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Blog

Notes from building an agent platform

Engineering and product writing on evaluation, governance, retrieval and what it actually takes to keep an agent in production.

FeaturedEngineering

Building an evaluation harness for production agents

How to test your agents the way you test code, with regression suites and golden conversations.

GuideLite Engineering·Apr 28, 2026·10 min
in this post
Why unit tests fail for agents
Golden conversation sets
Metrics that matter
Wiring it into CI
Engineering

Why we built our own RAG pipeline instead of buying one

Off-the-shelf retrieval kept getting our answers wrong. Here's the hybrid approach that fixed it.

GuideLite Engineering·May 14, 2026·8 min
Product

Introducing Agent Versioning: ship faster, rollback faster

Every change you make to your agent is now tracked, comparable, and reversible. Here's how it works.

GuideLite Product·May 6, 2026·5 min
Guides

Prompts vs. fine-tuning: when to reach for which

A practical decision tree based on years of building agents, with cost and latency math.

GuideLite Engineering·Apr 22, 2026·7 min
AI Agents

The five-stage AI rollout that survives procurement

A playbook for buying, piloting, and scaling AI agents inside a 500+ person org.

GuideLite Product·Apr 14, 2026·9 min

Your first agent goes live this week.

Free forever plan. Every model provider. Guardrails and audit trail on from the first message.

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The enterprise agentic AI platform. Build, govern and measure autonomous agents across your organisation.

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