Google Pixel 10 is the first smartphone to implement C2PA Content Credentials in its native camera app, automatically attaching cryptographically-signed metadata to all photos that documents their creation and editing history. The feature uses hardware-backed security through Tensor G5 and Titan M2 chips to achieve C2PA Assurance Level 2, ensuring tamper-resistant verification while preserving privacy through anonymous attestation and one-time-use cryptographic keys. Google Photos will display this provenance information to help users distinguish between authentic images and AI-generated or edited content, with the capability rolling out gradually to other Android and iOS devices.
When developing detection rules, assumptions are inevitably made that may lead to false positives. When tuning an alert for false positives, detection engineers may run up against telemetry limitations that force them to reconsider their initial assumptions. These limitations may lead the team to recreate the rule from a different data source, accept some amount of false positives, aggressively filter the rule and accept a certain amount of potential misses, or altogether scrap the rule.
Sponsored
If you're leading governance, risk and compliance, you're under constant pressure: security reviews, audits, vendor questionnaires -
streamlines the entire GRC workflow. Security questionnaires? Automated. Evidence collection? Continuous. Risk management? Built in.
The Eviction Strategies Tool is a tool, maintained by CISA, designed to help incident responders during the containment and eviction phases. It is comprised of a stateless webapp and a database of post-compromise countermeasures mapped to adversary tactics, techniques, and procedures (TTPs).
FACADE is an enterprise security anomaly detection system made by Google. It uses high-precision deep learning across various applications, including defense against insider threats, ACL recommendations, and account compromise detection.
Hush Security is a platform that eliminates credential-based threats by replacing secrets and vaults with just-in-time, policy-based access for machines, removing the need for credentials entirely.
Microsoft Teams will begin automatically alerting users when they send or receive a private message containing links that have been flagged as spam, phishing, or malware for all Microsoft Defender for Office 365 and Microsoft Teams enterprise customers. The feature will enter preview this month. It will be enabled by default when it reaches general availability in November.
The United States has surpassed all other nations in funding commercial spyware, driving a rapidly expanding global market. New research reveals that US investors now dominate this space by channeling money through hedge funds and pension plans into companies involved in spyware surveillance. Current regulations largely fail to address these financial flows, highlighting growing accountability and policy gaps.
A surge in UK school cyber breaches is driven by students, who are responsible for over half the incidents. These breaches often result from weak passwords, misplaced logins, or staff security lapses. They usually do it as a dare, revenge, or attention-seeking, though some cases involve sophisticated attacks.
Sponsored
A European DDoS mitigation service provider was hit by a massive distributed denial-of-service attack that reached 1.5 billion packets per second.
Senator Ron Wyden has urged the FTC to investigate Microsoft after a ransomware attack on major US hospitals exposed flaws in Windows security.
EggStreme is a new fileless malware framework used by a China-based APT group to target Philippine military organizations and APAC entities.
AI search surfaces content from Reddit, YouTube, TikTok, Substack, and other community spaces instead of brand-owned sites. Visibility comes from what people say, not what brands publish. To show up, brands need conversation in public, indexable spaces. PR, creator content, and user-generated discussion matter more than ads. Influencers must go beyond mentions to demos and explainers. Content should be structured for humans who skim and machines that scrape. The most visible brands will be those people are already talking about.
Netflix is making its ad inventory available through Amazon's DSP starting in Q4 across 12 global markets, including the US, UK, Japan, and Germany. The partnership gives advertisers programmatic access to Netflix's growing ad-supported audience, while Amazon offers vast commerce and identity data for targeting. The move positions Amazon as a central hub for streaming ad buying and further pressures competitors like The Trade Desk, whose stock has already declined.
Instagram grew by designing for perceived speed rather than actual speed. It used predictive uploading by starting the photo upload as soon as users selected a filter, which made posts appear instant. This UX strategy gave it a major edge over competitors like Hipstamatic, which focused on image quality instead of speed. The approach helped Instagram reach 25,000 users on launch day, 1 million in 3 months, and 14 million in 14 months.
Party Hard Travel redesigned its Ayia Napa events package webpage and saw a 5% increase in signups. Heatmaps showed that while 80% of visitors saw the package price, fewer than 30% reached the section listing everything included, which meant most missed the strongest value proposition. Interviews confirmed users often overlooked key reassurances and benefits buried further down the page. Small changes, like reducing the hero image size, adding reviews at the top, and improving navigation, increased visibility of package details by 13% and boosted trust.
Brands are doubling their spend on catalog ads (or dynamic product ads). Once thought of as ugly, low-value retargeting units, they now drive prospecting, brand awareness, and sales at scale. Misconceptions about frequency and design are fading as advertisers see that well-built catalogs can look polished and perform better with repeated exposure. Beyond Meta, platforms like Pinterest, Reddit, Snap, and even connected TV are expanding their catalog offerings, giving brands more channels to grow with a format that reliably works.
Meta is expanding Reels trending ads to all advertisers after early tests showed that they boosted unaided awareness by 20%. Threads, now with 400 million monthly users, is adding new ad formats, including carousel ads, 4:5 image and video ads, and upcoming Advantage+ catalog and app ads. Meta is also introducing simplified campaign setup for Threads, allowing advertisers to run ads without a Threads profile by using existing Instagram or Facebook content. Advertisers can now use value rules for awareness and engagement objectives, and landing page view optimization has been enhanced to lower costs and improve traffic quality.
Use the "Branch in new chat" button to fact-check AI output without cluttering your main thread. Open a new branch from the response you want to review, then ask the AI to list all factual or verifiable claims. This gives you a clear checklist to confirm accuracy while keeping your original conversation focused.
