Production-shaped debugging practice

Debugging skill,
proven in
real code.

Get better at debugging with production-shaped practice built from real codebases, real incident patterns, and safely packaged open-source bugs. Every public challenge is free to practice. No trivia. No blank-slate algorithm puzzles.

138 playable labs · 509 technical guides · no local setup

EXPRESSJS / ROUTERINCIDENT #042
37const nextPage = page + 1;
38if (nextPage < totalPages) {
39 return fetchPage(nextPage);
40}
FAILING SIGNALExpected 100 records. Received 80.pagination.hidden.test.ts · line 64
PATCH

- nextPage < totalPages+ nextPage <= totalPages

Accepted fix8 / 8 checks passed · minimal diff
94
Realistic codebases
Deterministic grading
Evidence-backed
01Open a broken codebase
02Reproduce the problem
03Make the smallest correct fix
04Prove it works

Syntax is cheap.
Debugging is signal.

What Buglyst measures

Strong engineers do more than land on a passing patch. They reproduce the failure, separate signal from noise, trace the root cause, change the smallest surface, and prove the result.

Read the debugging playbooks

Why Buglyst

Practice that matches how debugging actually works.

View all challenges
01

Practice real-world incidents

Cloned repositories from production failures. Fix race conditions, memory leaks, and logic errors in complex codebases — not isolated functions.

express
lib/router
index.js
·layer.js
·route.js
test
package.json
index.js
route.js
37const nextPage = page + 1;38if (nextPage < totalPages) {39 return fetchPage(nextPage);40}41const off = true;
RUNNING · 12/24express@4.19.2
02

Pass hidden validation

Your fix isn't checked against just the known failing test. Our hidden CI suite ensures you haven't introduced regressions elsewhere.

What fails first?

race condition
off-by-one
null pointer
Check Confirmed

March · 2026

20

Friday

03

Track-based skill paths

Follow specialised curriculums. From "Frontend Rendering Bottlenecks" to "Distributed Systems Deadlocks."

H

Last attempt

"Need to fix the off-by-one in router.ts"
Tracked
87%
04

Fix broken tests in production-shaped codebases

Stop solving toy puzzles. Buglyst labs are mirrored from real OSS repositories with real failure modes, real dependencies, and real evidence.

B
Hi, I'm Buglyst AI Debug— I'll trace the failure, isolate the suspect, and prove the fix.
traceable · reproducible · reviewable
05

Edit, run visible checks, submit a focused patch

No local setup. Open a workspace, reproduce the failure, change the smallest correct surface, and prove it with the same checks a reviewer would run.

H

Harsh S.

Engaged 10 times

"Hi Harsh, welcome back! Last time the off-by-onein pagination.ts was the root cause — your minimal patch was accepted."
Q3 2026Backend · 2hConcurrency
06

Start with logs, symptoms, test failures

Every lab opens with the same evidence on-call engineers use: failing assertion, stack trace, recent commit, and the changed-file list as a suspect map.

Reproduced
🏛Backend🔍Race👤Senior
S

Sarah · Backend

Assigned
07

Turn accepted fixes into evidence

An accepted patch becomes a verifiable report — root-cause analysis, test strategy, and patch quality — not just a green checkmark.

🇹🇸TS🇯🇸JS🇬🇴GO🇵🇾PY🇷🇸RS🇷🇺RB🇯🇵JV🇵🇹PH🇸🇦SW
08

Prepare for real debugging interviews

Practice backend, API, CI, configuration, and production-style failure modes that hiring teams actually screen for.

HotReal-time trigger · now
🔔

Acme is hiring for a backend debugging role — they want evidence, not algorithm drills.

J

Jordan, Tech Lead

🏢Vertex📍San Francisco

For engineering teams

Hiring engineers? See how they debug before you hire.

Evaluate root-cause analysis, test strategy, patch quality, and verification discipline inside a realistic debugging task. Request pilot access. We’ll provision the workspace, help choose the screen, and activate candidate access only after scope and payment are confirmed.

Illustrative report preview91/100
Root-cause analysis92
Test strategy84
Patch quality96
Verification discipline89

Demo evidence note: isolated the boundary condition before editing; verified visible and hidden checks. Not a real candidate record.

Clear pricing

Practice free.
Pay for deeper evidence.

Every public challenge stays open. Pro adds developer evidence and career tools; Hiring is a separate product for teams.