There are now over 117,000 million-dollar one-person businesses in the US, up nearly 4x in a decade. Gamma went from 60,000 users and almost no runway to 70 million users and a $2.1B valuation - with 50 employees. The question "do I even need a technical co-founder?" used to sound naive. Now it might be the most important strategic question a founder can ask. Six moats that still hold when every competitor has access to the same APIs, and why your goal before raising a single dollar should be getting 10 people to pay you, not 10 people to say they like your idea.
It's now possible to build a digital assistant that triages your inbox, organizes your day, and handles the operational overhead of your life, even if you aren't a programmer. This post details how Jim Prosser, a 43-year-old tech communications consultant who runs a solo practice, created such an agent over 36 hours with Claude Code. Prosser has no coding credentials, but he designed the system. People who learn how to automate and build systems like this now will have an enormous advantage in the future.
Most identity governance platforms create more manual work instead of reducing it. Databricks took a different approach with Opal, using automation and developer-friendly policy controls to manage access at scale while giving security teams visibility and control.
Following a recent announcement of a critical SD-WAN vulnerability that is being actively exploited, Cisco has identified two additional vulnerabilities also being exploited by attackers. One vulnerability allows authenticated attackers with read-only access to overwrite arbitrary files, and the other is an information disclosure flaw that requires local attackers to have vmanage permissions. Cisco recommends users upgrade to a patched release to protect against these issues.
A hacker has started emailing customers of restaurants that use the HungerRush point-of-sale platform, informing them that their data was compromised and that HungerRush is ignoring their demands. Alon Gal, CTO of Hudson Rock, posted that infostealer logs show a HungerRush employee's device was hacked, which enabled the attacker to move laterally within the environment. However, HungerRush says that a third-party vendor's compromised credentials were used to access its email marketing account. The attacker claims to have data records for millions of customers containing names, emails, passwords, addresses, phone numbers, dates of birth, and credit card information. However, HungerRush disputes this, stating that no personal or financial information was stolen.
Researchers at Microsoft Threat Intelligence have detected a malware campaign in which attackers are using trojanized executables, masquerading as Roblox and Xeno utilities, and circulating them through chat rooms to install malware on users' systems. The malware installs a portable Java runtime, which runs a malicious JAR that relies on LOLBins to download and run a remote access Trojan (RAT). The RAT then tries to delete traces of the initial infection and add Windows Defender exclusions for the malicious files.
Nemesis 2.2 automates the full Windows DPAPI decryption chain, covering SYSTEM and user masterkeys, CNG keys, and Chromium's App-Bound Encryption introduced in Chrome 137+, which added a third decryption layer via the Google Chromekey1 CNG key stored in the Cryptography API Next Generation Key Storage Provider. The platform supports multiple credential input paths, including offline registry hives, LSASS dumps, NTLM hashes, and domain DPAPI backup keys, with the latter enabling persistent forward and retroactive decryption of all linked domain user masterkeys. Red teamers should note that submitting a domain backup key to Nemesis is the highest-leverage move, as it unlocks both existing and future masterkey blobs without requiring resubmission of per-user credentials.
ByteDance's Pangle ad SDK is embedded in more than 40 popular apps, including Duolingo, BeReal, Character.AI, and others, sending rich device fingerprints to ByteDance servers via HTTPS. The SDK uses a “cypher:3” scheme where each payload literally contains its own AES key and IV, plus a hardcoded AES key reused across versions, making the extra “encryption” simple obfuscation rather than real protection. Decrypted traffic reveals granular hardware, state, network, and identifiers, as well as regulatory-consent fields, while a stronger ECIES-based “cypher:4” is reserved for ad metrics, underscoring that user fingerprint data is only weakly protected despite its high tracking value.
A common challenge to passkey adoption is a user's difficulty signing in on a device that doesn't have the passkey installed and can't retrieve it from a cloud password manager. Hybrid transport addresses this issue by enabling cross-device passkeys, allowing a user to use another device's passkey to sign in. The flow involves the site the user wants to authenticate to generating a QR code, which the user then scans with another device. That second device performs a challenge-response with the server and a proximity check using BLE with the first device. If the challenge succeeds, the user is logged in on their original device.
Attack surfaces are larger than ever, traditional security testing isn't keeping up, and AI is making it worse. This Cobalt whitepaper [13] lays out the case for true security through a programmatic, offensive approach. Download it for 6 actionable recommendations to
An eBPF-based mandatory access control system for Linux that enforces role-based policies on file access, network operations, and process execution using BPF LSM hooks and task_storage maps. Processes enroll via Unix socket or auto-enrollment triggers (executable path, cgroup, or xattr), with jail policies inherited by child processes. Two deployment modes are supported: a daemon mode with hot policy reload and a daemonless mode that pins BPF programs during early boot to reduce the attack surface.
