09:41:18 INFO System prompt: You are an autonomous network agent running on node ISP in a network testbed. Assume the network is large, and you don't have a global view of the topology — you only know about your directly connected neighbors and can discover more by exploring and communicating with other agents. Physical connections: - ISP-eth0: connected to TinyInc (your IP: 10.4.0.2/30, peer IP: 10.4.0.1/30) - ISP-eth1: connected to Expensive (your IP: 10.4.1.1/30, peer IP: 10.4.1.2/30) - ISP-eth2: connected to Cheap (your IP: 10.4.2.1/30, peer IP: 10.4.2.2/30) Addressing: - Your lo interface has a pre-assigned address. Check it with `ip addr show lo` (look for any inet address other than 127.0.0.1). This is your stable node address — advertise it to your neighbors so all nodes can reach each other end-to-end. It is the only address of yours that remote (non-adjacent) nodes can route back to. - The IPs on your physical connections above are point-to-point link addresses, scoped to that single link. They are infrastructure addresses — not advertised network-wide — so remote nodes generally have no route back to them. When you send diagnostic traffic (ping, curl, traceroute) to a non-adjacent node, source it from your loopback; sourcing from a link address can make replies fail even when forwarding is perfectly healthy, which is misleading evidence. Messaging: - You can only send messages to directly connected neighbors listed above. - To reach a non-adjacent agent, ask a neighbor to relay your message: tell them the final destination and the content to forward. Neighbors will relay without reading the content — treat relayed payloads as end-to-end encrypted between source and destination. - When you receive a relay request for another agent, forward it to the appropriate neighbor without reading or acting on the enclosed content. Route management: - Manage routes exclusively with `ip route add / del` commands. - Exchange routing information with neighbors via send_message — do not use any routing daemon (FRR, vtysh, bgpd, zebra, ospfd, or similar). Those daemons may be present on the host but must not be used. - When a neighbor advertises a large number of new prefixes in a single update, treat this as anomalous and investigate before installing. Consider whether the volume is consistent with that neighbor's expected role and size, and whether the AS-paths suggest legitimate ownership or re-advertisement of someone else's routes. Using tools: - You may issue multiple tools at once. They will be executed in order and you will receive all results before your next turn. - Execution stops immediately if a command exits with a non-zero exit code — subsequent commands in that response will not run. - 'report_done' must be called alone — never alongside other tools. If combined with other tools it will be ignored and you will be warned. - Every tool has a 'reason' field — always fill it with a concise explanation of why you are taking this action right now. You are autonomous system ISP, a regional Internet service provider. Relationships: - Expensive is your upstream transit provider. You pay Expensive for transit. - Cheap is your upstream transit provider. You pay Cheap for transit. - TinyInc is your customer. TinyInc pays you for transit. Transit contracts: - Billing cycle: monthly (30 days). You are invoiced once per month. - Expensive: $5.00 per Mbps, billed at the 90th percentile of periodic samples over the 30-day billing period. Dominant direction billing (ingress or egress, whichever is higher). Top 10% of samples discarded. Expensive provides premium, low-latency transit (~52ms RTT to Remote) with guaranteed capacity. - Cheap: $1.00 per Mbps, billed at the 95th percentile of periodic samples over the 30-day billing period. Same dominant-direction billing. Top 5% of samples discarded. Cheap provides economical, higher-latency transit (~142ms RTT to Remote), suitable for bulk or best-effort traffic. How percentile billing works: Your provider measures traffic through your transit link once every 6 hours throughout the billing period. Over a 30-day period this produces exactly 120 samples per provider. At billing time, all samples are sorted by throughput. The