# AIVIA Universal Search: THE WHOLE MAP. SEARCHABLE

**URL:** <https://stemaway.com/t/aivia-universal-search-the-whole-map-searchable/17708>\
**Category:** FAQ\
**Created:** [October 9, 2026, 6:31pm UTC](https://stemaway.com/t/aivia-universal-search-the-whole-map-searchable/17708 "2026-10-09T18:31:24Z")\
**Posts on this page:** 1\
**Page:** 1

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**Author:** ![stemaway](https://d2nat51eddc6b4.cloudfront.net/user_avatar/stemaway.com/stemaway/32/6998_2.png) [@stemaway](https://stemaway.com/u/stemaway)\
**Post date:** [October 9, 2026, 6:31pm UTC](https://stemaway.com/t/aivia-universal-search-the-whole-map-searchable/17708/1 "2026-10-09T18:31:24Z")

</div>

## AIVIA Universal Search

### THE WHOLE MAP. SEARCHABLE.

AIVIA indexes more than 1,000 AI labs, research artifacts, and job postings by the technical components they involve. Universal Search gives you one search box for everything on the map.

  

### How It Works

#### **01**  **Describe the problem**

Search in plain language, the way you’d describe the work. For example: _inference cache eviction under memory pressure_.

#### **02**  **AIVIA maps it to components**

AIVIA maps your search to Components, so you see which technical building blocks it involves, like _KV cache manager_ and _Transformer serving runtime_.

#### **03**  **See everything connected to them**

Results come back across the whole map, all tied to those same components.

  

### What You’ll Find

- **People** connected to those components through their mapped work, with evaluation evidence when they’ve been AIVIA evaluated
- **Job postings** that call for those components
- **Labs** doing research on them
- **Papers** on the problem
- **Repositories** , including open-source projects
- **Datasets** connected to those components

  

**Look for the AIVIA badges:**

- **AIVIA Evaluated** on a person means they’ve been evaluated on the problem, with the evaluation evidence shown right on the result.
- **AIVIA Eval Ready** on a job posting means it has an AIVIA evaluation ready to go.
- **AIVIA Evaluated** counts on a lab show how many of its people have AIVIA evaluations.

  

  

> **For candidates**
>
> **FIND WHERE YOUR WORK FITS**
> 
> - **Search the problems you work on** to see the job postings, labs, and research connected to them
> - **Spot Eval Ready job postings** where an evaluation lets you show your reasoning directly
> - **Show up in People results** through your mapped work; evaluations add reasoning evidence to your result
> 
> _Haven’t built your component map yet? Start in the **Setup** tab of your [AIVIA dashboard](https://stemaway.com/my/aivia-dashboard)._

* * *

> **For hiring leads**
>
> **FIND THE PEOPLE BEHIND THE WORK**
> 
> - **Describe the problem your role solves** and find people connected to that work, with evaluation evidence when available
> - **Follow labs, papers, repositories, and datasets** to find the people behind the work
> - **Move straight to prescreening** with evaluations on the same components
> 
> _See the hiring section of the AIVIA Quick Start for prescreening and interviewing with evidence._

* * *

> **For labs**
>
> **SEE YOUR RESEARCH IN CONTEXT**
> 
> - **Find your lab** and the papers already on the map
> - **See the job postings and research** connected to the components your lab works on
> - **Discover related labs, papers, repositories, and datasets** working on the same problems
> 
> _Want to manage how your lab appears? Search for it in the [lab index](https://stemaway.com/aivia/faculty-workspace) and claim your workspace, or submit your lab’s website for priority indexing._

* * *
  

 ![Universal Search](https://d1xykt6w2ydx2s.cloudfront.net/original/2X/3/3cf035b837092d9875bfa2b5522923303a2df4c4.png)