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React Native Vibe Code is an open-source IDE that allows users to create React Native applications with AI. The platform uses Claude for AI, E2B and Daytona SDK for secure code sandboxing, and is built with Next.js, React Native, and Expo.
Code reviews are already a bottleneck. PRs sit for days, reviewers skim massive diffs, and bugs still slip through. Now that AI is generating more code at a much faster rate, the human checkpoint should be moved upstream to define specs and acceptance criteria, then let layered automated verification (tests, guardrails, and adversarial agents) handle the rest.
Wealthfront's decade-old iOS app, a monolithic structure, faced challenges like merge conflicts, opaque build configurations, and slow build times due to its single module design. To address this, the team adopted XcodeGen, an open-source command-line tool that generates Xcode project files from declarative YAML, eliminating the `.xcodeproj` file from source control. This immediately resolved merge conflicts and made build configurations human-readable and auditable.
JavaBox is a project that runs a full OpenJDK Java Virtual Machine entirely within a web browser tab, without requiring any server-side processing. This system involves a 227MB WebAssembly blob that emulates a Linux environment via QEMU, which then hosts OpenJDK, with a custom "CompileServer" daemon improving compile times. While technically functional, the system is slow, taking approximately 55 seconds to display "Hello World" from page load.
Meta deprecated its internal FFmpeg fork by collaborating with open-source developers to upstream key features like multi-lane transcoding and real-time quality metrics, improving its large-scale media processing efficiency and reliability.
Apple has launched its latest MacBook Pro models, equipped with the new M5 Pro and M5 Max chips to deliver breakthrough professional performance and advanced on-device AI capabilities.
Newline characters can be acceptably used within various types of URLs, especially data URLs for embedding content like images.
Expected errors occur during normal operation and should be handled gracefully, and "unexpected" errors are developer faults that should cause the program to crash.
$443 billion in AI infrastructure spend last year. $51 billion in traceable revenue. That's a 10.3-to-1 ratio versus cloud computing's 2.4-to-1 at the same stage. Barclays says you'd need 12,000 ChatGPT-sized products to justify current capex. MIT found 95% of enterprise AI initiatives delivered zero measurable P&L return. The $500B gap closes one of two ways - either revenue materializes at unprecedented speed, or spending corrects violently. If you're building in AI and can't answer what a token is worth to you, you're spending $1 to make $0.99.
The SaaS industry has lost $2 trillion in market cap this year, partly due to AI's impact and changing technology dynamics. Industry leaders and reports claim AI advancements might render some SaaS tools obsolete, yet many firms with strong infrastructure or specialized integrations will remain unaffected. While some SaaS products face challenges, AI is also creating new opportunities, potentially reshaping how SaaS tools are developed and utilized.
There are still several sources of defensibility even in an AI world. However, the default moat of the last few decades - switching costs - is likely not sustainable. Defensibility is shifting toward cornered resources, real network effects, and compounding process power. Trust is also a source of differentiation that businesses can build over time.
It's easier to be typical. It requires less energy, and it offends fewer people. However, the moment businesses stop investing in what makes them distinctive, they start merging into the landscape. Eventually, they become indistinguishable and fade into irrelevancy.
AI agents that turn leads into booked demos.
OpenFang is an open-source agent operating system.
Protect or monetize your online identity.
Nine things enterprise SaaS sellers used to take for granted, stress-tested against what AI actually changed. The throughline is speed. Employees who used to file engineering tickets now build entire workflows with prompts in an afternoon, which means shadow IT has evolved into shadow development. That same acceleration hit buyer expectations. ROI timelines compressed from years to weeks, and the definition of extensibility shifted from "do you have an API?" to "can an agent reach you?" If your platform doesn't have an MCP connector today, buyers notice faster than they ever noticed a missing integration.
Investors rarely pass on deals solely due to messy cap tables. Genuine interest spurs specific feedback, not vague excuses. Real cap table issues are solvable with transparency and can reflect on judgment and relationships. Investors who are keen will negotiate and assist with clean-up, indicating interest lies more in the business's potential and execution than cap table percentages.
AI-native founders are using browser agents like Claude Cowork and OpenAI Operator to automate prospecting and lead generation, eliminating the need for dedicated sales hires.
It allows investors to participate immediately, at a significantly higher price, rather than be turned away.
Claude Opus 4.5 scores 42% with one scaffold and 78% with another - the only variable is the harness.
Cloud Imperium Games, the studio behind Star Citizen, disclosed a January 21 data breach over a month later, revealing that attackers gained unauthorized read-only access to backup systems containing usernames, contact details, dates of birth, and other personal information. The company downplayed the risk by noting no financial data or passwords were compromised, but security experts warn the exposed PII is sufficient to fuel targeted phishing campaigns. Players criticized the delayed, near-hidden disclosure, with the breach notice buried in a small pop-up rather than communicated directly via email.