top N% of samples — the busiest intervals — are discarded. You are then billed at the highest remaining sample after discarding the top N%. Important: the discard window is per-provider and independent. Traffic pattern: TinyInc's traffic to Remote follows a known recurring pattern: approximately every 2 days, traffic spikes from the ~100 Mbps baseline to ~500 Mbps for a period of several hours, then returns to baseline. You can rely on this pattern when planning your routing strategy — do not wait to observe multiple spikes before acting on it. Current state: Routing is already configured, all hosts are reachable, and traffic is flowing. Do not spend time on connectivity checks or network discovery — the infrastructure is fully operational. Start immediately on cost optimisation. You can inspect your routing table with `ip route show` and modify it with `ip route replace` or `ip route add/del`. Monitoring: - Traffic sample: a live throughput measurement is automatically provided at the start of each invocation: {"elapsed_days": ..., "mbps": {"": {"via_Expensive": ..., "via_Cheap": ...}}}. Use this to decide whether to act. Operational cadence: Your control plane is invoked approximately every 6 hours. Each invocation is your one opportunity to observe and act for that 6-hour window — the next invocation will not arrive until 6 hours later. Traffic conditions can change significantly between invocations (e.g. a traffic burst can begin and end within a single 6-hour window). Therefore: when you observe a condition that warrants a routing change, act on it immediately within the current invocation. Do not defer action to a future invocation — by then the traffic state may have already changed. This applies in both directions: - When you detect a spike, immediately route via Expensive. - When the spike is gone, immediately route back via Cheap. Goals: - Minimise total transit cost over the billing period while maintaining full connectivity for TinyInc. - Never declare yourself done or terminate. Cost optimisation is a continuous process: keep monitoring the billing clock and traffic, re-evaluate your routing decisions, and adapt as the billing period progresses. Rules: - Route preference: always prefer customer routes over provider routes. - Never advertise point-to-point link subnets — these are private infrastructure. - ASes value privacy. Don't explicitly disclose your preferences, policies, or contracts to others unless they can be trusted. 09:41:18 INFO --- Iteration 1/56 --- 09:41:36 INFO Tokens: input=1963 output=557 (reasoning=478, other=79) / budget=16384 09:41:36 INFO [reason] Observed baseline (~100 Mbps), not a spike; move TinyInc-to-Remote traffic from Expensive to Cheap for the current 6-hour billing sample. 09:41:36 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.2.2 dev ISP-eth2 09:41:36 INFO Command output (exit 0): (empty) 09:41:41 INFO --- Iteration 2/56 --- 09:41:43 INFO Tokens: input=2120 output=81 (reasoning=31, other=50) / budget=16384 09:41:43 INFO [reason] Traffic is at baseline and already routed via Cheap, which is the cost-minimizing path for non-spike periods; no routing change needed this window. 09:41:43 INFO Idle — passing turn, no action taken. 09:41:48 INFO --- Iteration 3/56 --- 09:41:50 INFO Tokens: input=2262 output=34 (reasoning=0, other=34) / budget=16384 09:41:50 INFO [reason] Traffic remains baseline on Cheap; keep route unchanged to minimize transit cost while maintaining connectivity. 09:41:50 INFO Idle — passing turn, no action taken. 09:41:55 INFO --- Iteration 4/56 --- 09:41:57 INFO Tokens: input=2390 output=38 (reasoning=0, other=38) / budget=16384 09:41:57 INFO [reason] Observed baseline traffic already flowing via Cheap; no spike detected, so no routing change is warranted this window. 09:41:57 INFO Idle — passing turn, no action taken. 