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'm hiring a senior Rust engineer for high-performance networking infrastructure. What assessments should I use?
**Agent**
SHL's catalog doesn't currently include a Rust-specific knowledge test. The closest fit for a senior IC is Smart Interview Live Coding β€” an adaptive live-coding interview where your panel can frame Rust-specific tasks directly. Linux Programming covers systems depth, and Networking and Implementation covers the infrastructure dimension. Want me to build a shortlist from these?
_No recommendations this turn (`recommendations: null`)._
_`end_of_conversation`: **false**_
### Turn 2
**User**
> Yes, go ahead. Should I also add a cognitive test for this level?
**Agent**
Yes β€” Verify G+ is appropriate for senior technical candidates, covering inductive, numerical, and deductive reasoning in a single adaptive test. Full shortlist:
I'm including OPQ32r by default as the personality component for a senior IC hire β€” say the word if you'd rather drop it.
| # | Name | Test Type | Keys | Duration | Languages | URL |
|---|------|-----------|------|----------|-----------|-----|
| 1 | Smart Interview Live Coding | K | Knowledge & Skills | Variable | English (USA) | <https://www.shl.com/products/product-catalog/view/smart-interview-live-coding/> |
| 2 | Linux Programming (General) | K | Knowledge & Skills | 25 minutes | English (USA) | <https://www.shl.com/products/product-catalog/view/linux-programming-general/> |
| 3 | Networking and Implementation (New) | K | Knowledge & Skills | 7 minutes | English (USA) | <https://www.shl.com/products/product-catalog/view/networking-and-implementation-new/> |
| 4 | SHL Verify Interactive G+ | A | Ability & Aptitude | 36 minutes | English (USA), Chinese Traditional, Korean, Serbian _(+29 more)_ | <https://www.shl.com/products/product-catalog/view/shl-verify-interactive-g/> |
| 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 works. Thanks.
**Agent**
Note there's no Rust-specific test in the catalog β€” worth revisiting if that changes.
| # | Name | Test Type | Keys | Duration | Languages | URL |
|---|------|-----------|------|----------|-----------|-----|
| 1 | Smart Interview Live Coding | K | Knowledge & Skills | Variable | English (USA) | <https://www.shl.com/products/product-catalog/view/smart-interview-live-coding/> |
| 2 | Linux Programming (General) | K | Knowledge & Skills | 25 minutes | English (USA) | <https://www.shl.com/products/product-catalog/view/linux-programming-general/> |
| 3 | Networking and Implementation (New) | K | Knowledge & Skills | 7 minutes | English (USA) | <https://www.shl.com/products/product-catalog/view/networking-and-implementation-new/> |
| 4 | SHL Verify Interactive G+ | A | Ability & Aptitude | 36 minutes | English (USA), Chinese Traditional, Korean, Serbian _(+29 more)_ | <https://www.shl.com/products/product-catalog/view/shl-verify-interactive-g/> |
| 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**_