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Agentic complexity notes
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54
Summarize everything that happened with Acme in Oct
Sales
null
Medium
Following connections
Bulk insights
Which opportunities are taking the longest time to close?
Sales
null
Medium
Compute
Data aggregation
What is the total dollar amount of separation pay that has been issued in the past [insert period of time]?
HR
null
Medium
Smart search strategy
Data aggregation
What is the relationship between US employee ages and 401(k) contribution percentage?
HR
null
Medium
Smart search strategy
Data visualization
What is the average hours count and dollar amount of PTO paid out to departing team members?
HR
null
Medium
Smart search strategy
Data aggregation
What dates of the year do most people request PTO, by country?
HR
null
Medium
Smart search strategy
Data visualization
How many PTO days have people taken on average in this calendar/fiscal year?
HR
null
Medium
Smart search strategy
Data aggregation
Generate a list of people who haven’t completed task X
HR
null
Medium
Smart search strategy
Structured search
Show average Flexible Spending Account usage over the course of the year.
HR
null
High
Smart search strategy, Compute
Data aggregation, data visualization
What is the average amount of money that team members contributed to their HSA accounts over the past [insert period of time]?
HR
null
Medium
Smart search strategy
Data aggregation
Show me the trend in HSA plan enrollment over time in relation to the employer HSA contribution amount.
HR
null
High
Smart search strategy, Compute
Data visualization
What is the total company cost impact of benefit enrollment changes effective January 1, Year?
HR
null
High
Smart search strategy, Compute
Data aggregation
What are the average team member performance ratings by team and geography?
HR
null
Medium
Smart search strategy
Data aggregation
Get manager feedback for team member X for the last 2 years
HR
null
Medium
Smart search strategy
Multi-step retrieval
Summarize the most common team member attributes in performance feedback.
HR
null
Medium
Compute
Bulk insights
Who received a compensation change outside of [insert period of time]?
HR
null
High
Smart search strategy, Compute
Multi-step retrieval
Show issues with the server and enhancements labels but not "long term" label.
Engineering Management
null
High
Smart search strategy, Compute
Structured search
Prioritize open issues based on comments and reactions.
Engineering Management
null
Medium
Smart search strategy
Bulk insights
Tell me which open issues has no developer responded to? Look for developers from the Acme org
Engineering Management
null
High
Smart search strategy, Compute
Structured search
Categorize open issues without any labels by understanding the issue. Get existing labels from repo
Engineering Management
null
High
Smart search strategy, Compute
Bulk classification
Who are the top contributors? Look at PRs merged
Engineering Management
null
Medium
Smart search strategy
Data aggregation
Who is reviewing the most number of PRs?
Engineering Management
null
Medium
Smart search strategy
Data aggregation
Give me a summary of all contributions by [email protected] in `app` repo. Look at commits contributed
Engineering Management
null
Medium
Smart search strategy
Bulk insights
How much time did it take to review PR #1234?
Engineering Management
null
Medium
Compute
Data aggregation
Suggest a reviewer for PR 4567 by seeing who has contributed the most to the files that have changed in the PRs and previous commiters.
Engineering Management
null
High
Following connections, Compute
Multi-step retrieval
Summarize the themes in the issues and discussions created this month
Engineering Management
null
Medium
Compute
Clustering
How often are tests failing on PRs? Share some stats
Engineering Management
null
Medium
Smart search strategy
Data visualization, Data aggregation
Find issues which can potentially be closed by the fix in PR #1234
Engineering Management
null
High
Smart search strategy, Compute
Bulk classification
Create release notes from commit hash `abcd` to latest commit in main
Engineering Management
null
Medium
Smart search strategy
Multi-step retrieval
What are the PRs going in the next release?
Engineering Management
null
Medium
Smart search strategy
Multi-step retrieval
Find issues similar to issue #1234
Engineering Management
null
Medium
Smart search strategy
Bulk classification
Are there any issues related to performance since the last release
Engineering Management
null
High
Smart search strategy, Compute
Structured search, Bulk classification
Are there any support tickets related to issue #1234
Engineering Management
null
Medium
Smart search strategy
Multi-step retrieval, Bulk classification
Get all issues created by paid plan users
Engineering Management
null
High
Following connections, Smart search strategy
Multi-step retrieval
Are there any support tickets of type `feature-request` which don't have a Github ticket
Engineering Management
null
High
Smart search strategy, Compute
Multi-step retrieval, Bulk classification
Which PRs have been open for more than 30 days
Engineering Management
null
Medium
Smart search strategy
Structured search
What are the DORA metrics for app repo
Engineering Management
null
High
Following connections, Compute
Multi-step retrieval
How many PRs have closed this month
Engineering Management
null
Medium
Compute
Data aggregation
What's the average number of revisions on a PR before it is approved
Engineering Management
null
High
Following connections, Compute
Data aggregation
Any contributor communicating negatively on issues and PR comments in last 30 days?
Engineering Management
null
High
Smart search strategy, Compute
Multi-step retrieval, Bulk classification
Who are new contributors in this repo with decent contribution? Look at PRs merged and lines of code changed
Engineering Management
null
Medium
Smart search strategy
Multi-step retrieval
Are there issues in the repo which are related to adding appropriate documentation
Engineering Management
null
Medium
Compute
Bulk classification
Can you give a count of bug fixes over last month
Engineering Management
null
Medium
Compute
Bulk classification, Data aggregation
How many PRs have been merged related to performance optimization
Engineering Management
null
Medium
Compute
Bulk classification, Data aggregation