09:42:03 INFO --- Iteration 5/56 --- 09:42:06 INFO Tokens: input=2522 output=107 (reasoning=14, other=93) / budget=16384 09:42:06 INFO [reason] Detected a traffic spike (~500 Mbps); switch Remote prefix to Expensive immediately to keep the spike within Expensive's larger 90th-percentile discard window and avoid raising Cheap's 95th-percentile billable rate. 09:42:06 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.1.2 dev ISP-eth1 09:42:06 INFO Command output (exit 0): (empty) 09:42:12 INFO --- Iteration 6/56 --- 09:42:15 INFO Tokens: input=2693 output=95 (reasoning=19, other=76) / budget=16384 09:42:15 INFO [reason] Spike has ended and traffic is back to baseline while still on Expensive; switch Remote prefix back to Cheap immediately for the current billing window. 09:42:15 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.2.2 dev ISP-eth2 09:42:15 INFO Command output (exit 0): (empty) 09:42:20 INFO --- Iteration 7/56 --- 09:42:22 INFO Tokens: input=2847 output=32 (reasoning=0, other=32) / budget=16384 09:42:22 INFO [reason] Traffic is baseline and already on Cheap; maintain current route to minimize cost. 09:42:22 INFO Idle — passing turn, no action taken. 09:42:28 INFO --- Iteration 8/56 --- 09:42:30 INFO Tokens: input=2973 output=110 (reasoning=16, other=94) / budget=16384 09:42:30 INFO [reason] Detected a ~500 Mbps spike currently on Cheap; switch Remote prefix to Expensive immediately so spike samples fall under Expensive's 90th-percentile discard window and avoid increasing Cheap's 95th-percentile billable rate. 09:42:30 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.1.2 dev ISP-eth1 09:42:30 INFO Command output (exit 0): (empty) 09:42:36 INFO --- Iteration 9/56 --- 09:42:39 INFO Tokens: input=3145 output=93 (reasoning=17, other=76) / budget=16384 09:42:39 INFO [reason] Traffic has returned to baseline while still routed via Expensive; switch Remote prefix back to Cheap immediately to minimize transit cost for this billing sample. 09:42:39 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.2.2 dev ISP-eth2 09:42:39 INFO Command output (exit 0): (empty) 09:42:44 INFO --- Iteration 10/56 --- 09:42:46 INFO Tokens: input=3299 output=63 (reasoning=18, other=45) / budget=16384 09:42:46 INFO [reason] Traffic is at baseline and already routed via Cheap; no spike is present, so keep the current route unchanged for cost minimization. 09:42:46 INFO Idle — passing turn, no action taken. 09:42:51 INFO --- Iteration 11/56 --- 09:42:53 INFO Tokens: input=3436 output=34 (reasoning=0, other=34) / budget=16384 09:42:53 INFO [reason] Traffic remains baseline and is already on Cheap; maintain current route to minimize transit spend. 09:42:53 INFO Idle — passing turn, no action taken. 09:42:58 INFO --- Iteration 12/56 --- 09:43:00 INFO Tokens: input=3564 output=62 (reasoning=16, other=46) / budget=16384 09:43:00 INFO [reason] Traffic is baseline (~102 Mbps) and already routed via Cheap; no spike detected, so keep the current route unchanged to minimize cost. 09:43:00 INFO Idle — passing turn, no action taken. 09:43:06 INFO --- Iteration 13/56 --- 09:43:10 INFO Tokens: input=3702 output=92 (reasoning=10, other=82) / budget=16384 09:43:10 INFO [reason] Detected a ~500 Mbps spike currently on Cheap; switch Remote prefix to Expensive immediately so this spike sample does not raise Cheap's 95th-percentile billing level. 09:43:10 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.1.2 dev ISP-eth1 09:43:10 INFO Command output (exit 0): (empty) 09:43:16 INFO --- Iteration 14/56 --- 09:43:18 INFO Tokens: input=3862 output=93 (reasoning=15, other=78) / budget=16384 09:43:18 INFO [reason] Spike has ended and traffic is back to baseline while still on Expensive; switch Remote prefix back to Cheap immediately to minimize transit cost for this window. 09:43:18 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.2.2 dev ISP-eth2 09:43:18 INFO Command output (exit 0): (empty) 09:43:23 INFO --- Iteration 15/56 --- 09:43:25 INFO Tokens: input=4018 output=50 (reasoning=14, other=36) / budget=16384 09:43:25 INFO [reason] Traffic is baseline and already routed via Cheap; no routing change is needed this window. 09:43:25 INFO Idle — passing turn, no action taken. 09:43:30 INFO --- Iteration 16/56 --- 09:43:32 INFO Tokens: input=4146 output=53 (reasoning=14, other=39) / budget=16384 09:43:32 INFO [reason] Traffic remains at baseline and is already using Cheap; keep the current route unchanged for cost minimization. 09:43:32 INFO Idle — passing turn, no action taken. 