Luckin Coffee collapsed in 2020 after admitting to fabricating revenue, but it has since staged a major turnaround. It is now the largest coffee chain in China with over 26,000 stores, more than 10 billion drinks sold, and projected 2025 revenue of $5.7B, nearly five times higher than during its bankruptcy. The company shifted from a discount-driven model to a premium strategy, creating hit drinks like the Coconut Latte and Moutai Latte that cater to Chinese tastes, and pairing them with high-profile collaborations and cultural tie-ins. Its data-driven approach to store placement increased new store survival from 63% in 2019 to 93% in 2021, while continuous product testing allowed it to launch 100+ new drinks in 2023. With its first two US stores open in 2025, Luckin now aims to challenge Starbucks and other chains in a highly competitive American market.
2025.09.12·embeddedbrandstrategy.substack.com·10 min read·TLDR Marketing The era of easy growth through content is over as AI and mass publishing have created a red ocean of content. Audiences are overwhelmed with frameworks and reluctant to engage with content that feels unoriginal or AI-written. Success now depends on differentiation, auditing existing content with a stop-start-continue framework, grounding stories in real experiences, and amplifying them through distinctive branding. Marketers who repurpose lived insights into skimmable, highly visual formats are more likely to maintain attention while others disappear in the noise.
Pinterest is adding a “find retailers” button to Pins that lets shoppers choose where to buy products, and early tests show better performance compared to single-link referral campaigns.
LinkedIn users can now track “sends” and “saves” in their stats.
Ideas include lazy PowerPoint, “POV: you're getting robbed but…”, and toxic motivation.
Sponsored
Behavioral analytics captures the _what_ but rarely the _why_.
Early retention determines long-term success. Churn is nearly irreversible, and viral growth without stickiness fails. Great retention requires timing, strong category choice, and a product that feels magical.
GTM engineering is trendy in 2025, but jobs are still rare compared to other go-to-market roles. Companies are testing it through agencies, internal reskilling, or RevOps teams rather than making direct hires.
AI speeds up product work, but complexity still creates risk in handoffs. Product managers now thrive by mastering orchestration - mapping dependencies, creating lightweight rituals, and surfacing risks early to connect strategy with delivery.
2025.09.12·amycmitchell.substack.com·5 min read·TLDR Product AI is rapidly expanding into trillion-dollar markets, powered by exponential cost declines and breakthrough capabilities. Startups are scaling faster than past tech cycles, with new pricing models set to disrupt incumbents and capture outsized value.
Sponsored
For PMs building production-ready AI agents who need to move beyond high accuracy to high adoption. Join us live to learn architectural patterns that create magical user experiences, not just smart responses. Deep dive into actual implementation using battle-tested open source tools like Strands while leveraging production services from AWS.
A “Growth Team of One” thrives by wearing multiple hats - executing, analyzing, researching, and prioritizing with speed. Aligning around user value, trust, and shared quality turns hybrid operators into powerful growth drivers.
Startup founders validate ideas in unconventional ways, from testing risky assumptions with quick experiments to pitching raw concepts to strangers or leaning on fellow founders. The key is to gather honest signals that build conviction before investing years into building.
Great leadership blends structure with tenderness - hiring for difference, fostering rhythm, and acting with care. By valuing individuality and trust, teams grow stronger, more resilient, and deliver lasting impact together.
AI is reshaping management by reducing middle roles, blurring IC and manager boundaries, and requiring clearer purpose-setting. While AI eases execution, leaders must balance stability and adaptability to guide anxious teams through change.
Overanalyzing life through broad patterns can blind people to their individuality.
Bun is a JavaScript runtime that achieves faster package installation times compared to npm, pnpm, and yarn by treating it as a systems programming problem rather than a JavaScript one. This speed comes by minimizing system calls by using Zig, caching manifests in binary format, optimizing tarball extraction, using OS-native file copying mechanisms, and scaling across multiple CPU cores. Unlike Node.js-based package managers that suffer from JavaScript overhead and thread pool limitations, Bun directly invokes system calls, resulting in faster file processing.
Hashed sorting can outperform hash tables for counting unique values in large arrays despite hash tables having better theoretical complexity. This is because hashed sorting uses memory bandwidth more efficiently, especially when data outgrows CPU caches. While hash tables are preferable when accesses outnumber unique keys, hashed radix sorts shine when accesses and unique keys are in the same order due to their smaller memory footprint.
Core React concepts like hooks, functional components, and state management carry over when transitioning from React to React Native. However, developers must adapt to using native components instead of HTML elements, JavaScript objects for styling instead of CSS, and React Navigation instead of React Router. The good news is that API handling with libraries like Axios and TanStack Query remains largely the same, and responsive design principles using Flexbox still apply.
Many challenging Leetcode problems can be easily solved using constraint solvers, a more effective approach than writing custom algorithms. This article contains several examples that show how problems like the coin change, stock trading, and histogram area can be elegantly expressed and solved using MiniZinc.
Modern frontend development has become overwhelmed with too many tool choices. The early period back in the early 2010s felt simpler due to constrained tool defaults, modest developer expectations, and stable web standards, whereas post-2015 saw an explosion of tools driven by rapid ECMAScript releases, evolving web standards, and the rise of single-page applications (SPAs) and TypeScript.
will cover best practices for creating customized multilingual websites, what you need from a language API, and how to stay secure
Sponsored
Launching or scaling a multilingual website? Learn how to do so
Reshaped is a library of beautiful React and Figma components for building products or design systems.