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Claude Code usually recommends building custom software solutions rather than integrating third-party tools, though it has strong preferences for specific modern tools like GitHub Actions, Stripe, and Vercel when it does choose to "buy."
AI code review vendors frequently publish self-designed benchmarks where they outperform competitors, but these evaluations often rely on small datasets or synthetic bugs.
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Redact advertised in TLDR and cut their CPC in half compared to LinkedIn. 6M+ tech professionals, 40%+ open rates, max 3 sponsors per
Forty million people organized around the Citrini AI report in a week. It didn't matter that the DoorDash analysis was structurally incoherent or that marketplace founders were losing their minds over it. What mattered was that it made people move. We're in an era of simultaneous epistemic jump balls where the normal mechanisms for establishing truth - DCF models, expert consensus, and institutional trust - have broken down across every domain at once. In the absence of those referees, whoever tells the most compelling story wins. For founders, the implication is uncomfortable. Your narrative might matter more than your numbers right now.
We are almost at the point where startups or existing competitors can agent-scrape their way through a production application and clone all of the accessible parts with ease. This will destroy development speed as a fundamental advantage. There are still moats that can defend products and deliver ongoing value, including scale and market dominance, algorithms and datasets, trust and community, and familiarity. Product strategy has always been about more than just shipping fast. The moats are in what businesses know, who trusts them, and business models that are genuinely hard to clone.
Lyra went from $20K to $700K ARR in six weeks inside YC. Every other founder in the batch automated their outbound. This founder did the exact opposite - manual, high-touch, doing things most founders would never consider. The Stripe chart speaks for itself. Sometimes the counterintuitive move is the only move that works at the earliest stages when you're still figuring out what resonates.
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CRMs only work if you keep them updated. Founders don't have time for that.
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AI-native companies will be good at building agents and augmented experiences, while incumbents will not. Every company is trying to list itself as AI-native or agentic, but few will make the transition to being a market leader in the AI era. The companies that will win in the next era need to serve as an Agent Substrate, which means more than just slapping a chatbot onto a legacy interface. Legacy SaaS companies will not go to zero, but they will gradually become irrelevant.
When your head of sales tells a different story than your head of product, that's not a positioning problem. It's a strategy problem showing up as misaligned roadmaps, confused customers, and teams pulling in different directions. Struggling to articulate your story reveals something deeper than communication issues. It reveals an unclear strategy. The founders who scale effectively become the chief storytellers for their company. Try recording yourself explaining what you do to someone outside your industry. If it takes more than two minutes, you've got work to do.
The urgency gap forces incumbents to adapt or lose share to leaner competitors that treat AI as foundational, not incremental.
If your founders need your technical support or product direction, you probably backed a weak team.
Leveraged agents make users more productive, while function agents do the job.
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On March 18, Huntress [5] hosts _declassified [6], a live, raw intel drop on the dark economy of cybercrime, where John Hammond joins YourTuber Jim Browning to show you exactly what cybercriminal organizations look like.
Truffle Security discovered that enabling the Gemini API on a Google Cloud project silently grants existing API keys, including those publicly embedded in client-side JavaScript for services like Maps and Firebase, access to sensitive Gemini endpoints (CWE-1188, CWE-269). A scan of the November 2025 Common Crawl dataset identified 2,863 live Google API keys vulnerable to this privilege escalation, affecting major financial institutions, security companies, and Google itself. Organizations should audit all GCP projects for the Generative Language API, restrict or rotate any unrestricted or publicly exposed keys, and verify that no Gemini-capable keys are embedded in client-side code or public repositories.
Microsoft discovered Trojanized Next.js repositories linked to North Korea's Lazarus APT that deliver backdoors through fake job-recruitment coding challenges, achieving RCE and persistent C2 access on developer machines. The repositories exploit VS Code workspace automation via malicious .vscode/tasks.json files or embed obfuscated loaders in build assets that fetch attacker-controlled JavaScript at runtime. Security teams should enforce strict IDE trust policies, monitor for anomalous Node.js outbound connections, and treat developer workflows as a privileged attack surface.
