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Five résumé sites belong to one company. Tick the two-column filter on MyPerfectResume and the counter still reads “200 ATS-friendly templates” — on the layout its own advice page calls never best. Seven findings, each with what it isn’t.

The same 15 brand names returned no AI Overview on their own, and one 90% of the time with four words added. Short searches went from 8% to 66% since March 2025. And all 495 overviews carried a box inviting a follow-up.

An editorial. I lost a night to a single backtick in a config file; the out-of-the-box version would have taken four minutes and asked for one small payment I wasn't willing to make.

An assistant that doesn't know your life is a timer with a personality. But knowing your life means holding it, and we've spent twenty years doing anonymization theater instead of security.

If your work is at the frontier of a field, the model has never seen it — and fine-tuning on your papers makes it worse. The decision path that works: parsing, chunking, hybrid retrieval, hardware, and citation discipline.

Hiring, housing, lending, insurance and healthcare all run automated screening — usually with no notice. The documented cases, and the specific rights that force a human to look at your file. AI Watch #02.

30+ states require disclosure, no federal law does, and detection is structurally behind. What holds up before November — and why never to ask a chatbot to verify. AI Watch #03.

Stop asking whether it looks fake and start asking where it came from. The SIFT method, reverse image search, Content Credentials — and why detectors and chatbots can't do this job.

Three seconds of audio is enough for an 85% voice match. The three scam scripts, the $25M Arup case, and the one-word defense every family should set up tonight. AI Watch #01.

92% of students use AI — the question is how. The one-question test that separates tutor from ghostwriter, the green and red lists, and the detector false-positive problem.

Every consumer AI tier trains on your chats by default — even the paid ones. Provider-by-provider audit, the buried opt-outs, the never-paste list, and the private alternatives.

An editorial: the data trade we normalized is about to scale beyond anything we agreed to — while the loudest voices in AI are salesmen. The fragments assemble themselves.

Five functions where AI genuinely saves hours, the jobs it can't be trusted with, and the vendor traps the FTC is prosecuting — AI-washing, guaranteed-ROI scams, hidden data sharing.

The skills, certifications, and career moves that actually hold up as AI reshapes the workplace — 5 skills AI won't replicate, honest cert assessments, and a 90-day action plan.

Hallucinations are structural — not a bug being fixed. Real cases (Mata v. Avianca, Google Bard, Air Canada), the 69% medical citation error rate, a verification checklist, and 6 grounding tools.

Nine industries assessed with role-level breakdowns and a five-question personal risk framework. Goldman Sachs, OpenAI/Penn, WEF, McKinsey, MIT — 11 primary sources.

Eight categories rated: writing, transcription, coding, email, research, data, image gen, and note-taking. What genuinely works, what fails, and who benefits. Backed by Harvard, MIT, and GitHub Copilot research.

Searching a false claim makes you 19–22% more likely to believe it. The words in a fake story are not incidental — they are how it finds you.

Nobody can tell a cloned voice from a real one — measured accuracy is 51%. So don’t try. The procedure that works regardless, and the landline trap that defeats it.

Seven techniques — role assignment, context loading, format specification, chain-of-thought, few-shot examples, and more — each with before-and-after examples you can copy right now.

Voice clones, real-time deepfakes, AI phishing, fake job interviewers, and pig butchering crypto fraud — fully sourced from FTC, FBI IC3, McAfee, Europol, and DOJ.

Five applicant tracking systems document no content-score rejection. One trial says a proofreader got 8% more people hired. Thirty years of résumé rules, and the two gates most advice runs together.

The complete honest guide — GPU tiers from $200 to $2,000, real storage numbers, Ollama setup, hosted cloud alternatives with pricing, and every risk you need to know before you build.

A chronological account of how AI evolved from Turing's 1950 thought experiment through the Dartmouth Conference, two winters, the Transformer, and the turn from scale to reasoning. 25 sources.

A real assistant does far more than answer questions. Here's what it would actually require — and why security is the hardest problem to solve.

The AI market has ballooned to extraordinary valuations, drawing inevitable comparisons to the dot-com era. Are we heading for a crash — or is this time genuinely different?

Businesses and individuals aren't just asking for automation anymore — they want AI that understands context, anticipates needs, and acts as a genuine collaborator.

Improving AI means going beyond bigger models. Quality data, diverse datasets, smarter algorithms, and stronger hardware all play a role.

I made this argument in 2023, in the first thing I ever published here. Four of my five complaints are now solved — and the thing I actually wanted still doesn't exist.

A text file is a vector database for about a thousand vectors. Measured timings for text, binary, SQLite and Postgres — and the point where a dedicated one starts earning its keep.

Two attacks get called “injection” and they are nothing alike. One hijacks a conversation. The other contaminates the library your AI reads from, and waits.

Tokens decide what you pay, what fits in the context window, and why the same sentence costs more in some languages. And the famous strawberry failure? The usual explanation is mostly wrong.