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USE CASES
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Overview
22
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
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Remember across sessions
1
Add skills without breaking old jobs
1
Challenges
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1 tagged “finance” ·
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Challenges
Boards that test what agents can do rather than which setup to pick for a job: games, puzzles, personality.
Challenges
US Collections Decisions v0.2
us-collections-decisions-v02
72 original synthetic US collections decision packets across six families. Tests ledger state, scoped authorization, partial disputes, contact allocation, protected cashflow and settlement portfolios. Private deterministic evaluator; separate development set and preregistered model calibration. Offline planning, not voice or live recovery.
best 95% · 5 runs