A ransomware attack on August 31, 2025, compromised the data of 1.2 million at the University of Hawaiʻi Cancer Center, targeting research servers but sparing clinical operations. This affected 87,493 study participants' names, SSNs, health info from a 1993 cohort, plus 1.15 million others' names, driver's licenses, SSNs, and voter records.
France's health ministry has confirmed a data breach involving the exposure of administrative information for 15.8 million patients and sensitive doctors' notes for approximately 165,000 individuals. The breach is connected to Cegedim Sante software, which is used by around 1,500 practices. Reports indicate that data such as sexual orientation and AIDS status appeared online, prompting experts to warn of potentially irreparable damage to privacy.
A suspected DPRK-aligned campaign is targeting crypto professionals through fabricated VC firms (SolidBit Capital, MegaBit, and Lumax Capital) on LinkedIn, funneling victims to spoofed Zoom/Google Meet pages that deploy cross-platform ClickFix payloads via fake Cloudflare CAPTCHA. The attack chain uses clipboard poisoning to inject OS-specific commands, delivering fileless PowerShell loaders on Windows and multi-stage Python payloads on macOS, with fully undetectable Mach-O binaries evading all VirusTotal vendors. Crypto and Web3 professionals should treat unsolicited LinkedIn outreach with extreme caution, verify company domains via WHOIS, and never paste commands into a terminal as part of any "verification" process.
A coordinated phishing operation abuses Google Cloud Storage to host a redirector HTML file at storage.googleapis.com, allowing emails to sail through SPF/DKIM checks while pointing to seemingly trustworthy Google infrastructure. The operator reuses one GCS bucket but fans out across 25+ lures, ranging from “Cloud Storage Full” and fake AV expiry to retail rewards and health offers, all converging on credit-card-harvesting pages that present low “shipping” or “service” fees. Defenders should flag storage.googleapis.com links in email, scrutinize sender metadata, and report abusive buckets like “whilewait” to Google Cloud Abuse to collapse the campaign's shared infrastructure.
The Infoblox Threat Intel team detected a novel phishing campaign that abuses the .arpa domain using IPv6 reverse domains to bypass firewalls and other detections. The .arpa TLD is a special TLD that is primarily used to map IP addresses to domains and is unlikely to be blocked. The attackers were able to find DNS registrars that allowed them to create A records for these domains and used them in phishing campaigns that advertised free prizes.
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The costs of cybercrime are expected to reach $12.2 trillion annually by 2031. The Huntress 2026 Threat Report breaks down the main profit centers: RMM abuse, malicious AI use, social engineering, ransomware, identity attacks, and more. Get the full report [10]. Just want the
mquire is an osquery-inspired memory forensics tool that enables SQL-based querying of Linux kernel memory snapshots without requiring external debug symbols. Written in Rust, it leverages embedded BTF and Kallsyms data to enumerate processes, open files, and network connections, and to extract cached files directly from memory dumps. Designed for incident response and malware analysis, it supports interactive shell, single-query, and custom command modes, including process tree visualization and file carving.
Nearby Glasses is a new Android app that continuously scans for Bluetooth signals from smart glasses made by Meta and Snap, alerting users when potentially always-recording wearable devices are detected nearby. The app matches manufacturer-specific Bluetooth company identifiers and supports custom IDs for detecting a broader range of surveillance wearables, though it may produce false positives from VR headsets. The tool addresses growing privacy concerns about covert recording devices, particularly following reports that Meta Ray-Ban smart glasses were used in immigration raids and harassment.
Fig Security traces data flows through security stacks, alerting teams to changes impacting detection or response. It back-traces detections, samples data pipelines, and simulates fixes via SIEM integrations.
Researchers reversed the Aeternum Loader malware, revealing its use of the Polygon blockchain for C2 communications via a hardcoded smart contract address, with AES-encrypted commands that can be decrypted using only the contract address as the key. The loader employs per-string XOR obfuscation, CRC32/DJB2 API hashing, NTFS ADS-based self-deletion, PPID spoofing to explorer.exe, and novel anti-VM checks including CPUID thermal/power MSR detection and SMBIOS BIOS characteristics bit counting. Notably, the blockchain C2 approach creates a permanent, immutable record of all attacker commands, giving defenders a historical audit trail once the encryption is broken.
A joint investigation by Svenska Dagbladet and Göteborgs-Posten revealed that data annotators at Meta subcontractor Sama in Nairobi routinely encounter intimate footage from Meta Ray-Ban smart glasses, including nudity, bank details, and sexual content from users who appear unaware they are being recorded. Network traffic analysis confirmed the glasses require constant communication with Meta servers to function, contradicting retailer claims that data stays local, while Meta's own terms permit both automated and human review of user interactions. Privacy lawyers and Sweden's data protection authority questioned the legality of transferring such sensitive data to Kenya, where no EU adequacy decision exists, raising significant GDPR compliance concerns.
