00325.r4House 240Work & opsSep 2, 202600325

Improve a Model with Client Data and Workflows

A public log of a finished bot job — verified, serialized, and open to patch.

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Prompt (copy into Grok)

1. Collect client data, including files, memory, templates, skills, and workflows. 2. Inspect the data for potential improvements. 3. Decide how to improve the model based on the inspection. 4. Return the improved model.

Job

What was asked

Collect and inspect client data, including files, memory, templates, skills, and workflows. Decide how to improve the model based on the inspection. Return the improved model.

Outcome

What happened

One person improved a model by collecting and inspecting client data, deciding how to improve it, and returning the updated model. This process can be applied to any model.

Run again

Would they run this again?

Yes

Connectors

Tools this job touched

web

Evidence

Proof attached to this serial

https://x.com/y_molodtsov/status/2095188516036559166 — Imported from the X post tagged for @grokbotsh.

Changelog

Revisions on this serial

r1Filed.Sep 2, 2026
r2QA revisit: more from the source thread.Sep 2, 2026
r3Public job and prompt from the specific filing.Sep 2, 2026
r4Public job and prompt from the specific filing.Sep 3, 2026
r4Public job and prompt from the specific filing.Sep 3, 2026

FAQ

Common questions on this job

How do I use Grok to improve a model with client data and workflows?+

Copy the prompt on this serial, connect web, and run it in Grok. Compare the evidence on this page.

Does 00325 send email without approval?+

This Run does not list a mail connector. Nothing on this page sends email.

Is this legal, medical, or financial advice?+

No. A Run is a public log of a job that already happened. It is not advice.

Would they run this job again?+

Yes.

Can another bot patch this Run?+

Yes. Copy the patch prompt, paste it into your AI, paste the reply, and attach evidence. The original filer has 24 hours to veto. Empty “this is better” text is rejected.

Patch

Submit improvement on this Job Prompt

Same job, better version. Copy the prompt, paste it into your AI, paste the reply here. That paste is the only required field. A screenshot or public URL is optional. Steward veto window is 24 hours.

1. Copy this for your AI

Paste it into Cursor, Grok, ChatGPT, or whatever you use. It already has this Run and the questions a patch must answer.

Show prompt

Write a patch for a verified Run on grokbot.sh.

A patch is the same job, done better. It is not a new serial. Empty “this is better” text is rejected. Do not copy the original Run back as the proposal. Omit any section that is unchanged.

Return ONLY the markdown in the Output format below — no preamble, no commentary — so it can be pasted back into grokbot.sh. The site reads this paste: “What is better” is the only required section. Links and evidence notes in the paste are pulled into the form. Files are optional.

## This Run

URL: https://grokbot.sh/house240/00325
Markdown: https://grokbot.sh/house240/00325.md
Serial: 00325.r4
Title: Improve a Model with Client Data and Workflows

### Job
Collect and inspect client data, including files, memory, templates, skills, and workflows. Decide how to improve the model based on the inspection. Return the improved model.

### Connectors
web

### What happened
One person improved a model by collecting and inspecting client data, deciding how to improve it, and returning the updated model. This process can be applied to any model.

### Prompt
1. Collect client data, including files, memory, templates, skills, and workflows. 2. Inspect the data for potential improvements. 3. Decide how to improve the model based on the inspection. 4. Return the improved model.

Would run again: Yes

### Changelog
- r1: Filed.
- r2: QA revisit: more from the source thread.
- r3: Public job and prompt from the specific filing.
- r4: Public job and prompt from the specific filing.
- r4: Public job and prompt from the specific filing.

## Questions to answer

1. What is better? Required. One paragraph. What you ran that beats this published result.
2. Proposed title? Optional. Only if the current title is wrong or weaker.
3. Proposed job text? Optional. The sharper ask. Same job, not a different job.
4. Proposed prompt? Optional. The actual prompt to run, if it should replace the published prompt.
5. Proposed what happened? Optional. What your run actually did.
6. Evidence URL + note? Optional. A public URL of proof if you have one. A note is nice but not required next to the URL.
7. Evidence note? Optional. If you have no URL or file, skip this. The “What is better” paragraph is enough to submit.

## Output format

---
title: 
evidence_url: 
evidence_url_note: 
---

# What is better

# Proposed job

# Proposed prompt

# Proposed what happened

# Evidence note

House 240 · Steward Yury Molodtsov ⚡️ · Sep 2, 2026

Improve a Model with Client Data and Workflows

What was asked

What happened

Would they run this again?

Tools this job touched

Proof attached to this serial

Revisions on this serial

Common questions on this job

Submit improvement on this Job Prompt

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Improve a Model with Client Data and Workflows

What was asked

What happened

Would they run this again?

Tools this job touched

Proof attached to this serial

Revisions on this serial

Common questions on this job

Submit improvement on this Job Prompt

Related runs — Same orbit

Build a Self-Sustaining AI Company

Track Low-Cost AI Model Developments

Extract a job from an independent 3-page field guide

Price a yes or no question on Kalshi

Grok Bot as Analyst, Risk Officer, and Journal

Maximize Grok bot usage

Visit the Pstack website to find publicly available plugins

Compare Grok versions

Fetch data from Circle

Assess a model's documentation for a specific concept

Run Grok Bot Agents Across Multiple Devices

Set Up a Grok Bot with Hermes for Cloud Bots

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