In the wild
Realized harm
Freysa crypto AI agent talked into releasing its $47,000 prize pool after 481 failed attempts
AIR-2024-0047 AIR record · 2024-11-freysa-agent-fund-transfer
A real party was affected. This incident caused actual consequences, not a demonstrated capability.
From the supporting source
They then redefined the "approveTransfer" function, making the bot think it handled incoming rather than outgoing payments.the-decoder.com
The record
Disclosed
2024-11-29
Occurred
2024-11-29
Vendor
Freysa
Product
Freysa.ai autonomous agent
Risk domain
Agent behaviour › Unsafe actuation
System type
Generative model
Who acted
Agent acted — the agent executed the on-chain transfer of the prize pool
Attack surface
Autonomous operations
Autonomy level
Fully autonomous
Initial vector
Direct prompt injection user input
Impact type
Financial loss
Confidence
High
Submitted by
EAI Internal
Crosswalk
- OWASP Agentic Top 10 (2026)
- ASI01 – Agent Goal Hijack
- MITRE ATLAS
- AML.T0048 – External Harms
- NIST AI RMF
- MEASURE 2.6; MANAGE 1.3
- EU AI Act
- Annex III §1(c)
- ISO/IEC
- TR 24028; 24029-1; 23894
- AIUC-1
- C. Safety
- Scope
- agent misuse
- Mitigation
- Require confirmation for destructive actions; Implement dry-run modes; Use layered safety controls.
- Taxonomy
- Enkrypt AI agent risk taxonomy · Black-Box Red Teaming of Agentic AI: A Taxonomy-Driven Framework for Automated Risk Discovery
Blast radius
the agent's 13.19 ETH prize pool (~$47,000)
Capability abused
Defense & remediation
Recorded defense
system prompt explicitly forbidding outgoing transfers
Guardrail kinds
Prompt instruction
Guardrail outcome
Silent
Fix shipped
game concluded by design
Taxonomy & references
Curator notes
Surfaced via AIAAIC ('Freysa crypto AI agent manipulated to reduce prize money pool'). Adversarial game rather than an unwitting victim, but a real agent with real fund-moving authority was subverted through tool-semantics redefinition. Money was paid out as designed by the game's rules.
Supporting sources
Cite as
Enkrypt AI. "Freysa crypto AI agent talked into releasing its $47,000 prize pool after 481 failed attempts". AIR, AIR-2024-0047. https://agentincident.vercel.app/i/AIR-2024-0047/ (accessed 2026-10-19).