Engineering Insights
Deep dives into Blockchain, AI, Web3, and Data Engineering from Unchain Labs.

TECH • LATEST
Why we use RAG for Legal Tech 1
How vector databases allow AI to "read" contracts like a lawyer.
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WEB3 • SECURITY
Auditing Smart Contracts on Base
Our checklist for deploying MEV-resistant protocols on L2 chains.
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AI
When We Stopped Handcuffing the LLMs: From RAG-Only to AI-First
In today's AI landscape, many engineering teams spend significant effort optimizing RAG pipelines, improving retrieval quality, adding guardrails, and minimizing hallucinations. We took the same approach when building an AI-powered contract analysis application. However, during product testing, we discovered something unexpected: The biggest limitation wasn't the model. It wasn't the data. It was the constraints we had placed on the model itself. That realization came from a very specific Legal Tech project our team was working on.
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AI INSIGHTS • LOGISTICS
AI for Freight Forwarders: 7 Proven Use Cases That Reduce Manual Work
Discover 7 practical AI use cases for freight forwarding companies, from document processing and customer support automation to AI agents that reduce manual work and improve operational efficiency.
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