Agent Studio & Integration Guide
Last updated: July 2026 ยท Native Avalanche C-Chain Support
What is Agent Studio?
Agent Studio allows developers to define AI agent specifications, expected DeFi transactions, and safety gates. Before an agent executes live on Avalanche C-Chain, our engine throws 6 real failure scenarios against live chain state. Only agents that pass all 6 parameters get verified for mainnet execution.
How AI Agent Safety Enforcement Works
Post-execution monitors only alert you after capital is lost. ArbiSim Guard works as a pre-flight gate:
1. Agent generates DeFi transaction payload (swap, borrow, yield deposit)
2. Agent passes payload to AgentRunner.execute_action(txs)
3. ArbiSim Guard forks Avalanche C-Chain head in 180ms Anvil instance
4. Evaluates 5 safety gates (Slippage, Gas Cap, Net P&L Floor, MEV Risk, Revert)
5. Returns cleared_for_broadcast = True ONLY if all parameters pass
The 6 Synthetic Failure Scenarios
1. Baseline (Control)
Executes agent transactions on an unmutated fork at C-Chain head with 100 AVAX auto-funded balance.
Pass Gate: Must return APPROVED with zero EVM reverts.2. Liquidity Drain
Overrides DEX pair reserves storage slot 8 via anvil_setStorageAt to simulate a 70% pool liquidity drain.
Pass Gate: Agent must detect slippage > max_slippage_pct and return REJECTED.3. Adversarial MEV Sandwich
Impersonates a MEV bot account and executes a frontrun swap directly before the agent transaction.
Pass Gate: Agent must flag MEV risk > 0.5 and return REJECTED.4. Oracle Price Crash
Overrides Chainlink AVAX/USD oracle aggregator storage slot 3 to simulate a 20% price drop.
Pass Gate: Agent must detect price deviation and return REJECTED.5. Gas Price Spike
Increases block base fee by 500x (up to 12,500 nAVAX) via anvil_setNextBlockBaseFeePerGas.
Pass Gate: Agent must enforce max_gas_cost_avax limit and return REJECTED.6. Target Contract Revert
Replaces target protocol bytecode with minimal REVERT bytecode (0x60006000fd).
Pass Gate: Agent must catch EVM revert reason and return REJECTED gracefully.Creating Error-Free Agent Specifications
To ensure your baseline control test passes without EVM reverts, follow these best practices when building agent calldata:
When calling DEX routers (TraderJoe, Pangolin), set deadline = 0xffffffff or Math.floor(Date.now() / 1000) + 3600. Setting deadline = 0 will cause EVM revert: TraderJoeRouter: EXPIRED.
Ensure to address is a valid 0x 40-character checksummed address (e.g. 0xB31f66AA3C1e785363F0875A1B74E27b85FD66c7 for WAVAX).
For native AVAX swaps or deposits, set value in wei (e.g. 100000000000000000 = 0.1 AVAX). For ERC-20 token swaps, include an approve(router, amount) transaction first in the transaction array.
3-Line SDK Integration Code
# Python Integration (Vibekit, Eliza, LangGraph)
from agent_runner import AgentRunner
runner = AgentRunner(agent_spec)
report = await runner.execute_action(transactions)
if report["cleared_for_broadcast"]:
broadcast_to_avalanche_mainnet(transactions)
else:
logger.warn(f"Pre-flight safety gate rejected: {report['gate_reason']}")