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Insights on AI-powered social media, voice cloning, and content strategy.

What a 14B Draft Model Actually Needs From a Mac Mini

Tech & AI

What a 14B Draft Model Actually Needs From a Mac Mini

A Private Key Problem A certificate authority's entire business is trust. eMudhra sells the digital equivalent of a notarized signature — the private keys and certificates that prove a website, a document, or a piece of software is who it claims to be. So when browser makers started pulling trust in eMudhra's root certificates after key management failures came to light, the irony landed hard.

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What eMudhra's Certificate Collapse Teaches You About Trusting a New AI Model Too Fast

Tech & AI

What eMudhra's Certificate Collapse Teaches You About Trusting a New AI Model Too Fast

When Trust Infrastructure Quietly Breaks Do you know what happens to a company whose entire business model depends on being automatically trusted by millions of browsers, the second that trust gets pulled? eMudhra is a certificate authority based in India. Its job, like every certificate authority, was to vouch for websites so your browser could show that little padlock icon without you having to think about it.

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The Token Math Nobody Runs Before Choosing Self-Hosted AI

Tech & AI

The Token Math Nobody Runs Before Choosing Self-Hosted AI

A Quiet Warning From Tor's Exit Nodes Security researchers tracking Tor's network recently flagged 333 malicious exit nodes that were actively intercepting SSH traffic and pulling plaintext email credentials from users who assumed their connection was private. Tor routes your traffic through volunteer-run relays to anonymize it, and the exit node is the last stop before your data reaches the open internet. If that final relay is compromised, anything leaving it unencrypted is exposed to whoever

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Local LLMs Won't Save You From Bad Security Habits

Tech & AI

Local LLMs Won't Save You From Bad Security Habits

The Self-Hosting Wake-Up Call Have you ever patched a self-hosted server and assumed that was the end of the job? Security researchers have spent the last few years tracking a familiar pattern: media server software running on home networks and small business servers gets a vulnerability disclosed, a patch ships, and then attackers spend months scanning the internet for the installations that never got updated. The software was never the weak point.

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Why Your First Marketing Draft Doesn't Need to Touch the Internet

Tech & AI

Why Your First Marketing Draft Doesn't Need to Touch the Internet

When Ad Networks Turn Hostile Are you sure the ad network delivering your retargeting campaign isn't also delivering something worse to someone else's phone? Security researchers have spent the last year documenting mercenary spyware vendors who've figured out how to piggyback malicious payloads inside legitimate ad exchanges, exploiting the same real-time bidding infrastructure that places your Facebook or Google ads in front of customers. The targeting data that makes those exchanges valuable

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Before You Plug In a New LLM, Ask Who Else Has Keys to Your Brand

Tech & AI

Before You Plug In a New LLM, Ask Who Else Has Keys to Your Brand

When Trusted Channels Turn Hostile Are you still treating your ad accounts and messaging platforms as neutral pipes that just move your content from you to your customers? Security researchers recently reported a campaign where malicious actors used targeted ads to deliver zero-click exploits, installing mercenary spyware on victims' devices without a single tap or download. No phishing link to avoid, no suspicious attachment to second-guess.

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Running Your Own AI: A Practical Ollama Setup for Marketing Teams

Tech & AI

Running Your Own AI: A Practical Ollama Setup for Marketing Teams

Why Teams Keep Customer Data Off the Cloud Is your customer list sitting inside someone else's chatbot history right now? Every time a marketing team pastes campaign data, email lists, or brand voice samples into a cloud AI tool, that information leaves the building. It gets logged, potentially used for training, and stored on infrastructure you don't control and can't audit.

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PC Prices Are Up and API Bills Are Up. Your Checklist Before You Go Local.

Tech & AI

PC Prices Are Up and API Bills Are Up. Your Checklist Before You Go Local.

The Hardware Math Just Changed Are you about to buy a new laptop just to run a local model, only to find out the laptop itself got more expensive while you were deciding? IDC reported worldwide PC shipments fell 20.1 percent year over year in Q3, down to 62.7 million units. Omdia put the drop at 21.2 percent, to 58.1 million units, and called it the sharpest decline since Q1 2023.

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