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Pompelmi is an open-source Node.js upload security library that performs local, in-process scanning for spoofed files, archive bombs (ZIP traversal and nesting), polyglots, and script-bearing document structures without requiring a cloud API or daemon. It exposes typed verdicts with structured reasons for allow, quarantine, and reject flows, and ships framework adapters for Express, Next.js, NestJS, Koa, and Fastify with optional YARA and ClamAV integration.
ics-phishing-toolkit is a toolkit for remediating malicious calendar invites for teams using email solutions that don't natively remediate these issues.
tuxid is a lightweight, POSIX-compliant shell script that collects hardware, system, and network signals to generate a unique, reproducible fingerprint for a Linux machine.
OFAC sanctioned six individuals and two entities tied to the DPRK IT worker scheme (Coral Sleet/Jasper Sleet/Wagemole), which uses stolen identities, AI-generated personas, and Faceswap-altered documents to place North Korean operatives at Western companies, funneling salaries back to fund WMD programs. The operation runs through a multi-tiered structure of recruiters, facilitators, and western collaborators sourced via LinkedIn and GitHub, with operators tunneling traffic through Astrill VPN's US exit nodes from China-based infrastructure to masquerade as domestic employees. Post-access activity included proprietary data theft, extortion, and the use of agentic AI to generate and refine malware components. Microsoft has advised defenders to treat these intrusions as insider-risk scenarios and to monitor for abnormal credential use and low-and-slow access patterns.
FedRAMP spent nearly five years, 480 hours of review time, and 18 technical deep-dive sessions attempting to obtain basic data flow diagrams from Microsoft for its Government Community Cloud High (GCC High) offering, used by the Justice and Energy departments to protect information whose exposure "could be expected to have a severe or catastrophic adverse effect" on government operations. Microsoft's third-party assessors, Coalfire and Kratos, privately back-channeled to FedRAMP that it was "difficult to impossible" to obtain sufficient documentation, while a 2024 review team found fundamental issues with vulnerability remediation and scanning in Exchange Online and Teams alone, yet FedRAMP authorized GCC High on December 26, 2024, solely because widespread federal and defense-sector deployment made rejection impractical. DOGE has since gutted FedRAMP to a $10M annual budget with a skeleton staff, effectively reducing the program to a rubber stamp. At the same time, agencies are being pushed to adopt cloud-based AI tools handling reams of sensitive government data.
After a Meta employee posted a question on an internal forum, another engineer asked an AI agent to analyze the question, and the agent posted a response without the engineer's approval. The original poster took action on this advice and inadvertently exposed massive amounts of company and user data to engineers who were not authorized to have access to it. This follows a post last month by a safety and alignment director at Meta Superintelligence that an OpenClaw agent deleted her entire inbox despite being instructed to request confirmation before acting.
IBM X-Force and Flare Research mapped the full org chart of North Korea's fake IT worker operation, revealing 100,000+ workers across 40 countries earning $500M annually for Pyongyang via a structured hierarchy of recruiters, facilitators, and Western collaborators using tools like OConnect VPN and IP Messenger to secure and maintain remote IT roles at Western companies.
Eclypsium disclosed nine vulnerabilities across four low-cost KVM-over-IP devices from GL-iNet, Angeet/Yeeso, Sipeed, and JetKVM, including a CVSS 9.8 pre-auth RCE chain in the Angeet/Yeeso ES3 and unsigned firmware update mechanisms that could allow backdoored images.
Ubiquiti patched CVE-2026-22557 (CVSS 10.0), a path traversal flaw in UniFi Network Application v10.1.85 and earlier enabling account takeover, alongside CVE-2026-22558 (CVSS 7.7), an authenticated NoSQL injection enabling privilege escalation.
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The brands making their mark with voice AI treat it like a core identity asset, with the same rigor of logo design and the priority of a product launch. Amplified 2026 [4], Voices' Annual State of Voice Report, shows exactly how they're doing it: insights from 700 enterprise leaders and consumers [4], four defining trends, and the clearest picture yet of where voice AI is headed and what leaders need to do to lock in their brand voice.
Marketing teams will centralize work in GitHub to move faster and reduce chaos from scattered tools. It replaces fragmented systems like docs and analytics platforms by storing all files, history, and updates in one repo. This setup lets teams track every change, access real time business context, and avoid time lost searching for information. Pairing it with AI tools like Claude Code allows instant analysis across files and faster campaign creation. Small teams under 5 people and large teams over 100 people can improve output speed by up to 10x through better organization and shared context.