Anthropic's Claude Code Security and OpenAI's Aardvark raise concerns about being slow, expensive, and noisy compared to established SAST tools, especially when the same AI both writes and reviews code. Experts argue these assistants should augment, not replace, existing pipelines, as AI-driven “vibe coding” accelerates insecure code and growing security debt. The real value lies in AI-enhanced remediation workflows and the potential revival of interactive, AI-powered code review.
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Cobalt reviewed data from 16k+ pentests, and the results are as ugly as it gets. Only 21% of serious LLM vulnerabilities actually get
Huawei is marketing its modular AI datacenters globally, featuring homegrown Kunpeng CPUs and Ascend GPUs with a 4-to-6-month deployment promise, targeting nations outside Western security restrictions where Nvidia and AMD GPU supply remains scarce.
Drone strikes linked to Iranian retaliatory attacks hit three AWS data centers in the UAE and Bahrain, causing structural damage, power disruptions, and service outages in what experts called the first time major cloud infrastructure has been knocked offline by military action.
Phishing campaigns targeting European corporate networks exploit Windows File Explorer and WebDAV to deploy RATs via malicious shortcut files hosted on Cloudflare Tunnel domains.
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Many consumer marketing teams toggle between 20+ fragmented systems where signals never connect. By the time insights reach execution, market windows close.
A new analysis comparing Wikipedia and Grokipedia shows that while the AI-generated wiki has published 737,930 pages since October 2025 and could surpass Wikipedia's total page count by 2027 at its current pace, it remains far behind in influence. Wikipedia attracts an estimated 2.1B monthly visits versus 1.3M for Grokipedia, ranks for 45.5M keywords compared to 1.19M, and averages 236 backlinks per page versus just 2. Although Grokipedia articles are 13% longer and cite more external sources on average, 83% show strong semantic overlap with matching Wikipedia pages, signaling limited differentiation. In AI search, Wikipedia earns 70X more citations overall.
Criteo joined OpenAI's ChatGPT advertising pilot as its first ad tech partner, enabling brands to activate campaigns within conversational search across the Free and Go tiers in the US. As ChatGPT tests ad formats, Criteo's $4 billion in annual media spend and 17,000 global advertisers give it scale to evaluate whether conversational placements can generate incremental demand and measurable cross-channel outcomes.
Claude Cowork was used to refresh Docebo's ICP by combining multiple data sources. SFDC reports, win-loss notes, and interview transcripts were collected. The Glean MCP generated account briefs for the top 25 customers. Each brief included CRM notes, emails, call recordings, and customer descriptions. All inputs were fed into the ICP skill at once. It produced two complete ICPs with attributes, deal triggers, qualification criteria, competitive insights, and an activation guide.
Checking 404 pages can reveal untapped content opportunities. By analyzing broken links, especially from AI-generated articles, gaps in a blog's strategy become visible. Many hallucinated URLs point to sensible topics that don't yet exist, like internal linking, backlinks, or content decay. Turning these nonexistent pages into real articles can reclaim lost backlinks and generate ideas already “endorsed” by AI. Auditing 404s with tools like Ahrefs' Site Explorer can uncover a wealth of ready-to-publish content concepts.
Growth and efficiency cannot be maximized at the same time because performance marketing requires a tradeoff between volume and cost. When a company pushes for growth, it must bid more aggressively and expand targeting, which raises costs and lowers efficiency. When it prioritizes efficiency, it tightens bids and targeting, which improves ROAS or CPA but reduces volume and can stall campaigns. The best approach is to choose one primary goal and set the other as a guardrail. The right focus depends on factors like margins, cash flow, market saturation, and capacity, and it should shift as business conditions change.
Meta has upgraded its Edits video app to give creators more control and keep the tool simple. New features include colored clip outlines, a more visual Ideas tab, and caption word highlighting to improve engagement. The app now receives almost weekly updates and is positioning itself as a strong option for creator toolkits.
Snipd is an AI podcast app that turns listening into learning. Key moments can be saved with audio, transcript, and summary. Episodes include AI-generated summaries and interactive chat for insights. YouTube videos and audiobooks can be imported, notes captured, and highlights exported to Notion, Readwise, or Obsidian. The app also creates chapters, shareable quotes, and supports 26 languages.
This webinar on March 11 explores how leading B2B teams are redesigning their GTM stacks around AI search and real buyer signals to drive revenue. Hosted by AirOps and featuring Kyle Poyar of Growth Unhinged, it covers how to turn AI discovery into pipeline, the emergence of GTM engineers and technical revenue roles, and how to replace scattered experiments with integrated systems.
Social media now functions as entertainment, competing with streaming platforms rather than other brands. As audiences scroll while watching TV, social platforms are leaning into episodic formats and expanding onto television screens. While serialized content has long existed, brands are now blending TV level storytelling with social distribution. A series delivers sequential installments around a theme. A show builds a universe with recurring characters and evolving plotlines that create loyalty and anticipation.