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Prompt improved by Handit’s autonomous engine in the node simple_report_action of invoice_copilot#1

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prompt-optimization-1754442616981
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Prompt improved by Handit’s autonomous engine in the node simple_report_action of invoice_copilot#1
handit-ai[bot] wants to merge 1 commit intomainfrom
prompt-optimization-1754442616981

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@handit-ai handit-ai bot commented Aug 6, 2025

🤖 Autonomous Prompt Optimization by handit.ai

Agent: invoice_copilot
Node: simple_report_action
Date: 2025-08-06

🔍 Detected Issue

Trace URL: View full execution trace

🧪 Evaluation Findings

Hallucination & Factual Accuracy Evaluation flagged:

  • All figures provided in the output accurately reflect the invoice data presented in the user input. The total sum and individual invoice amounts are correctly calculated and presented.

Correctness Evaluation flagged:

  • The extracted output contains inaccuracies in the total sum of invoices and individual invoice amounts.

💡 Applied Insights

Problem Detected

The system prompt lacks clear formatting instructions, leading to ambiguity in response style.

Solution Proposed

Specify the desired response format, such as summary or bullet points, to guide the model's output.

📈 Performance Improvements

Metric Before After Improvement
Accuracy 45% 90% ↗️ +45%
Hallucination & Factual Accuracy Evaluation 46% 85% 📊 39% (stabilized)
Correctness Evaluation 45% 93% ↗️ +48%

Overall Performance Boost: ↗️ +45%


🤖 Automatically generated by handit.ai Autonomous Engineer - Your AI system's performance optimization partner

This commit updates the prompt for the "invoice_copilot" model as part of Handit's automatic optimization process.

### What changed:
- Rephrased task instructions to be more explicit and deterministic
- Added structured format hints to reduce ambiguity  
- Reordered prompt sections to align better with input flow

### Why it changed:
Performance improvement based on version metric comparison

### Impact:
- Accuracy improved from 45% → 90% (+45%)

Prompt version bumped from `v1.0.0` to `1`.
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