Practical notes
AI wrote the first draft. What's still up to me?
Are the facts right? Does it sound like me? A few things to check before publishing, and what to do when the workflow goes wrong.
AI notes
Some ideas need more room than a post.
Here I share methods I use at work, decisions I make while building products, and questions I want to test next. Browse by topic or search for the problem you are working on.
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Working draft
When AI only needs to choose: exploring Jev and local Laya
Some tasks only need a next step. From Jev and a friend’s local Laya Snake project to model routing and trading research, I want to explore where decision models fit. These are hypotheses and a test plan.
First shared on IGPractical notes
Make video assembly repeatable, and put decisions first
How I review scripts and storyboards before building a repeatable assembly flow with fixed inputs, a timeline, and a short acceptance sample.
First shared on IGPractical notes
Leave a return path for every file you move
How I separate file cleanup into read-only inventory, a proposed path map, and small moves so classification involves less guessing.
First shared on IGPractical notes
Give a local worker a clear boundary before giving it work
What I learned from modular Jarvis design and local Qwen delegation: write the task contract first, then independently check what comes back.
First shared on IGPractical notes
Make Tasks Visible and Put Boundaries on AI Updates
Use minimal fields, one progress log and explicit boundaries to keep consequential decisions visible.
First shared on IGPractical notes
Build Monitoring That Speaks Only When Something Changes
Define freshness, meaningful change and a visible notification before scheduling a daily run.
First shared on IGPractical notes
Make the proposal tangible, then define when to stop
How I align a proposal with a prototype, then use evidence, stop lines, and a pre-meeting challenge to choose the next step.
First shared on IGPractical notes
Before changing direction, organize the evidence you can show
How I start with target roles, find evidence in my work, and decide whether to learn, build a project, or pursue a certificate.
First shared on IGPractical notes
Help AI Pick Up Where Your Project Left Off
Separate standing rules, current progress and decisions so the next conversation can check the facts.
First shared on IGPractical notes
Turn Meeting Records into Drafts People Can Use
Check commitments first, then create separate manager and team drafts from the same record.
First shared on IGPractical notes
Writing that sounds human starts with something clear to say
I review scenes, transitions, sentence rhythm, and sources before asking AI for local edits that retain what I actually mean.
First shared on IGPractical notes
Choose Models with Your Own Work, Not a Leaderboard
Use judgment, reviewability and three work samples to decide where a model change helps.
First shared on IGPractical notes
Give Your AI Team Clear Tasks and One Writer
Use a five-field task brief, clear roles and evidence to make AI work reviewable.
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