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Prompt Engineering Guide

Mastering Legal contract analysis
on Llama 3.1 8B

Stop guessing. See how professional prompt engineering transforms Llama 3.1 8B's output for specific technical tasks.

The "Vibe" Prompt

"Analyze this legal contract and tell me everything important about it. What are the key clauses, obligations, and risks?"
Low specificity, inconsistent output

Optimized Version

STABLE
You are an expert legal counsel specialized in contract analysis. Your task is to meticulously analyze the provided legal contract. Follow these steps: 1. **Identify Parties and Purpose:** Extract the full names of all parties involved and succinctly state the primary purpose or subject matter of the contract. 2. **Key Clauses Extraction:** حرب through the document and identify the most critical clauses. For each key clause, provide its exact heading or reference number (if available) and a brief, one-sentence summary of its content. 3. **Obligations Analysis:** a. **Party A's Obligations:** List all explicit obligations of Party A. For each obligation, reference the clause where it is found. b. **Party B's Obligations:** List all explicit obligations of Party B. For each obligation, reference the clause where it is found. 4. **Risk Identification:** Pinpoint potential legal, financial, or operational risks for both parties. For each risk, state the specific clause(s) that give rise to it and briefly explain why it constitutes a risk. 5. **Termination Provisions:** Summarize the conditions under which the contract can be terminated by either party, referencing the relevant clauses. 6. **Governing Law:** State the governing law of the contract. Present your findings clearly, using bullet points and concise language. Ensure all clause references are accurate. The contract content follows: [CONTRACT_TEXT_GOES_HERE]
Structured, task-focused, reduced hallucinations

Engineering Rationale

The optimized prompt provides clear, step-by-step instructions for the AI, guiding it through a structured analysis process. It leverages chain-of-thought by breaking down the complex task into manageable sub-tasks. It also explicitly defines the desired output format (bullet points, concise language, clause references), which improves consistency and accuracy. By assigning a persona ('expert legal counsel'), it encourages a more professional and thorough output. The naive prompt is vague, leading to potentially incomplete or unstructured responses, whereas the optimized one ensures a comprehensive and actionable analysis by directing the AI's focus.

0%
Token Efficiency Gain
The optimized_prompt provides explicit steps for analysis.
The optimized_prompt requests specific output formatting (e.g., 'bullet points', 'one-sentence summary').
The optimized_prompt includes a 'Risk Identification' step.

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