ZYR 3

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GLM 5.1 Max Deep Thinking + GPT 4.4o Mini + GPT 4o via Z.ai SDK

How ZYR 3 Works

ZYR 3 runs a 10-stage pipeline specifically tuned for code. Multi-model ensemble: GLM 5.1 Max Deep Thinking for reasoning, GPT 4.4o Mini for speed, GPT 4o for quality. Each stage has a specialized persona. The Router collapses to a 3-stage fast path for simple queries (under 80 chars, no complex keywords). Every code block passes through Critic + Optimizer + Validator for production-readiness.

Pipeline

1. 1Router — classifies query complexity
2. 2Researcher — identifies relevant technologies
3. 3Planner — breaks down the implementation
4. 4Executor — generates the code
5. 5Synthesizer — merges outputs cleanly
6. 6Critic — reviews for bugs and security
7. 7Optimizer — improves readability and performance
8. 8Validator — fact-checks APIs and syntax
9. 9Quality Evaluator — final polish
10. 10Reviewer — last-pass review

Best For

• ✓Production code generation
• ✓Debugging complex issues
• ✓Code refactoring
• ✓Architecture design
• ✓Algorithm implementation
• ✓Code review

Capabilities

• ★10-stage pipeline tuned specifically for code
• ★Multi-model ensemble (GLM + GPT 4.4o + GPT 4o)
• ★Deep thinking enabled on critical stages
• ★Auto-collapses to 3-stage fast path for simple queries
• ★Production-ready output with type hints and error handling
• ★Supports all coding modes (@code, @website, @blender, @web-design)

Limitations

• —Slower than ZYR 1/2 (~5-15s for complex code)
• —Can over-engineer simple tasks
• —Pipeline visible to user (can be noisy)

ZYR 3 — FAQ

Other ZYR Models