jarvisemitra
SHL Assessment Recommender - Full implementation with hybrid retrieval, slot-based conversation analysis, safety guards, and evaluation harness
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## Conversation
### Turn 1
**User**
> I need to quickly screen admin assistants for Excel and Word daily.
**Agent**
For a quick knowledge check, the knowledge-only variants are the right fit — they test conceptual understanding.
We also have end-to-end simulations to test these capabilties but I have excluded them due to the time constraint.
I've also included OPQ32r as a default personality measure — admin-assistant hires benefit from a behavioural fit signal beyond pure tool knowledge. Say the word if you'd prefer to skip personality.
| # | Name | Test Type | Keys | Duration | Languages | URL |
|---|------|-----------|------|----------|-----------|-----|
| 1 | MS Excel (New) | K | Knowledge & Skills | 6 minutes | English (USA), Spanish, French, Portuguese (Brazil) | <https://www.shl.com/products/product-catalog/view/ms-excel-new/> |
| 2 | MS Word (New) | K | Knowledge & Skills | 4 minutes | Spanish, French, Portuguese (Brazil), English (USA) | <https://www.shl.com/products/product-catalog/view/ms-word-new/> |
| 3 | Occupational Personality Questionnaire OPQ32r | P | Personality & Behavior | 25 minutes | English International, French (Canada), Portuguese, Chinese Simplified _(+35 more)_ | <https://www.shl.com/products/product-catalog/view/occupational-personality-questionnaire-opq32r/> |
_`end_of_conversation`: **false**_
### Turn 2
**User**
> In that case, I am OK with adding a simulation - we want to capture the capabilties.
**Agent**
Understood.Here's the updated list:
| # | Name | Test Type | Keys | Duration | Languages | URL |
|---|------|-----------|------|----------|-----------|-----|
| 1 | Microsoft Excel 365 (New) | K,S | Knowledge & Skills, Simulations | 35 minutes | English (USA) | <https://www.shl.com/products/product-catalog/view/microsoft-excel-365-new/> |
| 2 | Microsoft Word 365 (New) | K,S | Simulations, Knowledge & Skills | 35 minutes | English (USA) | <https://www.shl.com/products/product-catalog/view/microsoft-word-365-new/> |
| 3 | MS Excel (New) | K | Knowledge & Skills | 6 minutes | English (USA), Spanish, French, Portuguese (Brazil) | <https://www.shl.com/products/product-catalog/view/ms-excel-new/> |
| 4 | MS Word (New) | K | Knowledge & Skills | 4 minutes | Spanish, French, Portuguese (Brazil), English (USA) | <https://www.shl.com/products/product-catalog/view/ms-word-new/> |
| 5 | Occupational Personality Questionnaire OPQ32r | P | Personality & Behavior | 25 minutes | English International, French (Canada), Portuguese, Chinese Simplified _(+35 more)_ | <https://www.shl.com/products/product-catalog/view/occupational-personality-questionnaire-opq32r/> |
_`end_of_conversation`: **false**_
### Turn 3
**User**
> That's good.
**Agent**
Confirmed.
| # | Name | Test Type | Keys | Duration | Languages | URL |
|---|------|-----------|------|----------|-----------|-----|
| 1 | Microsoft Excel 365 (New) | K,S | Knowledge & Skills, Simulations | 35 minutes | English (USA) | <https://www.shl.com/products/product-catalog/view/microsoft-excel-365-new/> |
| 2 | Microsoft Word 365 (New) | K,S | Simulations, Knowledge & Skills | 35 minutes | English (USA) | <https://www.shl.com/products/product-catalog/view/microsoft-word-365-new/> |
| 3 | MS Excel (New) | K | Knowledge & Skills | 6 minutes | English (USA), Spanish, French, Portuguese (Brazil) | <https://www.shl.com/products/product-catalog/view/ms-excel-new/> |
| 4 | MS Word (New) | K | Knowledge & Skills | 4 minutes | Spanish, French, Portuguese (Brazil), English (USA) | <https://www.shl.com/products/product-catalog/view/ms-word-new/> |
| 5 | Occupational Personality Questionnaire OPQ32r | P | Personality & Behavior | 25 minutes | English International, French (Canada), Portuguese, Chinese Simplified _(+35 more)_ | <https://www.shl.com/products/product-catalog/view/occupational-personality-questionnaire-opq32r/> |
_`end_of_conversation`: **true**_