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Case Study
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CommitStudio

Community-based creative initiative

Community-based creative initiative

BYOKDeveloper ToolsDocumentationGitLLM
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softx.ca · commitstudio
Files
patient-api.ts+12
auth.config.ts-3
db-schema.sql+28
utils.ts+7

CommitStudio

maina3f8c1d
ChangesHistoryReview
Before
14const timeout = 3000;
15const retries = 1;
16
17async function fetch(id) {
18 const res = await api.get(
19 `/patient/${id}`
20 );
21 return res.data;
After
14const timeout = 8000;
15const retries = 3;
16const backoff = 1.5;
17async function fetch(id) {
18 const res = await api.get(
19 `/patient/${id}`
20 );
21 return validate(res);
3 files changed+47-12
Commit History
CommitStudio challenge visual

Challenge landscape

Context

The Problem

Developers often lose context after commits, making it hard to document decisions and maintain high-quality change history.

  • Digital media initiative
Approach

The Solution

Bring-your-own-key tool that helps rewrite and document commits with better context and summaries.

  • Git repositories
  • local CLI or web
  • OpenAI key (user-provided).
CommitStudio solution visual

Implementation approach

Delivery

How We Built It

Git context capture → LLM-assisted rewrite → user review → export back to workflow.

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Outcomes

Results

BYOK

Developer Tools

Documentation

Git

LLM

Productivity

Digital media initiative

education

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