Guided demo · 3-minute essentials / 5-minute deep dive
Explore 1,345 concepts, 300 technology profiles, 30 papers, 10 safety reports and 20 practical playbooks, with their original evidence labels and limitations.
“I'm building AI Updates as an AI learning and research hub. The goal is to move from a concept or concern to its sources, limitations, and a practical next step—not just collect headlines.”
THE SHORT ROUTE · APPROXIMATELY THREE MINUTES
Each stop opens a real, published part of this release. Follow the links below on the presentation device; the full research walkthrough remains underneath.
Open the expanded machine-learning guide: show the intuitive mechanism, a concrete example, the original reference and links to related concepts.
Be precise: 1,345 concepts have stable pages, but only 21 guides are expanded; the rest display their original concise entries.
Follow the concept →Search the technology catalog for PyTorch, select another suitable tool, and compare best-fit applications, constraints, alternatives and linked sources.
Be precise: 300 original profiles are available; these comparisons are editorial, not experimental benchmark results.
Open the technology search →Open Games inside the original AI Updates sidebar. Try a multiple-choice quiz or matching round, filter the deck by topic, and open a missed concept directly in the existing AI Updates record dialog.
Be precise: both modes use the same verified dictionary; no AI grades free-form paraphrases.
Open Games in AI Updates →Open a safety record and point out whether the evidence is a controlled demonstration or an incident report. Then show the dated What’s New archive and its actual publication status.
Be precise: imported review labels are not newly audited. An empty news archive means the first reviewed edition is pending, not that nothing happened in AI.
Inspect safety evidence →THE EXTENDED ROUTE · ABOUT FIVE MORE MINUTES
The steps below give a longer alternative for conversations about research methods, safety incidents, engineering playbooks and publication integrity.
Search the dictionary, open a permanent concept page, and follow its prerequisites, related concepts, examples and sources. All 1,345 concepts have reference pages; 12 now have expanded explanations.
Point to make: distinguish imported concise entries from the first expanded guides.
Open the machine learning guide →Search for PyTorch, add it and another tool to a comparison, and inspect the differences in purpose, execution, caveats and evidence status.
Point to make: these are editorial comparisons; no head-to-head benchmark is claimed.
Search technology profiles →Search the paper library. Open a record and show its summary, limitations, review label, and link to the original paper.
Point to make: the explanation and its evidence stay together.
Open the research search →Open the safety observatory. Use the report-type filter, inspect a record's environment and timeline, and explain whether it describes a real-world report or a controlled evaluation.
Point to make: a concerning demonstration is not automatically a confirmed deployment incident.
Explore the safety reports →Browse the engineering playbooks. Choose one related to the conversation and show its suggested approach, first step, validation plan, and tradeoffs.
Point to make: the hub is intended to support experiments and decisions, not just definitions.
Open the problem playbooks →Open publication progress. It separates what is published from what is merely prepared. Use the counts in this release instead of quoting an old screenshot.
Point to make: the catalog is incomplete, evidence labels have limits, and a scheduled development task is not a live research feed.
Show publication progress →“Which evidence standard, learning feature, or evaluation would make this genuinely useful for your students or research?”
Before presenting: open each step once on the device you will use. Keep the commit-pinned GitHack link and download the searchable offline fallback. The fallback includes all records, search, comparisons, Quiz, Match and JSON exports; original workbook/database downloads, external citations and expanded pages require the served edition. The daily news archive needs the hosted site and may still be awaiting its first reviewed edition. This guide and the permanent term pages are printable and need no JavaScript.