Reclaim Security is an AI-powered platform that turns vulnerability and threat-exposure findings into safe, automated remediation actions, simulating business impact to help organizations fix critical risks quickly without disrupting operations.
This repository contains Red Team Automations (RTAs) implemented in Python. These RTAs either reference binary samples by specifying a sample hash that exhibits behaviors we aim to detect or emulate attacker behaviors through code.
As age-verification laws spread across 25 states in the US and over a dozen countries, anonymous credential systems built on blind signatures and zero-knowledge proofs offer a cryptographic path to proving attributes such as age or residency without exposing the underlying identity to issuers or relying parties. The core challenge is preventing credential cloning: single-use Chaumian credentials bound to blind-signed serial numbers address this but require per-session issuance, while ZK-based reusable credentials solve efficiency and expressiveness at the cost of requiring N-time use limits enforced via PRF-derived serial numbers or hardware binding. Security practitioners building identity systems should treat the issuer-resource collusion threat model as a first-class design requirement rather than an afterthought.
2026.03.06·
blog.cryptographyengineering.com·18 min read·TLDR InfoSec
Researchers from IMDEA Networks Institute demonstrated that Tire Pressure Monitoring Systems (TPMS) in vehicles from Toyota, Mercedes, Renault, and Hyundai broadcast unencrypted, static sensor IDs that can be captured with ~$100 SDR hardware at distances exceeding 50 meters, enabling persistent vehicle fingerprinting via Jaccard index correlation across a network of roadside receivers. Over a ten-week field study, the team collected more than 6 million messages from more than 20,000 vehicles, confirming that TPMS data can be used to reconstruct detailed movement patterns and daily routines. Researchers are calling on manufacturers and policymakers to mandate rotating sensor IDs, as current EU and UK regulations legally require TPMS but do not mandate encryption or ID randomization.
Italian prosecutors confirm that the phones of journalist Francesco Cancellato and activists Giuseppe Caccia and Luca Casarini were hacked using Paragon's Graphite spyware in a coordinated 2024 campaign, while the perpetrator and motive remain unclear. Authorities' failure to detect infections identified by Citizen Lab and prior oversight gaps raise serious concerns about the government's use of commercial spyware and safeguards for journalists across Europe.
Bitwarden now supports phishing-resistant Windows 11 login using vault-stored passkeys via Microsoft's FIDO2 security key flow, available across all plans for Entra ID-joined devices.
Iranian state-linked crews are scanning and exploiting known, patched flaws in Hikvision and Dahua IP cameras across Israel and nearby states, using commercial VPNs and VPS infrastructure as staging.
International Operation Leak has dismantled the LeakBase credential marketplace, seizing its database, two domains, and rich metadata on 142,000 users trading credentials, PII, and financial data.
Every company covers the baseline 90% (logo, website, socials, and so on). But truly standing out requires focus on the final 10%. So what does that mean in practice? A shinier logo? More display ads?
Brands are leaning into gamified micro-creator programs that reward consistent content, moving away from one-off influencer deals. Programs like Urban Outfitters' Me@UO and Sephora's creator ecosystem give smaller creators commissions, access, and perks, while allowing brands to guide content and shape engagement. These programs increase loyalty and let creators contribute to product and campaign decisions. They also act as low-lift entry points for emerging creators and can lead to bigger collaborations with brands.
Social media exposes young men to messages about dominance and young women to traditional femininity. Gen Z men are more likely to support traditional gender roles. 31% believe a wife should obey her husband compared to 13% of men over 60. Among women, 18% of Gen Z agreed versus 6% of older women. Beliefs vary by country, from 4% in Sweden to 66% in Indonesia, and 80% in Thailand feel women's equality has gone too far. These influences are shaping attitudes even as most people hold progressive views.
Mother's Day opt-out emails started as a thoughtful gesture but lost their impact once brands flooded inboxes with identical messages. Email has no algorithm to filter trends, so people receive every version. Instead of sending a separate opt-out email, design campaigns around customer behavior by using purchase history and intent signals to exclude irrelevant audiences. If you offer an opt-out, place a simple link at the top of the campaign so one click adds them to a Mother's Day exclusion segment.
