How it brings value
It’s fair to ask: I already write the code and (sometimes) test it — what does a tracker add? The answer is the difference between intending to verify and knowing that you do.
The problem it solves
Section titled “The problem it solves”AI now writes a large and growing share of our code — by widely-cited industry estimates already around 40% of committed code, and rising. We’ve gotten very good at measuring how much it writes. We’ve gone quiet about whether anyone checked it.
96% of developers don’t fully trust AI-generated code — yet only 48% always verify it before committing.
— Sonar, State of Code 2026
That gap has a name now — verification debt, a term AWS’s Werner Vogels uses for the growing pile of unchecked AI code — and it compounds silently. The industry’s answer is to automate the review: machines checking machine code. Agent Karma’s answer is the opposite — keep you in the loop, and make the one habit that closes the gap visible instead of leaving it to good intentions.
What changes when the habit is visible
Section titled “What changes when the habit is visible”- The question gets asked, every time. A session ends with one honest verdict — did you verify before you trusted it? — so the check stops being something you’ll “get to.”
- Your blind spots surface. The dashboard shows the kinds of work you skip (“I never run lint on a migration”), so you fix the pattern, not just today’s change.
- Risk and effort line up. The Dharma → Phal arc means a high-risk change with no validation is flagged before it ships — and a validated one earns a quiet, deserved nod.
- You build a streak worth keeping. Light, calm gamification (a rank, a streak, a card) rewards consistency — never volume, never a race against teammates.
The value, concretely
Section titled “The value, concretely”| If you’re a… | Agent Karma gives you… |
|---|---|
| Developer | A faster path to “this is safe to ship,” and a credential that proves you held the line |
| Tech lead | A shared vocabulary for verification — without surveilling anyone’s code |
| Learner | A way to build the habit — practice in the Dojo, then carry it into real work |
Why it’s safe to adopt
Section titled “Why it’s safe to adopt”Everything that makes it valuable is also what makes it trustworthy:
- It measures your habit, not your code — only metadata, never content.
- It’s for you, not your manager — the mirror, not the dashboard.
- It’s 100% local — no account, no telemetry, no network call, ever.
- It works with any AI tool — Claude Code, Copilot, Cursor, ChatGPT, even browser and copy-paste.
The payoff in one line
Section titled “The payoff in one line”You’re the last line of trust between AI-written code and production. Agent Karma is the quiet proof — to yourself and to anyone you share it with — that you’re actually holding it.
Ready? Practice in the Dojo or install for VS Code.