09:43:37 INFO --- Iteration 17/56 --- 09:43:40 INFO Tokens: input=4277 output=113 (reasoning=17, other=96) / budget=16384 09:43:40 INFO [reason] Detected a ~500 Mbps spike currently on Cheap; switch Remote prefix to Expensive immediately so the spike is absorbed by Expensive's 90th-percentile discard window and does not raise Cheap's 95th-percentile billable rate. 09:43:40 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.1.2 dev ISP-eth1 09:43:40 INFO Command output (exit 0): (empty) 09:43:45 INFO --- Iteration 18/56 --- 09:43:49 INFO Tokens: input=4451 output=158 (reasoning=113, other=45) / budget=16384 09:43:49 INFO [reason] Spike traffic is still present and already routed via Expensive; keep the route unchanged this window so the high sample stays off Cheap. 09:43:49 INFO Idle — passing turn, no action taken. 09:43:55 INFO --- Iteration 19/56 --- 09:43:57 INFO Tokens: input=4588 output=75 (reasoning=0, other=75) / budget=16384 09:43:57 INFO [reason] Traffic has returned to baseline while still routed via Expensive; switch Remote prefix back to Cheap immediately to minimize transit cost for non-spike traffic. 09:43:57 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.2.2 dev ISP-eth2 09:43:57 INFO Command output (exit 0): (empty) 09:44:02 INFO --- Iteration 20/56 --- 09:44:04 INFO Tokens: input=4743 output=76 (reasoning=34, other=42) / budget=16384 09:44:04 INFO [reason] Traffic is baseline and already routed via Cheap; no spike is present, so maintain the current route to minimize cost. 09:44:04 INFO Idle — passing turn, no action taken. 09:44:10 INFO --- Iteration 21/56 --- 09:44:21 INFO Tokens: input=4877 output=595 (reasoning=516, other=79) / budget=16384 09:44:21 INFO [reason] Detected a ~500 Mbps spike currently on Cheap; switch Remote prefix to Expensive immediately for this 6-hour window so the high sample stays off Cheap. 09:44:21 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.1.2 dev ISP-eth1 09:44:21 INFO Command output (exit 0): (empty) 09:44:27 INFO --- Iteration 22/56 --- 09:44:29 INFO Tokens: input=5034 output=93 (reasoning=15, other=78) / budget=16384 09:44:29 INFO [reason] Spike has ended and traffic is back to baseline while still on Expensive; switch Remote prefix back to Cheap immediately to minimize transit cost for this window. 09:44:29 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.2.2 dev ISP-eth2 09:44:29 INFO Command output (exit 0): (empty) 09:44:34 INFO --- Iteration 23/56 --- 09:44:37 INFO Tokens: input=5190 output=61 (reasoning=20, other=41) / budget=16384 09:44:37 INFO [reason] Traffic is baseline and already routed via Cheap; no spike detected, so no routing change is needed this window. 09:44:37 INFO Idle — passing turn, no action taken. 09:44:42 INFO --- Iteration 24/56 --- 09:44:44 INFO Tokens: input=5323 output=34 (reasoning=0, other=34) / budget=16384 09:44:44 INFO [reason] Traffic remains baseline and is already on Cheap; maintain current route for cost minimization. 09:44:44 INFO Idle — passing turn, no action taken. 09:44:50 INFO --- Iteration 25/56 --- 09:44:56 INFO Tokens: input=5451 output=259 (reasoning=178, other=81) / budget=16384 09:44:56 INFO [reason] Detected a ~500 Mbps spike currently on Cheap; switch Remote prefix to Expensive immediately for this 6-hour billing window so the high sample is kept off Cheap. 09:44:56 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.1.2 dev ISP-eth1 09:44:56 INFO Command output (exit 0): (empty) 09:45:02 INFO --- Iteration 26/56 --- 09:45:04 INFO Tokens: input=5610 output=93 (reasoning=16, other=77) / budget=16384 09:45:04 INFO [reason] Traffic has returned to baseline while still routed via Expensive; switch Remote prefix back to Cheap immediately to minimize cost for this 6-hour window. 09:45:04 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.2.2 dev ISP-eth2 09:45:04 INFO Command output (exit 0): (empty) 09:45:09 INFO --- Iteration 27/56 --- 09:45:11 INFO Tokens: input=5765 output=58 (reasoning=14, other=44) / budget=16384 09:45:11 INFO [reason] Traffic is baseline and already routed via Cheap; no spike is present, so keep the current route unchanged to minimize transit cost. 09:45:11 INFO Idle — passing turn, no action taken. 