A growing tactic in B2B marketing is assigning a dedicated social personality to post humorous or relatable content from a personal LinkedIn account, creating daily visibility with target prospects. By connecting with potential buyers and having internal teams engage with each post, companies trigger LinkedIn's algorithm to repeatedly surface that content in prospect feeds. The goal is to build familiarity and positive sentiment long before a sales conversation begins.
Instagram is shifting discovery from hashtag tactics to AI interpretation, introducing follower-only early access Reels, clickable in-video links, expanded analytics in the Edits app, AI comment sentiment summaries, and a reduced hashtag cap. Brands should treat early access posts as loyalty content or launch moments, use link overlays to move viewers between episodes or tutorial steps, and track the lowest skip rate metric to identify which opening visuals retain viewers. With fewer hashtags allowed, distribution now depends on clear on-screen language and strong audience retention signals.
Claude Code can act as a centralized SEO analysis hub by pulling data from Google Search Console, GA4, Google Ads, and AI search sources into one project. This allows you to analyze SEO data through natural language queries. The setup takes about an hour and replaces hours of manual spreadsheet work by automatically cross-referencing datasets such as search queries, traffic, and ad performance. In one example, the system found 2,742 search terms that generated ad impressions but zero clicks, 351 opportunities to reduce paid spend where organic rankings were already strong, and 41 content gaps where ads were the only visibility. The workflow uses small Python scripts to fetch data into JSON files, which Claude Code reads to generate insights or reports in seconds. It speeds up analysis but still requires human review because AI can produce incorrect numbers and strategic decisions still depend on marketing expertise.
Snapchat reaches a large group of business decision makers and professionals who influence company spending and strategy. A survey of 2,254 professionals in the US found that Snapchat users are more likely to be executives, founders, or responsible for marketing decisions than non-users. These professionals show strong entrepreneurial behavior and are 2x more likely than non-users to run or start a side business. Social media is the top source of inspiration for new tools and ideas among this audience, and many show strong interest in AI for business solutions. About 60% of Snapchat users believe the platform could play a larger role in helping small businesses and entrepreneurs grow.
Telling an origin story grabs attention, but building lore creates a sense of belonging. Lore is the layered world behind content with consistent visuals, tone, formats, running jokes, or recurring mechanics that make audiences feel inside a universe. It accumulates over time and is discovered rather than explained. Instead of evaluating a single post, consider whether it adds a layer to the larger world. Stories capture interest while lore builds identity and loyalty.
2026.03.06·
prettylittlemarketer.substack.com·5 min read·TLDR Marketing
LTK launched LTK AI to meet growing shopper demand for chat-based experiences while ensuring creators are credited and earn commissions. The chatbot recommends products from verified creators. It uses context like location and weather, and aims to combine AI convenience with the discovery experience of social commerce. It also positions LTK competitively against other AI shopping tools and creator-driven platforms, recognizing that shoppers still trust creators more than AI alone.
Managing and onboarding AI agents is becoming the core responsibility across roles at AI native companies. At Linear, agents act as first-class teammates that summarize customer data, create most tickets, and handle many bugs, while humans stay accountable for results. Ramp shows company-wide adoption by pushing employees through four AI proficiency levels and achieving over 500 shipped features and $1B revenue in 2025 with only 25 PMs. Factory builds fully around agents by hiring product engineers, preparing codebases for agent use, and encoding expert knowledge into reusable skills that any employee or agent can invoke. The common playbook is to default teams to AI tools, measure and enforce adoption, and treat agents like new hires that need context and oversight.
By leaning into more ethical positioning, Anthropic is turning AI safety and restraint into a core brand narrative that differentiates it in the race for platform dominance.
As AI keeps lowering the cost to ship features, it's value, not function, that sets your SaaS apart. And thanks to AI, value-based pricing is already here.
Early products succeed by attracting curious early adopters who are willing to try unfinished ideas. As they scale, they must shift to providing clear value and ROI to more skeptical mainstream customers.
Software isn't disappearing, but the old subscription model is fading. AI is enabling outcome-based pricing where companies pay for real results instead of seats or access.
As AI tools become table stakes, product people won't stand out by using more tools, but by making better calls than AI can make on its own. The differentiator is product sense: empathy, foresight, strategy, taste in tradeoffs, and creative execution.
Organizations often mistake symptoms for real problems. Force Mapping reveals the underlying forces, behaviors, and beliefs shaping those symptoms so teams can target the root causes and run better experiments to improve the system.
Product teams lose stakeholder battles when they present conclusions instead of their reasoning. Showing the discovery journey (outcome, opportunity, solution, and evidence) turns stakeholders into collaborators and builds stronger buy-in.