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Three things that surprised me while building this: Re-runs were identical - Same model, same prompt, `temperature: 0`: byte-for-byte the same failures every time. That turned prompt tweaking into real A/B testing. **A regex beat the prompt.** I

Order Ledger: a WhatsApp-to-ledger side hustle that runs offline on open models ...

KhushighoshKhushighoshOct 181 min read
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Three things that surprised me while building this: Re-runs were identical - Same model, same prompt, `temperature: 0`: byte-for-byte the same failures every time. That turned prompt tweaking into real A/B testing. **A regex beat the prompt.** I
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Order Ledger: a WhatsApp-to-ledger side hustle that runs offline on open models

Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle Submission 💸

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Khushighosh
Khushighosh
Oct 15

Order Ledger: a WhatsApp-to-ledger side hustle that runs offline on open models

#devchallenge #hf26challenge #ollama #ai
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