Testing tool to support up to 10 ad variations in a single ad set, doubling the previous limit of five. This change benefits companies with ample creative resources, allowing broader testing within Meta's structured environment. However, the tool still requires new ad creation for testing, which can slow workflows.
This article features 13 SEO blogs that produce operationally relevant insights backed by data and experimentation. Each blog is run by experienced practitioners who actively test AI visibility, traffic attribution, and content ranking factors. Highlights include research into how ChatGPT filters sources by freshness and authority, GA4 attribution models for AI browsers, and how long-tail queries are less affected by declining click-through rates. For brands adjusting to AI-dominated search results, these blogs offer strategic guidance on entity modeling, structured content, and new SERP patterns.
Gen Z is driving renewed interest in physical music formats and is adding CD players to Christmas wishlists as part of a broader search for nostalgia and community. A survey found that 76% of Gen Z shop for records once a month, 80% own a record player, and 84% shop for records in-store. Many young people value physical music because 76% want a tangible copy and 57% prefer the in-store experience. This trend reflects the influence of culture and the desire for belonging, which creates opportunities for product innovation and authentic community engagement.
The Thanksgiving table as we know it today was largely constructed through deliberate brand positioning rather than historical accuracy. Products like turkey, cranberry sauce, and pumpkin pie were consolidated into the American holiday experience through nearly a century of advertising in publications such as Good Housekeeping. Brands focused on making these items feel essential, not only by promoting product features but also by associating them with emotional themes like family, gratitude, and tradition.
AI models are becoming trusted advisors, not search engines. Last year saw 700 million product conversations, mostly seeking recommendations. Buyers provide context and expect tailored guidance, prompting models to act like influencers who form opinions and recommend the best fit. Opinions are shaped by what models can read, so clarity, specificity, and consistent proof build trust. Brands must understand AI perceptions, identify harmful assumptions, and create content that improves recommendations.
Top podcasts include How I AI, Decoding AI for Marketing, and Superhuman AI.
Follower count no longer serves as a reliable metric for social media performance.
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Traditional SaaS pricing models weren't built for AI. Costs are unpredictable, value is harder to measure, and the old playbooks don't apply.
The surge of AI hype and tool obsession is pushing PMs toward quick fixes and away from the fundamentals that matter. Strong product work still depends on clear thinking, strategy, alignment, and deep problem understanding. AI should support those efforts instead of replacing them.
In a new market, technology means nothing until a strong go-to-market motion gives it value. Anchor pricing high, use direct sales, refine your story, and avoid shortcuts that kill your long-term market.
Plans fall apart fast. Planning together gives teams the shared language, decision points, and honest conversations they need to adapt when priorities shift. The teams that ship are the ones that treat planning as a way to build clarity and alignment, not as an attempt to predict the future.
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Year-end planning shapes who gets promoted, invested in, or tapped for new roles. Make sure leaders remember you by creating positive recent touchpoints, sharing a concise highlight reel, and showing gratitude.
This guide matches product ops challenges to the book that will help you solve them. It gives you the fastest path to clarity and momentum when your team is stuck.
People think in different ways. When we learn to bridge concrete and abstract styles, collaboration gets easier and outcomes improve.