The advertising holding company model is being dismantled across Madison Avenue, with WPP reorganizing into four operating divisions and competitors pursuing similar consolidation. Publicis Groupe is the furthest along, having spent 10 years integrating its agencies into a single company and delivering 5.9% organic growth in Q4 2025. Analysts note the shift is driven by both Wall Street pressure and preparation for AI, as firms move toward platform and subscription-based revenue rather than traditional time-and-materials billing.
Fishwife treats social media as an expression of constant brand momentum, maintaining at least one major announcement per month and dedicating roughly 75% of the brand marketing manager's time to planning newness. When the sardine health trend took off online in early 2026, retail unit velocities tripled and DTC sales doubled compared to the previous quarter. The team invests in creators who are already part of the Fishwife community rather than running broad discovery campaigns, and spent almost nothing on influencer marketing until about 18 months ago.
Retention improves when companies reduce friction and give users flexible ways to stay engaged and pay. A downgrade option like a $5 Lite plan captured about 10% of churn attempts and improved long-term retention even though short term revenue dropped. In-product alerts for failed payments increased recovery by 50% and lifted successful payment updates from about 20% to over 30%. Daily free credits and credit rollovers kept users active and reduced churn by maintaining perceived value and encouraging return usage. Adding top-ups improved overall retention by 7% and showed that better monetization fit leads to stronger user loyalty over time.
Start by building a reference library from product docs, case studies, sales demos, and CSM transcripts. Train Claude on this library along with tone and ICP to create skills like ad copy, headline, creative brief, and cold outbound email generators. Next, gather and enrich company and persona data with Clay and Apollo. Have Claude analyze ICP tiers for both accounts and personas, then feed those insights back into the skills. This setup allows personalized campaigns and outbound sequences for every audience and account type.
This post shows how an automated report built with Claude Cowork can deliver a full onboarding performance breakdown to Google Drive each week. The report covers trends, issue detection, and audience insights, saving time and improving visibility. Key features include a weekly snapshot highlighting important metrics and a signup profile showing team size and industry mix. A setup guide and plug-and-play template are available, with the link provided in the comments.
LinkedIn is helping B2B marketers scale influence with video through Top Voices 360 sponsorships, enhanced BrandLink features, and flexible CTV buying. Brands can sponsor content across shows, co-branded posts, and events. BrandLink expands reach to 40+ publishers, simplifies campaign setup, and streamlines payments via Stripe. Flexible CTV buying through The Trade Desk offers programmatic options. Video and creator campaigns drive results, with 82% of marketers citing ROI, 81% noting faster sales cycles, and 56% of buyers relying on creator input to finalize decisions.
Virality is often manufactured through tactics like clipping, which helped Braden Peters generate over 1B views in a month from 34,667 videos and 645 clippers. Clipping acts as a paid distribution engine, and it is now standard practice for creators and brands that want scale. Marketing is shifting toward extreme segmentation and personalization, as AI lowers production costs from about $100,000 for ad variants to near zero and enables highly tailored content for micro-audiences. This shift improves ad ROI and relevance, but it also increases content volume and competition for attention. Brands must balance this noise with a clear narrative, since fragmented messaging weakens positioning while consistent storytelling strengthens it across channels.
Parents in marketing develop stronger time management and leadership skills. 83% of mothers report improved multitasking and around 70% of fathers cite increased empathy. However, many companies fail to recognize this value. Nearly 45% of working mothers say their career progression has been impacted, pushing many toward flexible or independent work. Companies that overlook these contributions risk losing high potential leaders.
PMMs should align every initiative to core business goals and clearly explain the ‘why' before jumping into tactics.
Tubi has launched a "Creatorverse Incubator" in partnership with TikTok, giving selected creators support and potential funding to develop original series.
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It used to be simple: check an ID, match a face, move on. Now you're dealing with AI-generated selfies, synthetic IDs, and bot networks that pass basic verification without breaking a sweat.
When shipping becomes easy, the real challenge is deciding what not to build. Speed without judgment leads to bad products, so product leaders must protect direction, quality, and long-term trust.
PM Agent OS is a full-stack system where AI agents create product documents, pipelines connect workflows, and approvals and audit logs keep everything controlled and traceable. Its key insight is that AI for product teams matters most when outputs are grounded in evidence, reviewed by people, and governed with clear rules.
