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USE CASES
Documents
Coding
Data analysis
Security
Marketing
Agent setup
Challenges
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Browse use cases
Overview
19
USE CASES
Documents
Extract text from PDFs and scans
1
Read charts in PDFs
1
Coding
Review code and find bugs
2
Data analysis
Analyse business data
2
Reconcile accounts
1
Security
Investigate security incidents
1
Classify vulnerabilities
1
Marketing
Check marketing disclosures
1
Agent setup
Route to a cheaper model
1
Gate risky tool calls
1
Remember across sessions
1
Add skills without breaking old jobs
1
Challenges
5
Numbers on each use case are how many tasks it has.
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3 tagged “jev” ·
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Security
Investigating incidents and classifying weaknesses.
Classify vulnerabilities
Jev-class: name the weakness class
cve-weakness-class
Part of **decision-layer-bench**, which measures whether a small typed decision model can stand in for an LLM classification call inside a pipeline.
best 75% · 8 runs
Agent setup
Routers, gates, memory and skills inside an agent.
Route to a cheaper model
⚡ Jev as a router: cheaper than always-Opus?
model-routing
200 multiple-choice questions from MMLU-Pro — 100 law, 100 engineering — where cheap and frontier models are far apart. A solution answers each question however it likes: one model, or a pipeline that sends some questions to a cheaper model and some to a stronger one. The board p
best 91% · 6 runs
Gate risky tool calls
Jev gates: should this tool call run?
tool-call-scope
An operations agent is about to run one more command. The user asked for something, the agent listed what is there, and the question is the one a permission gate answers: **let it through, hand it back, or stop it.**
best 45% · 5 runs