Journal

Writing on retrieval,
grounding, and agent systems.

ArchitectureJune 18, 20265 min read

Why Routing Matters More Than Bigger Models

Matching user questions to the right tool or knowledge source gives more reliable, consistent answers than simply using a larger language model. Here's why smaller, smarter routing wins.

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KnowledgeJune 10, 20268 min read

How Better Knowledge Retrieval Reduces AI Hallucinations

When agents retrieve context that actually matches a question, answers get more accurate and citations get cleaner. A practical look at how knowledge organisation affects answer quality.

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SecurityMay 28, 20266 min read

Securing Custom Webhook Integrations in Agent Workflows

A practical guide to keeping outbound agent actions safe: isolating API calls, validating tool parameters, and preventing agents from accessing resources they shouldn't.

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