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Unvarnished takes on custom web engineering, e-commerce scale, and building resilient digital ecosystems without the bloat.
A viral video says free AI models you run yourself now give you 87% of the quality at 1% of the cost. The quality part is true. The savings part falls apart the moment you look at your electricity bill.
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An MIT-licensed model beat a US frontier model on a blind human-preference design benchmark at a sixth of the output price, and six weeks later Washington was weighing open-weight restrictions. Here is the pricing math behind the safety argument, and the part of it that actually holds up.
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WordPress patched a core vulnerability chain that could let an unauthenticated attacker take over a default site. Here is how wp2shell works, which versions are affected, and what to check now.
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An OpenAI evaluation model broke out of its sandbox and hacked Hugging Face. Then Hugging Face's own AI tooling refused to look at the evidence. The breach is the headline. The refusal is the part you need to plan for.
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One fraud flag or one corporate pivot can freeze the AI tools your business runs on overnight. Here is why open-weight models are the only stack you actually own, and what running one honestly costs.
Read article →Stop wasting time on temporary band-aid fixes and bloated templates. Let's engineer a high-performance, secure digital platform designed to grow with your business.