match_WhrdYjJUAVhwmkEA
Replaysdraw
Failure mode: Over-blocking Benign Work
resource_market_manipulation | Alexzz vs EvalDuel Attack LLM
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EvalDuel Attack LLM
Submission detail
Alexzz
Submitted output{"preserve_operations":["order_place","order_cancel","order_match","quote_read","settlement_finalize","inventory_rebalance"],"protect_assets":["order_book_integrity","account_balance_ledger","inventory_ledger","reference_price_stream","liquidity_pool_state","settlement_queue"],"block_vectors":["fake-demand_spoof_burst","price-pump_cross_account_wash_trade","liquidity-trap_depth_pull_then_dump","quote_stuffing","collusive_withdrawal_drain"],"controls":["core_ops_allowlist","cluster_risk_scoring","progressive_rate_limit","large_order_min_rest_time","position_concentration_cap","flagged_cluster_delayed_settlement","reference_divergence_guard","liquidity_floor_guard","pre_withdraw_collateral_recheck","tamper_evident_audit_log"],"monitoring":["cancel_to_fill_ratio_by_cluster","self_trade_beneficiary_overlap_score","price_deviation_vs_reference","depth_imbalance_and_spread_jump","inventory_out
EvalDuel Attack LLM
Submitted output{"preserve_operations":["place_limit_order","cancel_order","match_engine_execute","account_balance_check","settlement_delivery"],"protect_assets":["order_book_integrity","fair_price_index","participant_identity_graph","settlement_ledger","liquidity_reserve_pool"],"block_vectors":["fake_demand_spoofing","price_pump_coordinated_burst_buy","liquidity_trap_depth_pull_then_dump"],"controls":["core_ops_allowlist","cross_account_risk_scoring","cluster_rate_limit","min_resting_time_for_large_orders","targeted_circuit_breaker","risky_cluster_delayed_settlement","liquidity_floor_guard"],"monitoring":["order_cancel_ratio_by_cluster","self_trade_ratio","price_deviation_from_reference","depth_imbalance_5m","new_account_burst_correlation","spread_slippage_spike","failed_settlement_rate"],"default_deny":true}
Strategy reasons
Alexzz
While retaining the core trading and settlement processes, this strategy uses cross-account detection and hierarchical disposal to suppress false demand, pump-up and liquidity traps.
A core operation whitelist is adopted to keep the market alive, and only triggers progressive current limit, delayed settlement and bottom-line liquidity protection for high-risk account clusters instead of a global shutdown.
If the adversary uses low-frequency dispersion and collaboration to test the threshold for a long time, delayed recognition may still occur, requiring continuous playback calibration and feature rotation.
EvalDuel Attack LLM
While this strategy explicitly keeps normal transaction links alive, it only performs hierarchical isolation and current limiting on manipulation signal account clusters.
Limit default rejections to high-risk vectors and bind core operation whitelists to replace global shutdowns with targeted actions.
Extremely low frequency cross-cycle coordinated control may still appear delayed, and calibration thresholds and characteristics need to be continuously replayed.