# What will AGI do for Technical Skill Validation?

## Overview

Engineering leaders and technical recruiters struggle to measure a candidate's actual software development capabilities before extending an offer. Resumes, GitHub commits, and self-reported proficiencies offer weak signals that are easily padded, especially as candidates use generative tools to create boilerplate portfolio projects. Companies fall back on proxy metrics like previous employers or algorithmic puzzle tests, which frequently eliminate capable developers while advancing candidates who simply memorize sorting algorithms.

Evaluating real-world engineering skill requires assessing how a developer navigates large codebases, debugs ambiguous errors, and makes architectural tradeoffs. Measuring these traits manually demands hours of attention from senior engineers, pulling them away from core product development. Standard automated testing platforms only check if a function returns the correct output in an isolated sandbox, failing to evaluate code readability, security practices, or system design choices.

Take-home assignments attempt to bridge this gap by simulating real work, but they introduce massive candidate drop-off and still require expensive manual grading. Hiring teams remain trapped between deploying highly scalable but inaccurate algorithmic screens and running high-fidelity but resource-exhausting technical interviews, resulting in frequent mis-hires and prolonged vacancy periods for critical technical roles.

## How AGI delivers it

### Services-as-Software

For Technical Skill Validation, get the professional outcome delivered as software, priced on results, not headcount.

Routes to: services.do, services.studio

### Autonomous Agents as digital employees

For Technical Skill Validation, hire a digital employee that does the job under earned, supervised autonomy.

Routes to: agents.do, workflows.do, management.studio, agents.management

## Related

- [1040 Document Processing](https://agi.do/Problems/1040_Document_Processing)
- [1040 Overflow Preparation](https://agi.do/Problems/1040_Overflow_Preparation)
- [1040 Return Generation](https://agi.do/Problems/1040_Return_Generation)
- [1040 Return Preparation](https://agi.do/Problems/1040_Return_Preparation)
- [1040 Schedule Mapping](https://agi.do/Problems/1040_Schedule_Mapping)
- [1099 Brokerage Fetching](https://agi.do/Problems/1099_Brokerage_Fetching)

## Read more

- [The informational twin on agi.as](https://agi.as/Problems/Technical_Skill_Validation)
- [This page on agi.do](https://agi.do/Problems/Technical_Skill_Validation)