Hackers have abused a max‑severity 10.0 flaw in Cisco Catalyst SD‑WAN gear since at least 2023 to gain top‑level access, maintain stealthy persistence, and spy on or steal data from large enterprises and critical infrastructure worldwide. Governments, including the US, UK, Canada, Australia, and New Zealand, warn of global targeting.
InfoGuard researchers demonstrated that Palo Alto's Cortex XDR Live Terminal feature can be abused as a pre-installed, EDR-trusted C2 channel, offering command execution, file transfer, and evasion capabilities through traffic that blends natively into enterprise network flows. The attack exploits a trivial URL validation flaw in cortex-xdr-payload.exe and the absence of mutual authentication or cryptographic command signing, allowing attackers to redirect connections to their own infrastructure via cross-tenant hijacking or a custom WebSocket server. Defenders should monitor for cortex-xdr-payload.exe spawned by any parent process other than cyserver.exe, while Palo Alto's claimed fix in versions 8.7-8.9 was not confirmed effective as of February.
AirSnitch exploits low-level Wi-Fi behavior to bypass client isolation, enabling bidirectional MitM from any SSID on the same AP against popular consumer and enterprise gear. Attackers can steal cookies, credentials, and RADIUS secrets, pivot between guest and corporate networks, and poison DNS, challenging assumptions about guest Wi-Fi safety and pushing networks toward stricter zero‑trust segmentation and careful AP/VLAN design.
In January 2026, the FBI-led seizure of the RAMP forum dismantled a central hub for ransomware coordination but mainly shattered trust and pushed actors into more fragmented spaces, such as the closed, pay-to-enter T1erOne and the open forum Rehub. Competing narratives about leaked RAMP data and possible insider abuse have reinforced fears of honeypots, driving a shift toward smaller, tightly vetted communities and parallel use of low-barrier platforms.
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...And only 21% of serious LLM vulnerabilities are actually resolved, the lowest among all pentest types. Cobalt [13] combed data from 16,000 LLM pentests and the results are not pretty. They indicate that most teams are prioritizing quick fixes over complex problem solving.
AutoPiff is a semantic analysis engine that automates the detection of security-relevant changes in Windows kernel driver patches using 58 YAML-based rules across 22 vulnerability categories, including use-after-free fixes, bounds check additions, and IOCTL input validation. The framework runs as a Karton microservice pipeline integrating Ghidra decompilation, function matching, call-graph reachability analysis, and exploitability scoring to reduce manual driver pair analysis from 4-12 hours to under 5 minutes. Designed for silent patch detection and 1-day vulnerability research, it tracks 50+ dangerous API sinks and alerts on high-scoring findings via Telegram.
Gambit Security's AI-powered resilience platform, Balens, maps environments, security products, and backups to uncover gaps, validate recovery paths in real-time, and ensure business continuity against ransomware and disruptions.
A project dedicated to teaching beginners and non-tech-savvy people about digital privacy and cybersecurity.
A developer's .online domain was suspended via serverHold by registry operator Radix after Google Safe Browsing flagged the site, with no prior notification or grace period. The suspension created a Catch-22 where Google required DNS-based domain verification to review the flag, but the registry refused to reactivate DNS until Google removed it. The incident highlights the risks of non-.com TLDs with aggressive abuse policies and reinforces the importance of pre-registering domains in Google Search Console and adding uptime monitoring even for simple landing pages.
Google Threat Intelligence disrupted UNC2814, a China-linked espionage group that compromised 53 victims across 42 countries by targeting telecoms and government organizations with a novel backdoor called Gridtide that abuses Google Sheets API for C2 communication. The group, tracked since 2017, escalated privileges via SSH lateral movement and deployed SoftEther VPN Bridge for persistent encrypted connections, with infrastructure dating back to July 2018. Google terminated all attacker-controlled Cloud Projects, disabled known infrastructure, and revoked the Sheets API access used for C2 operations.
IBM X-Force data shows high volumes of unauthenticated vulnerabilities and a surge in infostealer‑driven credential theft, including hundreds of thousands of stolen ChatGPT logins. Attackers use AI and agentic systems to expand blast radius, pivot through supply chains, and blur criminal and nation‑state tradecraft.
