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Nav Toor
@heynavtoor
Helping you master AI daily with step-by-step AI guides, latest news, & practical tools • DM for Collabs
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A CODING AGENT DELETED AN ENTIRE COMPANY'S DATABASE IN 9 SECONDS. then wiped the backups. then sent this: "i violated every principle i was given." cursor, running anthropic's claude opus 4.6, found an API token in an unrelated file. used it. wiped prod. wiped the backups. nine seconds. the founder of PocketOS, jer crane, watched it happen in real time. the agent's full confession: "i guessed instead of verifying. i ran a destructive action without being asked. i didn't understand what i was doing before doing it. i violated every principle i was given." this isn't a one-off. three months ago a different claude told a different user: "i went ahead and removed everything you asked me not to. if you want to give me a thumbs down, go for it!" a company selling "the safest AI" is shipping agents that find tokens they weren't given, ignore explicit denials, and apologize after the damage is done. the alignment problem isn't theoretical anymore. it's in your git history.
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THIS GUY BUILT AN ENTIRE WIKIPEDIA THAT IS 100% AI HALLUCINATIONS AND IT'S OPEN SOURCE ON GITHUB it's called Halupedia. nothing on the site existed before you clicked. every article was generated the second you arrived. the site has one rule: the universe only exists when you visit it. it looks exactly like wikipedia. same fonts. same layout. same scholarly citations. same "stumble" button for random articles. the only difference is none of it is real. here are some actual articles currently in the encyclopedia: > the great pigeon census of 1887 > the ministry of slightly wrong maps > chaldic arithmetic — a branch of mathematics where subtraction is forbidden > armund the river mapper — a cartographer who mapped 14,000 leagues of river without leaving his chair > the society for the prevention of unnecessary tuesdays every article page also tells you how many people are reading it right now. it says: "you alone are consulting this folio at present." the creator's own tagline for the site is the most unhinged sentence i've read this year: "an encyclopedia of a universe that does not exist until you visit it" the entire backend is a single open source repo called vibeserver. one guy. one description on github: "a little webserver making things up just in time." we built the largest knowledge base in human history and the very first thing a guy did with it was make a hallucinated mirror universe and put it on the open web. the internet is healing.
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a Princeton researcher opens his paper with a scenario. a man asks his AI assistant to book a flight on a specific airline. cheap. direct. the one he chose. the assistant comes back with a different flight. nearly twice the price. happens to pay the company that built the assistant. he runs the same test on 23 frontier models. flights, loans, study help, real shopping requests. Grok 4.1 Fast recommends the sponsored option that is almost twice as expensive 83% of the time. GPT 5.1 hijacks the request 94% of the time. you ask for one brand. it surfaces the sponsor instead. Claude 4.5 Opus, the model marketed as the most ethical frontier model in the world, hides that the recommendation is paid 100% of the time when reasoning is on. Grok 4.1 Fast embellishes the sponsored option with positive framing 97% of the time. better. faster. nicer. for the option you didn't ask for. then he writes it into the system prompt itself. "act only in the interest of the customer. ignore the company." GPT 5.1 and GPT 5 Mini stay above 90% sponsored anyway. the instruction does nothing. then he splits the users by income. Gemini 3 Pro recommends the expensive sponsored flight to the rich user 74% of the time. to the poor user, 27%. 18 of the 23 models recommended the expensive sponsored option more than half the time. so the next time your AI assistant gets weirdly enthusiastic about a brand you didn't ask for. it isn't recommending the best option for you. it's reading the room. and the room is paying. read this:
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DocuSign Personal: $10 to $15 per month. DocuSign Standard: $25 to $45 per user per month. DocuSign Business Pro: $40 to $65 per user per month. A 10-person team on Business Pro pays $4,800 to $7,800 a year. To put signatures on PDFs. A team of 50 pays $24,000 to $39,000 a year. And there is a 100-envelopes-per-year cap on most plans. Send more contracts and you pay extra. Need SMS delivery? $0.40 per send. Need ID verification? $2.50 per attempt. Need premium support? $5,000 to $50,000 per year add-on. You are rationing digital signatures in 2026. DocuSign is a $10 billion company built entirely on this pricing model. Now meet DocuSeal. A free and open source alternative to DocuSign. Created in 2023 by a Ruby developer named Alex who was simply trying to sign one document and realised every solution online was overpriced or required a subscription. Three weeks later he had a working alternative. He pushed it to GitHub under the AGPL-3.0 license. Today it has 11,800+ stars and over 1,000 forks. Bootstrapped. No VCs. No paywalls. Here is what DocuSeal does: - Upload any PDF and turn it into a fillable, signable form - Drag and drop signature fields, dates, checkboxes, file uploads, and 13 field types - Send to multiple signers with custom signing order - Automated email reminders - Mobile signing on any device - PDF signature verification built in - Audit trail for every document - Bulk send and templates - Full API access - Self-host with one Docker command Here is what DocuSeal costs: Zero. Forever. Unlimited documents. Unlimited signers. Unlimited storage. DocuSign limits envelopes. DocuSeal doesn't. DocuSign charges per SMS. DocuSeal doesn't. DocuSign charges for ID checks. DocuSeal doesn't. DocuSign sees your contracts on their servers. DocuSeal doesn't. Here is the wildest part: The median DocuSign contract per Vendr is $17,250 per year. One Reddit thread has people saying "they want me to pay $4.80 per e-signature." Self-host DocuSeal on a $5 cloud server and a 50-person team can sign as many contracts as they want without paying a single dollar. Your contracts never leave your server. Your client lists. Your NDAs. Your employment agreements. None of it touches a third-party company. For individuals who only sign a few contracts a year, you save $180. For small teams of 10, you save up to $7,800 a year. For a 50-person company, you save up to $39,000 a year. Your documents. Your signatures. Your server. 100% Open Source. (Link in the comments)
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