# Dspy Example 1 Engineering Report Analysis Pipeline

> Sub-skill of dspy: Example 1: Engineering Report Analysis Pipeline (+2).

- Skill: `vamseeachanta/dspy-example-1-engineering-report-analysis-pipeline` (Agent Skill)
- Install (CLI): `npx skillmds@latest add vamseeachanta/dspy-example-1-engineering-report-analysis-pipeline`
- Raw SKILL.md: https://api.skillmd.com/api/skills/vamseeachanta/dspy-example-1-engineering-report-analysis-pipeline/raw
- Safety review: PASS (external: skill-scanner PASS, skillspector PASS)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: DevOps & Infra
- Author: vamseeachanta (https://skillmd.com/u/vamseeachanta)
- Updated: 2026-09-17
- Page: https://skillmd.com/skills/vamseeachanta/dspy-example-1-engineering-report-analysis-pipeline

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# Example 1: Engineering Report Analysis Pipeline (+2)

## Example 1: Engineering Report Analysis Pipeline


```python
import dspy
from dspy.teleprompt import BootstrapFewShot
from typing import List
import json

# Configure DSPy
dspy.settings.configure(lm=dspy.OpenAI(model="gpt-4", max_tokens=2000))

# Define signatures

*See sub-skills for full details.*

## Example 2: Optimized Technical Q&A System


```python
import dspy
from dspy.teleprompt import BootstrapFewShotWithRandomSearch
from dspy.retrieve.chromadb_rm import ChromadbRM

# Setup retriever
retriever = ChromadbRM(
    collection_name="engineering_knowledge",
    persist_directory="./chroma_db",
    k=5

*See sub-skills for full details.*

## Example 3: Comparison with Baseline


```python
import dspy
from dspy.evaluate import Evaluate
from dspy.teleprompt import BootstrapFewShot
import pandas as pd

class SimpleQA(dspy.Module):
    """Baseline: Simple prediction without optimization."""
    def __init__(self):
        super().__init__()

*See sub-skills for full details.*