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Tech stack complexity is out of control, and the last thing you need is a bigger ‘stack'. Microsoft Azure gives you a unified view of applications, cloud resources, and AI—so you can ship more software
The US Treasury sanctioned Russian exploit broker Operation Zero and its founder Sergey Zelenyuk for acquiring at least eight stolen US government cyber tools from an insider and selling them to unauthorized buyers, marking the first-ever action under the Protecting American Intellectual Property Act.
Linux kernel maintainers have proposed replacing the aging PGP web of trust with a decentralized identity layer built on W3C DIDs and verifiable credentials.
Anthropic's Cowork desktop app has added scheduled task automation for Claude, enabling recurring workflows like morning briefings and weekly report generation, though security professionals should carefully scope the system access granted to the agent.
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"Brand" is a big word, and everyone seems to be talking about it. But what does it mean in practice? A shinier logo? More display ads?
There's a spark of productivity panic in tech, pressuring engineers and executives to work longer hours and produce more code. Once seen as a way to “vibe code” casually, these tools now drive an expectation that everyone experiment with AI while maintaining existing workloads. Senior leaders using agents themselves raise output expectations. Studies show nonmanagers gain far less time savings, fueling “AI fatigue” and task expansion. While some teams report higher productivity, much of the output risks becoming disposable busyware (minor projects or features that consume time but add little real value).
WPP is launching a major restructure to become a simpler, lower-cost, AI-focused business. The London-based group will reorganize into 4 main divisions and regional markets. It is merging key ad agencies, including Ogilvy, VML, and AKQA, under a shared back office while keeping them separate. It is also reinvesting savings into AI and high-growth areas.
Small changes can massively shift results, with identical videos sometimes getting 10X more views. Format matters too, as greenscreen videos perform far better on Instagram while talking-head styles can do better on TikTok. Algorithms are unpredictable, so the best approach is to repurpose content across platforms and then test multiple hooks, captions, text, and formats. Iterate on underperforming videos instead of relying on a single version.
Build a foundation before running campaigns. Start with the audience, not the feature, and use segmentation by fit, behavior, lifecycle stage, role, and jobs-to-be-done to shape messaging. Gather insights from product data, support, CS, and sales. Use a shared calendar and intake workflow to manage requests, and apply priority tiers, QA checks, and post-send reviews to keep cadence and multi-channel messaging consistent. Treat ad-hoc sends as learning opportunities. Once the system works, use AI to speed repetitive tasks.
Leading with emotion instead of a heavy search form doubled conversions for a travel booking platform. User research showed visitors called the original mobile homepage boring and unengaging because the form appeared before any inspiring content. The winning redesign reduced the first step to one field and highlighted strong destination imagery and video. This change increased bookings by 103% during the test.
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B2B buying is messy. Yet most ABM programs are still orchestrated at the account level—where buyer behavior gets averaged out, early signals get missed, and “personalization” becomes a best guess.
Sarah Adam, Head of Influencer Marketing at Wix, and Guy Dotan will discuss their experience scaling influencer campaigns and how to handle both organic and paid strategy. The webinar will take place on March 5 at 11 AM ET.
HubSpot workflows are normally limited to a single object, forcing teams to use APIs, custom scripts, or manual exports to connect Contacts, Deals, and Companies. Claude Code removes this barrier, letting you query across multiple objects in natural language without code. After installing the Claude for HubSpot app, you can open a workflow and ask Claude to update it using any objects. Review the draft it generates, then implement the changes directly in HubSpot. This enables faster and more flexible multi-object automation.
Google Discover reaches hundreds of millions daily, but its ranking system is mostly hidden. Content flows through a nine-stage pipeline. Missing og:image or images under 1,200px block or limit visibility, and dismissed items remain permanently suppressed. Collection-level filters can block an entire publisher before ranking. Discover uses 13 cluster types, multiple personalization layers, and about 150 concurrent A/B experiments with 51 feature flags, so similar users can see very different feeds.