About this manual
A reference on AGI, social change and preparedness, written so readers can distinguish observed evidence, forecasts, theories and recommendations.
Scope
The manual moves from definitions to consequences: what the technology is and how to measure its progress; what it would change for labor, power and information; and the specific mechanisms — documented and disputed — by which it could go catastrophically wrong. From there it branches into what a reader can do: household and institutional protection, the governance and technical off-ramps that determine whether the worst scenarios happen at all, and the response and continuity measures that follow if they do. It closes with the harder cases most references skip entirely — what life after transformative AI could actually require, what the aftermath looks like if prevention fails, and the concrete state of humanoid robots at home and at war.
It currently runs to 10 chapters and 119 sub-topic pages, drawing on 239 registered sources.
Sourcing standard
Reviewed articles place source links beside the claims they support and collect those links in a reference list. The source index tracks a smaller set of recurring sources and named positions. Its labels show how direct a source is, but directness is not the same as quality: a company disclosure, a preprint, a statute, and a replicated study must still be weighed differently.
| Label | Means |
|---|---|
| Primary source | The author's own published work. |
| Research/report | An institutional or peer-reviewed report. |
| Signed statement | A signed declaration or official communiqué. |
| Reported interview | Remarks reported by a named outlet. |
| Secondary coverage | A secondary write-up of remarks made elsewhere. |
Where a source's position is condensed into one sentence, that sentence is our summary and is presented upright and unquoted. Only text checked word-for-word against the original is shown as a quotation. This is the difference between a reference and a paraphrase mill, and it is the reason the source index exists.
For how pages actually get researched, drafted, checked, and corrected — including how AI assistance is used and where it isn't trusted unchecked — see the methodology page.
Editorial status and corrections
Every page carries its own status and revision date. A page marked working draft contains analysis that has not yet completed the full length, sourcing and editorial review gates — treat its specifics as provisional. 118 of 119 sub-topic pages currently carry citations.
Corrections are logged rather than quietly applied: the revision log records what changed and when. If a figure here contradicts a newer primary source, the primary source wins, and the log will say so.
Who writes this
Dwight Ringdahl is the founder and author of this manual. He leads Technology Geeks, Inc., with a background spanning IT consulting, cybersecurity, project management, and application development, including patents in programmatic advertising and real-time bidding.
Reviewed articles credit Dwight Ringdahl as author in their structured data, with this manual's publisher named separately as an organization — the same distinction most editorial sites draw between who wrote a piece and who publishes it. A profile is linked below rather than reproduced here, so it stays current on its own.
Independence
This is an independent reference. It is not affiliated with any AI lab, government body, or standards organization, and it takes no funding from any of them. Where a cited source has a commercial interest in the claim being made, the citation names the affiliation.
Independence from funding is not the same as independence from vendors, so the vendors are named. Pages are served through Cloudflare, and traffic is measured with both Google Analytics and Plausible — which means Google, the parent of a frontier lab this manual both writes about and cites, sees that you requested a page here. That is a real relationship and it buys no editorial input. Typefaces are self-hosted rather than loaded from Google Fonts, so that a reader who switches the measurement off reaches no Google server at all; the privacy policy sets out what is collected and how to switch it off.
Community
Each chapter has an attached discussion forum. Reading is open to everyone; starting a thread or replying requires a free account — email and password, with no third-party login provider involved and no email beyond what you post.
Current revision
Revision 2026.10, last revised . Planned next: full citation coverage for every sub-topic page, and real-time chat alongside the threaded forums.