The value frontier undominated.ai/frontier/

The first forecast said aloud pulls every later estimate toward it. Test: pick one deadline. Each person writes the odds of hitting it before anyone speaks. Talk, estimate again, and name the new evidence behind each change. lenvanderhof.com/en/blog/cal…

A stronger model does not get a pass on your data rules. Test: take one prompt that includes customer or policy text. If that text must stay on machines you control, run it locally or block the call. lenvanderhof.com/en/blog/fro…

Fluent AI prose can hide an assumption the conclusion needs. CALIBRATE: name the assumption that would collapse the last answer you forwarded, then point to the evidence. No evidence: mark it unverified. lenvanderhof.com/en/blog/eva…

AI Overviews can only use a page Google is allowed to quote. Test: view source. If the robots meta tag contains nosnippet, Google may not quote the page, so AI Overviews cannot use it. lenvanderhof.com/en/blog/how…

A model can win on score and price and still fail your job. Capability envelope test: send your longest real input and the output length you need. If the other model cannot take either, it cannot replace yours for that job. lenvanderhof.com/en/blog/wha…

A model on a fixed path is still automation. Test: draw the path in five boxes or fewer. Circle any box that can pick a tool the drawing does not name. No circle: keep calling it automation. lenvanderhof.com/en/blog/age…

Calibration is whether your stated odds match what actually happens. Test: pull forecasts you called 80% likely. Did about 80% come true? No log yet? Write one forecast, its probability, and a review date today. lenvanderhof.com/en/blog/wha…

A task you can decide with fixed rules does not need an AI agent. Test: write one recurring task and every exception. If each decision is a rule you can state before it runs, start with a script. lenvanderhof.com/en/blog/whe…

Len P. van der Hof - DEEP TRACE // 180+ BPM Subterranean Industrial Hard... youtu.be/RuddV8vePwA?si=CbaA… via @YouTube

A link to your page is not the same as being named as the source. Test: ask one question your page answers in three fresh ChatGPT Search chats. For each reply, score two things apart: was the page linked, and were you named? lenvanderhof.com/en/blog/cit…

An AI agent drafts a pitch. A literary agent is hired to place your book with publishers. Test: write the job in one sentence. If it needs a publisher relationship, hire a literary agent. If it is a draft, use software and leave sending off. lenvanderhof.com/en/blog/lit…

A chatbot waits for your next prompt. An agent takes the next invoice row without another prompt. Give it a copy of one overdue-invoice sheet and one order: draft a reminder for each row. If every row needs a new prompt, you still do the work. lenvanderhof.com/en/blog/ai-…

An AI agent with no named reviewer is a demo that can spend money. Pick one system you call an agent. Write the name of the person who can fail its output, and the last date they did. A role, or a blank date, means stop calling it an agent. lenvanderhof.com/en/blog/wha…

A dashboard score is not answer engine optimization. The job is one page a machine can quote from the opening. Ask the seller which URL they will rewrite this week. A login or a chart means you bought a report. lenvanderhof.com/en/blog/aeo…

A Google ranking does not prove ChatGPT fetched the page. Pick one ranked URL. Check robots.txt and your access logs for OAI-SearchBot, ChatGPT's search crawler. If that crawler is blocked, fix access before you rewrite. lenvanderhof.com/en/blog/aeo…

Showing up in an AI answer does not make your page worth quoting. Open one page. Paste its first answer into a blank doc. Can a stranger name the claim, who made it, and where the evidence sits? If not, rewrite the opening. lenvanderhof.com/en/blog/wha…

More AI agents cannot fix a broken handoff. Give the next agent only the handoff note. Ask it to state the task, the constraints, and the pass/fail check. Match that to the brief. Fix the gaps before you add agents. lenvanderhof.com/en/blog/wha…

"We'll watch it" is a note, not a plan to reduce a risk. Open one risk marked monitor. Fill five fields: effect, action, owner, trigger, test. One blank field means the plan is unfinished. lenvanderhof.com/en/blog/dow…