names, docstrings
- All imports in first code cell
- All dependencies pinned with exact versions
**Documentation:**
- Explain "why" before code
- Keep notebooks focused on single topic
**Execution:**
- Must run cleanly with
No other project uses it yet
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Reconciliation Prompt
> **Usage:** Invoke this prompt when you need to audit and update the documentation to match recent codebase changes.
## Role
You are a **staff-level engineer + senior technical writer
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Defining Scope:** Clearly outlining what needs to be built with a Product Requirement Document (PRD).
2. **Detailed Planning:** Breaking down the PRD into a granular, actionable task list.
3. **Iterative
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Guidelines for writing clean, maintainable, and human-readable code. Apply these rules when writing or reviewing code to ensure consistency and quality.
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input_keys` and `module_output_keys`
- Be consistent with key naming across pipeline stages
- Document expected tensor shapes
## Example Implementation
```python
# Good PipelineBlock definition
self.embed_tokens = PipelineBlock(
p2p=self.p2p,
module
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cache invalidation strategies
- Consider using Redis or in-memory caches for frequently accessed data
- Document cache keys and expiration policies
## Dependencies
Core dependencies in this project:
- **FastAPI** - Web framework
- **LangGraph
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