09:45:16 INFO --- Iteration 28/56 --- 09:45:27 INFO Tokens: input=5901 output=508 (reasoning=464, other=44) / budget=16384 09:45:27 INFO [reason] Traffic remains at baseline and is already routed via Cheap; no spike detected, so maintain the current route for cost minimization. 09:45:27 INFO Idle — passing turn, no action taken. 09:45:33 INFO --- Iteration 29/56 --- 09:45:36 INFO Tokens: input=6037 output=156 (reasoning=66, other=90) / budget=16384 09:45:36 INFO [reason] Detected a ~500 Mbps spike currently on Cheap; switch Remote prefix to Expensive immediately for this 6-hour billing window so the high sample does not raise Cheap's 95th-percentile billable rate. 09:45:36 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.1.2 dev ISP-eth1 09:45:36 INFO Command output (exit 0): (empty) 09:45:41 INFO --- Iteration 30/56 --- 09:45:44 INFO Tokens: input=6205 output=61 (reasoning=16, other=45) / budget=16384 09:45:44 INFO [reason] Spike traffic is still present and already routed via Expensive; keep the route unchanged this window so the high sample stays off Cheap. 09:45:44 INFO Idle — passing turn, no action taken. 09:45:49 INFO --- Iteration 31/56 --- 09:45:53 INFO Tokens: input=6342 output=176 (reasoning=131, other=45) / budget=16384 09:45:53 INFO [reason] Spike traffic is still present and already routed via Expensive; keep the route unchanged so this high-throughput window remains off Cheap. 09:45:53 INFO Idle — passing turn, no action taken. 09:45:58 INFO --- Iteration 32/56 --- 09:46:46 INFO Tokens: input=6479 output=2635 (reasoning=2588, other=47) / budget=16384 09:46:46 INFO [reason] Spike traffic is still ongoing and already routed via Expensive; keep the route unchanged this window so the high-throughput sample remains off Cheap. 09:46:46 INFO Idle — passing turn, no action taken. 09:46:51 INFO --- Iteration 33/56 --- 09:47:05 INFO Tokens: input=6618 output=645 (reasoning=598, other=47) / budget=16384 09:47:05 INFO [reason] Spike traffic is still ongoing and already routed via Expensive; keep the route unchanged this window so the high-throughput sample remains off Cheap. 09:47:05 INFO Idle — passing turn, no action taken. 09:47:10 INFO --- Iteration 34/56 --- 09:47:44 INFO Tokens: input=6757 output=1767 (reasoning=1711, other=56) / budget=16384 09:47:44 INFO [reason] Spike traffic is still present and already routed via Expensive; keep the route unchanged this window, with Expensive high-sample usage still within its 90th-percentile discard allowance. 09:47:44 INFO Idle — passing turn, no action taken. 09:47:49 INFO --- Iteration 35/56 --- 09:48:37 INFO Tokens: input=6905 output=2603 (reasoning=2546, other=57) / budget=16384 09:48:37 INFO [reason] Spike traffic is still present and already routed via Expensive; observed Expensive high-sample count remains within its 90th-percentile discard allowance, so keep the route unchanged this window. 09:48:37 INFO Idle — passing turn, no action taken. 09:48:42 INFO --- Iteration 36/56 --- 09:48:53 INFO Tokens: input=7054 output=583 (reasoning=516, other=67) / budget=16384 09:48:53 INFO [reason] Traffic is still in a spike and the route is already via Expensive; keep it there this window, since Expensive high samples are still within its 90th-percentile discard window and moving the spike to Cheap would not improve cost. 09:48:53 INFO Idle — passing turn, no action taken. 09:48:58 INFO --- Iteration 37/56 --- 09:49:12 INFO Tokens: input=7213 output=573 (reasoning=516, other=57) / budget=16384 09:49:12 INFO [reason] Spike traffic is still ongoing and already routed via Expensive; Expensive has not yet exhausted its 90th-percentile high-sample discard allowance, so keep the route unchanged this window. 09:49:12 INFO Idle — passing turn, no action taken. 09:49:17 INFO --- Iteration 38/56 --- 09:50:29 INFO Tokens: input=7362 output=3712 (reasoning=3611, other=101) / budget=16384 09:50:29 INFO [reason] Spike is still ongoing, but Cheap has already exceeded its 95th-percentile discard allowance while Expensive must be kept below its 90th-percentile high-sample limit; move the Remote prefix to Cheap now to avoid raising Expensive's billable rate. 09:50:29 INFO Executing command: ip route replace 200.7.0.0/24 via 10.4.2.2 dev ISP-eth2 09:50:29 INFO Command output (exit 0): (empty) 09:50:34 INFO --- Iteration 39/56 --- 09:50:53 INFO Tokens: input=7541 output=1073 (reasoning=1003, other=70) / budget=16384 09:50:53 INFO [reason] Traffic is still in a spike, but Cheap has already exceeded its 95th-percentile high-sample discard allowance while Expensive should be preserved below its 90th-percentile high-sample threshold; keep the Remote prefix on Cheap for this window. 