style: format all files with prettier

This commit is contained in:
Seth Hobson
2026-01-19 17:07:03 -05:00
parent 8d37048deb
commit 56848874a2
355 changed files with 15215 additions and 10241 deletions

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@@ -24,6 +24,7 @@ Build sophisticated AI agent system for: $ARGUMENTS
## Essential Architecture
### LangGraph State Management
```python
from langgraph.graph import StateGraph, MessagesState, START, END
from langgraph.prebuilt import create_react_agent
@@ -35,6 +36,7 @@ class AgentState(TypedDict):
```
### Model & Embeddings
- **Primary LLM**: Claude Sonnet 4.5 (`claude-sonnet-4-5`)
- **Embeddings**: Voyage AI (`voyage-3-large`) - officially recommended by Anthropic for Claude
- **Specialized**: `voyage-code-3` (code), `voyage-finance-2` (finance), `voyage-law-2` (legal)
@@ -84,6 +86,7 @@ base_retriever = vectorstore.as_retriever(
```
### Advanced RAG Patterns
- **HyDE**: Generate hypothetical documents for better retrieval
- **RAG Fusion**: Multiple query perspectives for comprehensive results
- **Reranking**: Use Cohere Rerank for relevance optimization
@@ -117,6 +120,7 @@ tool = StructuredTool.from_function(
## Production Deployment
### FastAPI Server with Streaming
```python
from fastapi import FastAPI
from fastapi.responses import StreamingResponse
@@ -132,12 +136,14 @@ async def invoke_agent(request: AgentRequest):
```
### Monitoring & Observability
- **LangSmith**: Trace all agent executions
- **Prometheus**: Track metrics (requests, latency, errors)
- **Structured Logging**: Use `structlog` for consistent logs
- **Health Checks**: Validate LLM, tools, memory, and external services
### Optimization Strategies
- **Caching**: Redis for response caching with TTL
- **Connection Pooling**: Reuse vector DB connections
- **Load Balancing**: Multiple agent workers with round-robin routing
@@ -165,6 +171,7 @@ results = await evaluate(
## Key Patterns
### State Graph Pattern
```python
builder = StateGraph(MessagesState)
builder.add_node("node1", node1_func)
@@ -176,6 +183,7 @@ agent = builder.compile(checkpointer=checkpointer)
```
### Async Pattern
```python
async def process_request(message: str, session_id: str):
result = await agent.ainvoke(
@@ -186,6 +194,7 @@ async def process_request(message: str, session_id: str):
```
### Error Handling Pattern
```python
from tenacity import retry, stop_after_attempt, wait_exponential