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Most teams use AI as one big chat box. Broad instructions work for small tasks. They fail for hard engineering work. You lose your engineering judgment.
Stop using one generalist AI. Use a team of specialists instead.
Give each agent a narrow job. Give them a checklist. Give them one shared source of truth.
Examples of specialists:
- Architecture reviewer.
- Test writer.
- Type auditor.
- Infrastructure reviewer.
Humans get tired. Pull requests get too big. Specialist agents turn review comments into repeatable workflows.
Use this three layer setup:
- Shared knowledge files.
- Specialist agents.
- Commands to call them.
Knowledge files are plain documents. They hold your team rules. Update a rule once. Every agent follows the new rule immediately.
Start small. Pick one pain point. Write the rules in a file. Create one specialist agent.
Give it a narrow purpose. Give it a specific output format. This makes the AI output easy to trust.
The goal is not to write more code. The goal is to make engineering standards easier to apply.
Source: https://dev.to/lpossamai/stop-treating-ai-coding-assistants-like-one-big-chat-box-1k18 Optional learning community: https://t.me/GyaanSetuAi