01 / Motion experimentsFrom a page
From a page
to a story.
What turning public information into short videos teaches me about clarity, sources and the work before the animation.
Read the build notePractical AI. A curious human.A field guide by Chhimi
Make AI make sense.
I’m Chhimi. I make practical AI workflows for public-sector teams and overloaded professionals, with clear sources and human judgment built in.
The human behind the untangling
Practical by choice.
That’s the idea.Less noise.
Less noise.
More useful.
One question. One small experiment.
Something you can actually use.
- 01
Start with the messy bit.
A crowded head, a rough idea, a task that keeps getting put off.
- 02
Give it one clear job.
Give AI the context, the boundaries, and a useful definition of done.
- 03
Make the next step yours.
Review what comes back. Choose what’s useful. Put it to work.
Small experiments. Useful progress.Try the brain-dump workflow
A useful starting point
02Make work easier.
Practical guides for the things already on your plate.
Follow the curiosity
03Make something.
Personal projects, creative detours and useful lessons.
Free to take with you
Make it your own.
12 prompts and a toolkit you can use. No email gate.
The workbench / Selected experimentsA serious curiosity.
A serious curiosity.
A playful streak.
Things I’m making. What I’m learning.
Something you can try for yourself.
02 / A creative side questA familiar face.
A familiar face.
A very different
medium.
Sam Altman, a pumpkin stencil, and a surprisingly useful lesson in making AI-generated work hold together.
Read the build note03 / Building in publicYou’re looking at
You’re looking at
the experiment.
From a clean first draft to a more personal resource: making the content, identity and upkeep work together.
Read the build noteMake it. Question it. Make it better.All build notes ↗
One small untangleMeeting notes.
Meeting notes.
Clear next steps.
Try a three-step example.
No tool setup required.
01 / The messy starting pointIllustrative example
Sound familiar?
“Website review. Jamie will check the links by Friday. We still need someone to review the images. Next check-in is Tuesday.”
A fictional meeting. A very familiar problem.
Learn by doing, at your pace.
- Copyable prompts
- Repeatable workflows
- Human checkpoints
A good place to start
Small wins. Real work.
Pick something you already do.
Make the next attempt a little easier.
Turn meeting notes into actual next steps.
A useful summary is a start. A clear action plan is what helps the work move.
Try the workflowStop starting every AI conversation from zero.
A reusable context brief that gives your AI a useful starting point.
Get an AI draft that sounds more like you.
Give it examples, a real audience, and a clear definition of done.
Before you trust the output, check this.
A practical review pass for claims, gaps, and confident guesses.
New field guide · Public affairsBefore the
Before the
press release.
The notes. The missing credit. The quote still waiting for approval. Give AI a useful job before asking it for paragraphs.
Five prompts. A fictional packet. A result you can check.The first useful output? A better question.
S1 / Event sheet10 a.m.Session start
S2 / Rough notes9 a.m.Session start
Needs confirmation
Which time is correct?
Ask the event owner. Keep the conflict visible.Fictional training example · No agency endorsement
New field guide · Program operationsThe program changed.
The program changed.
What needs updating?
The deadline moved. The old date is still in the FAQ, checklist and training. Build a source-linked revision packet before rewriting everything.
One change. Four places to check.
Accepted change noticeIdentify what changes. Keep the exceptions.
- FAQ
- Staff checklist
- Training
- Form instructions
Fictional practice packet + worked examples
New field guide · Vendor reviewThe vendor says done.
The vendor says done.
Where’s the evidence?
Connect the agreed scope, authorized changes and supplied records. Prepare a review that the responsible people can check.
A claim starts the review
“The pilot is complete.”Fictional vendor cover message
- Agreed requirements
- Authorized changes
- Supplied evidence
- Human verification
Five prompts + practice packet + worked review
New field guide · Visual explanationsMake government
Make government
make sense.
10 visual AI prompts for the pages nobody wants to read. Fishing rules, budget dates and application steps become examples you can inspect and adapt.
