---
title: "TKCollective (@agentoracle) | Hashnode"
description: "Trust layer for AI agents. Verify before you act. Per-claim verification · 0.00–1.00 confidence · x402 native · http://agentoracle.co"
url: "https://hashnode.com/@agentoracle"
---

@agentoracle

# TKCollective

@agentoracle · Los Angeles · Joined April 2026

Trust layer for AI agents. Verify before you act. Per-claim verification · 0.00–1.00 confidence · x402 native · http://agentoracle.co

### [How to Add Claim Verification to Your LangChain Agent in 5 Minutes](https://agentoracle.hashnode.dev/how-to-add-claim-verification-to-your-langchain-agent-in-5-minutes?utm_source=hashnode&utm_medium=feed)

Your LangChain agent is wrong about 10% of the time. Not occasionally — consistently, confidently, and silently. The problem isn't the model. It's that your agent has no way to know when it's wrong. I

6 min read · [agentoracle.hashnode.dev](https://agentoracle.hashnode.dev/how-to-add-claim-verification-to-your-langchain-agent-in-5-minutes?utm_source=hashnode&utm_medium=feed)

[Apr 20](https://hashnode.com/posts/how-to-add-claim-verification-to-your-langchain-agent-in-5-minutes/69e698a5c9501dd0103754c2)