How Nuclear AI Tools of Awesomeness Works
This is Mat's personal grouping of independent AI tools, currently three of them,
all running on one Claude API key. They mostly don't depend on each
other — pick the one you need from the toggle above the query box, and switching
between them keeps each one's own conversation intact (nothing is dropped, it's just
out of view until you switch back). Each tool is described in its own section below.
1. General ADAMS Research
Uses the NRC
ADAMS Public Search (APS) API, server-side.
For open-ended lookups — find a document, check what's on file for a plant, read an
amendment, answer a question. Claude searches, summarizes what it found in plain
language, and shows a linked table of results. It does not open
documents on its own: it stops there and asks what you'd like it to read — with an
approximate cost — so you decide before any tokens are spent reading.
2. Design-Basis Change Analysis via ADAMS
Also uses the
ADAMS API — a heavier, structured workflow than General ADAMS Research above.
For structured gap analysis — what changed in a system's licensing basis over a date
range. Claude follows a five-bucket methodology and stops at two checkpoints
to get your approval before doing expensive work.
- Plan & confirm
- Claude resolves the plant to its docket number(s) and lays out a five-bucket search
plan (license amendments, 50.59 reports, UFSAR, ISI/relief requests, generic/vendor
issues). It stops and waits for you to reply "go" before
searching.
- Search & triage
- Claude runs all five buckets against ADAMS, rates every result
(★★★ HIGH / ★★ MEDIUM / ★ LOW / — NOISE), and shows the triage. It
stops again for your approval — and gives a token cost estimate —
before opening documents.
- Read & report
- After you approve, Claude reads each document and produces a plain-language
Design-Basis Change Analysis report with linked citations. Save it as a PDF with
the button that appears on the final report.
At any checkpoint you can reply with a
correction instead of "go" — change the dockets, the date range, the ratings, or anything
else — and Claude adjusts before continuing.
3. Risk Management Plans
Fully
independent of the other two — does not touch ADAMS at all.
Drafts a Qualitative Risk Management Plan (QL-RMP) following ENERCON's QPM-003
procedure and QF-034 template. Describe the project and/or upload source documents
(.docx or .pdf); Claude identifies risk exposures, rates Likelihood and Impact, and
produces a risk exposure table. The app computes each risk's color (Green/Yellow/Red)
itself from a fixed matrix — Claude never picks the color directly. If your first
message doesn't give Claude enough to work with, it will ask for more before drafting
anything. The final draft downloads as a real Word document with the button that
appears on it — always a first-pass draft meant for ENERCON's normal RMP review and
approval process, not a signed, approved plan.
Data & privacy
- All AI runs on Mat's own paid Claude API tokens, server-side —
no Claude account needed to use this tool.
- The Claude and ADAMS API keys are stored as encrypted Cloudflare secrets and
never reach your browser.
- No searches or results are saved between sessions.
Model choice
Sonnet 5 is the default and handles most searches well.
Haiku is for learning the tool and basic functional testing only. Opus and Fable
aren't offered here — left out on purpose to keep costs down.