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Same task. Completely different experience.
Claude Code
>I need to add webhook notifications to the API
I'd be happy to help you add webhook notifications! To provide the best solution, I have a few questions:
1. What's your current tech stack and framework?
2. How do you handle async jobs currently?
3. Do you have any existing notification patterns I should follow?
4. What's your testing approach?
>Node.js with Express, we use Bull for queues...
Got it. And what retry strategy do you prefer? Do you have an existing notification service I could look at for patterns?
>Check src/jobs/ for our email notifier
Readsrc/jobs/
● No persistent memoryclaude-sonnet-4
Back-and-forth to establish context every session
Claude Code+ MemNexus
>I need to add webhook notifications to the API. Use MX to recall previous work we've done and our established process for creating, testing, and deploying new features.
Memory"notification patterns" "feature development" "testing process"
✓ Found 4 relevant memories from your codebase patterns
I can help with that. Based on your established patterns:
• Your email notifier uses Bull with 3 retries + exponential backoff
→ src/jobs/email-notifier.ts
• New features follow: route → service → job → tests
• You use Vitest + MSW for API mocking
• Webhooks should include HMAC signatures (per your security decisions)
I'll create the webhook job following your email notifier structure. Starting with the Bull job definition?
● Context loaded from 4 memoriesclaude-sonnet-4
Instant context from your coding history
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