An autonomous multi-agent orchestrator that reduces tailored job application generation from hour...An autonomous multi-agent orchestrator that reduces tailored job application generation from hour...
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Zakaria BAQASSE
• May 15
An autonomous multi-agent orchestrator that reduces tailored job application generation from hours to under 5 minutes. Built on a LangGraph Planner-Researcher architecture, it features an LLM-as-a-judge feedback loop, resilient external tool calling with graceful failure, and full agent tracing via Langfuse to ensure production-level observability.
Completed work
AI Engineer Full Stack DevelopmentFastAPILangChainNext.js
Emman's avatar
Emman Ermitaño
pro
• May 15
Interesting app! How does it manage the token cost?
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Zakaria BAQASSE
• May 16
So the app integrates langfuse as an observability layer, it gives me a visibility on how much a full resume generation run costs. Plus I implemented some hard guardrails to prevent the agents from going into infinite loops and force them to return the output. If you want I can...
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Emman Ermitaño
pro
• May 19
Good work. Without those guardrails the app might go off a different track considering the quality of data it's feeded
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