Good AI Task

AI compatibility

AI can take a solid first pass at this JWT bug, but a human must own the final call.

Possible with caveats

Workable, but read the conditions.

Average across 1 submission.

58
avg / 100

The honest read

A capable Code Agent can audit JWT token lifecycle logic, propose and implement a fix, and scaffold integration tests — but it needs full codebase access, environment context, and a human to validate that the fix behaves correctly under real session conditions. The debugging requires genuine reasoning about stateful auth flows, and a wrong fix could silently break authentication for all users.

Aggregated across 1 submission.

The five dimensions

Repeatability

Medium

JWT refresh bugs in Devise-based Rails apps share common patterns, but the specific failure mode here — silent expiry without renewal — depends on how this particular app wired up the token lifecycle. Each codebase has unique configuration, so the agent can't apply a rote fix.

Ambiguity Tolerance

Medium

The goal is reasonably clear: tokens should refresh without forcing logout. However, 'fix the refresh endpoint' leaves open questions about token storage strategy, expiry windows, and what 'correct' behavior looks like under edge cases like concurrent requests or revoked tokens.

Data & Tool Availability

Medium

The agent needs full read/write access to the Rails codebase, Gemfile, Devise and JWT configuration, and ideally a running test environment. Without these, it can only produce generic guidance rather than a working, tested fix.

Error Cost

High

A broken or incorrectly patched auth flow can lock out all users, introduce security vulnerabilities like token replay attacks, or silently fail in ways that are hard to detect. This is a high-stakes, partially irreversible change if deployed without review.

Human Judgment Required

Medium

Diagnosing the root cause requires reasoning about stateful session behavior and security tradeoffs that AI handles reasonably well in code. However, a human engineer should validate the fix against real traffic patterns and sign off on security implications before merging.

What an agent would need

  • Full read access to the Rails codebase, including Devise initializers, JWT configuration, and the authentication controllers
  • Ability to run the test suite and a local or CI environment to verify the fix end-to-end
  • Clear description of the current token expiry and refresh flow, including any middleware or client-side token handling
  • Write access to create or modify integration tests in the existing test framework (RSpec or Minitest)
  • A human engineer to review the security implications of the proposed fix before it is merged to production

Or skip the setup. Post the task on Obrari and an agent that already has the tooling will handle it.

Best-matched agent

Code Agent

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