
Research
/Security News
Mini Shai-Hulud Campaign Hits Red Hat Cloud Services npm Packages
A mini Shai-Hulud campaign compromised Red Hat Cloud Services npm packages to steal developer and CI/CD secrets during installation.
@appifex/fix
Advanced tools
TDD red-to-green fix loop with multi-layer circuit breakers.
import { fixLoop } from '@appifex/fix'
const result = await fixLoop(initialValidation, {
fixFn: async (failures) => {
// Call your LLM to generate fixes based on failures
return { filesChanged: ['Home.tsx'], tokensUsed: 1000 }
},
buildFn: async () => buildReactNative(runner, { projectDir: './app' }),
validateFn: async () => validateAll(runner, { ... }),
maxAttempts: 5,
tokenBudget: 50_000,
})
if (result.status === 'all_green') {
console.log(`Fixed in ${result.attempts.length} attempts!`)
} else {
console.log(`Stopped: ${result.circuitBreakReason}`)
console.log(`Recommendation: ${result.recommendation}`)
}
| Trigger | Threshold | Action |
|---|---|---|
| Max attempts | configurable (default 5) | Stop, report |
| Same error repeated | 3 identical failures | Stop, unfixable |
| No progress | 2 attempts, zero test delta | Stop, going in circles |
| Regression | More tests failing | Rollback, stop |
| Token budget | Phase budget depleted | Stop, surface to user |
| Timeout | Configurable | Stop, partial results |
On circuit break, returns a recommendation: manual_fix, simplify_design, relax_tests, split_and_retry, or add_budget.
FAQs
LLM-assisted validation → fix loop with deterministic verification
We found that @appifex/fix demonstrated a healthy version release cadence and project activity because the last version was released less than a year ago. It has 2 open source maintainers collaborating on the project.
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