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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 — 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 — 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 — 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 — 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