01 / From fishing rules to a visual cheat sheet ↗Field NotesWhat caught my attention.
What caught my attention.
What it means for the work.
Perspectives on AI articles, videos and tools, with the source, the practical question and the limits kept in view.
Explore Field Notes ↗The field guide
What are you untangling?
Practical guides for the moments
between “interesting” and “useful.”
Workflow
Turn meeting notes into actual next steps.
Keep the decisions. Find the owners. Flag what is still missing.
6 min read
Foundation
Stop starting every AI conversation from zero.
A reusable context brief that gives your AI a useful starting point.
5 min read
Prompt + practice
Get an AI draft that sounds more like you.
Give it examples, a real audience, and a clear definition of done.
4 min read
Prompt + practice
A brain dump. Three next actions.
Turn a crowded head into a short, workable plan without losing the rest.
4 min read
Foundation
Prompt, workflow, skill. What’s the difference?
Understand the pieces before you build a system around them.
5 min read
Workflow
Before you trust the output, check this.
A practical review pass for claims, gaps, and confident guesses.
5 min read
Team practice
Your first team AI pilot. Keep it useful.
Choose one recurring task, measure the review work, and make a clear go/no-go decision.
6 min read
Web + content
Review web content without inventing policy.
Find unclear language, missing next steps, and claims that need a source.
6 min read
Foundation
Do you actually need an AI agent?
Use a simple decision test before adding tools, triggers, and autonomy.
6 min read
Creative workflow
Turn a public page into a clear video story.
A source-first storyboard for a short explainer, with a claim check before you animate.
6 min read
Build template
Give your first AI-built app a smaller job.
A one-page build brief that makes the user, task and definition of done clear.
6 min read
Quality checklist
Make a creative result useful beyond the preview.
A quality checklist for AI-assisted visuals, templates and physical outputs.
6 min read
Public affairs workflow
Before the press release: give AI the work that slows you down
Organize the facts, catch conflicting details, and prepare a clearer media handoff. Includes five free prompts and a fictional practice packet.
9 min read
Program analyst workflow
The program changed. Which instructions need updating?
Compare source requirements, find affected guidance, and draft revisions while preserving exceptions. Five free prompts, a fictional practice packet and worked examples.
8 min read
Vendor review workflow
Did the vendor deliver what we asked for?
Connect the agreed scope, authorized changes and supplied evidence. Five free prompts, a fictional practice packet and a worked reference review.
7 min read
Visual prompt collection
Make government make sense
10 visual AI prompts for the pages nobody wants to read. Original source-reviewed examples, complete prompts, editable SVGs and text equivalents.
10 examples
No tangled threads here.
No guides match this search and filter. Try “meeting,” “context,” or clear the filters.
16 free guides to explore
Free to keep. No email gate.Your first useful
Your first useful
AI toolkit.
12 adaptable prompts. A workflow canvas. A review checklist. A pilot scorecard. Take the pieces you need and put them to work.
Open the free starter kitThe way we workUseful beats
Useful beats
impressive.
A prompt gets the conversation going. A repeatable process helps you get something done.
- 01
Start with the actual problem.
What needs to happen? Who is it for? Give AI the context you would give a capable colleague.
- 02
Make the thinking visible.
Ask for useful structure, clear assumptions, and gaps you can spot. Keep the work small enough to inspect.
- 03
You keep the judgment.
Check the facts. Challenge the recommendation. Decide what goes forward. The responsibility stays human.
A curious mind.
A practical streak.
AI is interesting. Figuring out where it actually helps is more interesting to me.
My work connects people, web platforms, accessibility, and the reality of getting things done in government. That shapes the question I keep asking: does this actually help, or does it just give us something else to manage?
AI.Untangled is my personal space to make, test, and explain useful AI workflows. There’s room here for the workday and for curious side projects, from organizing a brain dump to turning an idea into something you can use.
Let’s figure it out, one useful thing at a time.
An independent, personal learning project. Views here do not represent an employer. Guides use illustrative examples.