Great product teams rely on messy, evolving docs to think, align, and adapt in real time. The key is not cleaning up the mess, but creating simple ways to make that work visible without breaking how teams operate.
Competitive differentiation is often a trap because it pushes teams to focus on being different instead of being better. The smarter question is what real advantage you have, and how to turn it into a product customers clearly prefer.
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Benchmarking your AI maturity shouldn't be a gut feeling. ThoughtSpot's New Operating Model for Analytics report surveyed 1,200 data and business leaders to surface the five signals you need to stay
Retention improves when you reduce friction and align pricing with how users actually behave, even if it hurts short-term revenue. The best teams play the long game, designing for user value and waiting long enough for retention gains to compound.
Snap scaled experimentation by switching to GPU-accelerated data processing, making A/B testing faster and cheaper. This lets them run more experiments and ship better products more efficiently.
AI outputs improve when you provide enough independent context to remove ambiguity. The goal is not a better prompt, but a clearer picture so only one interpretation makes sense.
The right trial length depends on how quickly users reach value and build habits, not on industry defaults. Optimize for long-term retention and revenue, not just conversion, and design trials to drive real engagement.
Speed only matters if it's paired with real user learning.
AI adoption works when you approach it like a product problem, focusing on high-value use cases and redesigning workflows.
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Under pressure to modernize AND GET AI-READY FAST, but unsure where to start? In this fireside chat [4], Reddit CISO and Head of Corporate Engineering Sean Joerg shares the playbook his team used to UNIFY WORK
Stitch is a vibe design tool with an AI-native canvas that can hold and reason across images, code, and text simultaneously. The design agent understands users' entire canvas context, allowing them to swap images, generate product briefs, or mix mobile and desktop screens on the same canvas. Users can vibe design with just their voice, and also ask for design critiques and variations. The tool creates instant prototypes so users can preview the interactive app flow.
Amazon's contract renewal negotiations with the US Postal Service have fallen apart. The company plans to sharply reduce the number of packages it sends through the Postal Service when the contract expires at the end of September. It has submitted a bid as part of the Postal Service's auction process with the hope of continuing the partnership, even at a reduced level. Amazon last year committed to spending roughly $4 billion by the end of 2026 to triple the size of its rural delivery network.
TransAstra, a Los Angeles-based company, plans to fly out to a smallish, near-Earth asteroid, throw a large bag around it, and bring the body back to a safe gathering point near Earth. One of its customers has agreed to fund a feasibility study of the mission. The study will be completed by May, after which the company will further refine its mission plan. If fully funded, the mission could rendezvous with an asteroid as early as 2028.
Starlink is a true technological leap over every other form of airline Wi-Fi. The older forms of satellite Wi-Fi are fundamentally constrained by the laws of physics. Starlink's network can provide global coverage, and its lower orbit means that planes are much closer. However, the lower orbit also means much more damage to the satellites, causing them to degrade in about five years.
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Every deal you've lost to a forgotten follow-up was preventable. Lightfield [9] is the first AI-native CRM with complete customer memory — it updates itself, drives next steps, and answers questions so you stop losing deals. TLDR readers get 3 months free with code:
OpenAI Codex is a coding agent that can write features, fix bugs, answer questions about codebases, and propose pull requests. Each task runs in its own isolated cloud sandbox, and users can assign multiple tasks in parallel while monitoring progress in real time. The system has three layers: the agent loop, prompt and context management, and the multisurface architecture that lets one agent serve many different interfaces. Understanding how the system works helps users work more effectively.
The Machine Payments Protocol is an open protocol for machine-to-machine payments. It allows developers to charge for API requests, tool calls, or content. Agents and apps pay per request in the same HTTP call. The protocol works with stablecoins, cards, and bank transfers in any currency.
The field of computer science is changing as AI is now able to perform many of the tasks expected of junior developers. This is causing some students to feel apathetic about their career potential in the field. Teachers face challenges with figuring out how to teach the fundamentals that students will need to become senior engineers without the experience that working as a junior provides.
Local models can often run faster than large proprietary models, and without much decline in performance. Faster responses mean quicker and more revision cycles. Some tasks need the increased performance of larger models, but many everyday tasks will benefit more from tighter feedback loops. The smartest AI is not always the best AI to get the job done.
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Your metrics may look healthy, but hidden inefficiencies are slowing