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Chiranjeev Thomas
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Notes from building agents, RAG pipelines and LLM features that hold up in production.
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AI engineering
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Full-stack
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20 Oct 2026
Your agent shouldn’t know about tools it can’t use yet
State-based tool gating in LangChain — how InvoiceChaser keeps a debt-collection agent polite until escalation is earned, by changing what the model can see rather than what it’s asked to do.
1 min read