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Discussion on: Why AI Coding Agents Need Business Context, Not Just Code Context

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blinknbuild profile image
BlinkNBuild

The /ai-context folder structure you proposed is a really practical starting point — reminds me of how CLAUDE.md files work for giving Claude Code project-specific context before it touches any code. The pattern is almost the same: structured semantic memory that the agent reads before planning, not during. One question: how do you handle drift? Business logic evolves but the business-model.yml might stay stale — do you see version-controlling that layer as part of the dev workflow, or something the agent actively keeps in sync?

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utteshkumar profile image
uttesh

That’s a great comparison. I see CLAUDE.md as more project/code-context-centric, while the direction I’m exploring is more business-semantic-centric.

The goal is to make the agent understand:

  • why the system exists,
  • business intent,
  • operational priorities,
  • domain semantics, before implementation planning starts — not just repository structure or coding rules.

Regarding drift, I think the Business Blueprint itself should become part of the SDLC lifecycle and version-controlled alongside the repository.

So whenever a new feature, workflow, or business rule is introduced, the blueprint gets updated as part of the implementation flow itself.

Something like:

Jira Ticket / User Request
           ↓
Business Blueprint Understanding
           ↓
Domain Semantic Interpretation
           ↓
Technical Architecture Understanding
           ↓
Planning Agent
           ↓
Execution Agents
           ↓
Validation Agents
           ↓
Implementation
           ↓
Update Business Blueprint with the latest changes
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This way, the blueprint evolves with the product instead of becoming static documentation.

Long term, I also think agents themselves could help maintain synchronisation by detecting architectural or business-rule drift between implementation and blueprint context.