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Shweta Kamble

What is Shweta building?

Engineer and data scientist turned operator, building three ventures with AI

Go on. Open the files. Shweta said it was fine.4 files

Companies

Work

Home

Who I follow

People

Brandon SandersonBooks
N. K. JemisinBooks
R. F. KuangBooks
Susanna ClarkeBooks

Podcasts

Publications

My rules for working with AI

roi-check.md

My favorite skill: roi-check

Before the AI starts any task, routine or calendar block, it names which of four returns the work buys me: time, money, joy or creative time. If it buys none, it asks before doing it.

The whole skill

# ROI Check

Run this before starting any task, building any routine, or putting any block on my calendar: name what it is trying to maximize. Everything we do needs an ROI. What is it trying to maximize, and are we on theme? The point of the whole system is to give me time back.

## The four returns

Every task, routine, rule or calendar block serves at least one of these:

1. Saves time: mine first, then my team's.
2. Saves money: spend avoided, money recovered, or cash protected.
3. More joy: less friction or worry, more of what I enjoy.
4. More creative time: frees hours for creative work (writing, building, design, strategy).

## Steps

1. Before doing the work, write one line: ROI: <which of the four>, <how, in a few words>. Example: "ROI: time, the brief arrives before the call, so I don't prep by hand."
2. If it serves none of them, stop and ask whether it is needed, in one plain sentence. Don't do it on autopilot.
3. Prefer the option with the larger return for the same effort. A routine that needs me to click, approve or read every day costs time; count that against what it saves.
4. For calendar blocks, put the ROI line in the hold's description.
5. For new routines and instructions, put the ROI line in the opening paragraph.

## Examples

- A weekly topic block on our value proposition: ROI money, because a sharper offer wins quotes. On theme.
- A daily report nobody reads: ROI none. Cut it or merge it into the daily board.
Most-used skills
roi-check, daily-reflection, decision-review, daily-dashboard
  • The instructions live in one place. A scheduled routine is only a pointer to a note, so fixing the note fixes the routine.

    Every scheduled task: Daily Board, outreach, hiring, reflection

    Lesson coming

  • The AI drafts, I send. Email is a draft unless I say send that exact message.

    Sales outreach run, Applicant review, Daily post drafting

    Lesson coming

  • Show me the screen before you build more.

    Terrain, Daily Board

    Lesson coming

  • Every task names its return: time, money, joy or creative time. If none, ask first.

    Every routine and calendar block

    Lesson coming

  • A label is not the record. Open the thread, the transcript or the source cell before acting on a summary.

    Applicant review, Interview scorecards, Sales outreach run

    Lesson coming

  • Find the hacky, simple, good-quality fix, so nothing has to be rebuilt later.

    Terrain, Aranya, Second brain

    Lesson coming

About Shweta

Shweta Kamble

About Shweta, according to Claude

Desktop as of October 27, 2026

Shweta Kamble spent years in data science and GenAI at Zoom, then walked into a family rail parts business and decided an industry that runs on calls and PDF drawings needed a second brain.

About 17 AI routines now run the mornings, from hiring to supplier outreach, and every one of them drafts while Shweta sends.

On the side: a women's gut-health app and an Indian seltzer brand with a 1972 Bombay love story on the cans. One venture would have been too tidy.

How my AI rates me

  • How technical, before AInever codedengineer
  • How technical, nowchats onlyships production
  • Projects finished vs. startedstarts everythingfinishes everything
  • Lets AI act on its owncopy and pasteruns on its own
  • Hours a week building with AIunder 140+
Industry
Rail and industrial parts, Women's health, Consumer beverages

LinkedIn

FounderEx-corporateCPGWorkSide business

DO NOT OPEN

pending_pending_pending.txt

Every task on my daily board said pending. I added comments. They did not go away.

Version 17 has a Done button that actually sticks.

Mark as done

task_queue_13400_words.md

My AI's to-do list for me reached 13,400 words and 32 open items.

Some decisions waited seven weeks. Now they show up on my calendar at 9 am, five lines each.

Decide later

Claude CodeClaude in ChromeClaudeObsidianGitHubWispr FlowOtterGoogle WorkspaceHiggsfieldElevenLabsv0SupabaseRender