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AI-assisted QA

Practical AI.
Verified results.

Daily use of Claude Code and Codex for repository analysis, test design, automation code, debugging, and documentation.

Understand the context

Explore repositories, develop test ideas, and investigate failures with AI assistance. Product risks and existing behavior guide the questions.

Build and improve

Draft and maintain test code, refactor shared utilities, and prepare documentation. Use agents to support repeatable QA work and problem analysis.

Check the result

Review proposed changes, run relevant checks, and verify behavior manually where needed. Technical judgment stays with the engineer.

ChatGPT / Codex activity

AI, in numbers.

Token usage and activity from my ChatGPT / Codex profile.

Lifetime tokens
2,057,022,996
Peak tokens in a day
264,324,130
Longest task
17 hr 40 min
Longest streak
31 days
Current streak
8 days

Token activity by month

The 12 most recent calendar months. Bars compare reported token totals; the current month is incomplete.

Current month · partial
71,011,810
Days with reported activity: 2
71,011,810
500,484,534
Days with reported activity: 25
500,484,534
1,295,095,542
Days with reported activity: 30
1,295,095,542
73,536,737
Days with reported activity: 10
73,536,737
76,084,272
Days with reported activity: 9
76,084,272
18,999,442
Days with reported activity: 8
18,999,442
21,810,659
Days with reported activity: 9
21,810,659
0
Days with reported activity: 0
0
0
Days with reported activity: 0
0
0
Days with reported activity: 0
0
0
Days with reported activity: 0
0
0
Days with reported activity: 0
0

A dated snapshot of account activity, not a measure of productivity or work quality.

Source: ChatGPT / Codex profile · Data updated:

About these numbers

Summary values come from the profile service. The longest task is elapsed task time, not hours worked. Monthly totals sum only the daily token values returned by that service; months without returned values show zero reported tokens, not proof of inactivity. Monthly totals and lifetime tokens cover different periods. Missing metrics remain unavailable. Conversations, task names, private projects, and credentials are not published. No statistics for Claude or other providers are included.