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Agentic Knowledge Engineering (Claude Skill)

Turn Claude into a Rainbird Knowledge Engineer. Provide policies, rulebooks, or regulations. It researches, designs, builds, tests, and documents production-like Rainbird knowledge graphs.

Today, Co-author creates strong first drafts. It also helps Knowledge Engineers refine and test graphs in Rainbird Studio. Our goal is different: build, test, and deploy production graphs without Rainbird training or manual graph changes.

This research project demonstrates that path.

What it does

  • Deep research: Researches the domain, including web searches where needed.

  • Planning: Proposes a graph architecture and asks clarifying scope questions.

  • Build and validation: Builds and uploads a knowledge graph. It fixes syntax errors automatically.

  • Live testing: Creates and runs scenarios through the Rainbird Reasoning Engines API. It refines behaviour where results differ, including adversarial edge-case tests.

  • Documentation: Detailed documentation that maps requirements to rules.

  • Importable test scenarios: Returns a JSON test suite for direct import into Rainbird Studio.

Benefits

Production-grade knowledge depth: Deliver deterministic decisions for complex domains with less knowledge-engineering effort and cost.

Requirement-to-rule traceability: Capture and number requirements before modelling. References them in rule names and documentation to trace logic back to its source for better auditing.

Tested live, then refined: Run scenarios against the live engine. Feed failures back into the model and rerun tests until they pass. Audit explanations as well as outcomes.

Keep the test suite: Import the validated scenarios into Studio. Expected values provide regression coverage from day one. Stakeholders can review intended behaviour directly.

Prerequisites

How to use

  1. Download the rainbird-graph-creation Skill ZIP file from the Rainbird Forum.

  2. In Claude, open Settings → Skills → Add skills. Upload the ZIP file.

  3. Start a new chat. Use a prompt such as: “Using the Rainbird Skill, build a graph that…”

    • Use Opus or Fable for best results. Sonnet is less effective for this complex task.

  4. Provide your Community API key when requested.

Only provide your API key when your privacy settings prevent Anthropic using chats for model training.

In Claude, go to Account → Settings → Privacy. Ensure Help improve our AI models is off.

Important considerations

Create only: Every graph update creates a new graph in your Rainbird account. This includes syntax fixes, failed-test fixes, and later requests.

Build time: A complex build can take one to two hours.

Data security: This uses Anthropic’s Claude product and its terms. Do not share personal or sensitive business data without authorisation.

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