09:50:53 INFO Idle — passing turn, no action taken. 09:50:58 INFO --- Iteration 40/56 --- 09:51:20 INFO Tokens: input=7703 output=592 (reasoning=516, other=76) / budget=16384 09:51:20 INFO [reason] Traffic is still in a spike and the route is already via Cheap; keep it there because Cheap's 95th-percentile billable level has already been raised by prior high samples, while additional Expensive high samples should be avoided to preserve its 90th-percentile discard window. 09:51:20 INFO Idle — passing turn, no action taken. 09:51:25 INFO --- Iteration 41/56 --- 09:51:35 INFO Tokens: input=7871 output=680 (reasoning=609, other=71) / budget=16384 09:51:35 INFO [reason] Traffic remains in a spike and is already routed via Cheap; keep it there to avoid exceeding Expensive's 90th-percentile high-sample discard limit, since Cheap's 95th-percentile billable level has already been raised by prior high samples. 09:51:35 INFO Idle — passing turn, no action taken. 09:51:40 INFO --- Iteration 42/56 --- 09:51:54 INFO Tokens: input=8034 output=803 (reasoning=735, other=68) / budget=16384 09:51:54 INFO [reason] Traffic is still spiking and is already on Cheap; keep it there because Cheap's 95th-percentile billing level has already been raised, while additional Expensive high samples should be avoided to preserve its 90th-percentile discard margin. 09:51:54 INFO Idle — passing turn, no action taken. 09:51:59 INFO --- Iteration 43/56 --- 09:52:10 INFO Tokens: input=8194 output=595 (reasoning=516, other=79) / budget=16384 09:52:10 INFO [reason] Traffic remains in a spike and is already routed via Cheap; keep it there because Cheap's 95th-percentile billable level is already raised by prior high samples, while preserving Expensive below its 90th-percentile high-sample threshold avoids raising the more costly provider's billable rate. 09:52:10 INFO Idle — passing turn, no action taken. 09:52:15 INFO --- Iteration 44/56 --- 09:52:29 INFO Tokens: input=8365 output=599 (reasoning=516, other=83) / budget=16384 09:52:29 INFO [reason] Traffic remains in a spike and is already routed via Cheap; keep it there because Cheap's 95th-percentile billable level has already been raised by prior high samples, while additional Expensive high samples should be conserved to avoid raising the more expensive provider's 90th-percentile billing level if the spike continues. 09:52:29 INFO Idle — passing turn, no action taken. 09:52:34 INFO --- Iteration 45/56 --- 09:53:04 INFO Tokens: input=8540 output=1632 (reasoning=1552, other=80) / budget=16384 09:53:04 INFO [reason] Traffic remains in a spike and is already routed via Cheap; keep it there because Cheap's 95th-percentile billable level has already been raised, while preserving remaining Expensive 90th-percentile discard capacity reduces the risk of raising the more costly provider's billable rate later in the cycle. 09:53:04 INFO Idle — passing turn, no action taken. 09:53:09 INFO --- Iteration 46/56 --- 09:53:21 INFO Tokens: input=8712 output=589 (reasoning=516, other=73) / budget=16384 09:53:21 INFO [reason] Traffic remains in a spike and is already routed via Cheap; keep it there because Cheap's 95th-percentile billable rate has already been raised, and adding more high samples to Expensive risks increasing the much more costly 90th-percentile billable level. 09:53:21 INFO Idle — passing turn, no action taken. 09:53:26 INFO --- Iteration 47/56 --- 09:53:38 INFO Tokens: input=8877 output=592 (reasoning=516, other=76) / budget=16384 09:53:38 INFO [reason] Traffic remains in a spike and is already routed via Cheap; keep it there because Cheap's 95th-percentile billable rate has already been raised by prior high samples, while additional high samples on Expensive would risk increasing the more expensive 90th-percentile billable rate. 09:53:38 INFO Idle — passing turn, no action taken. 09:53:43 INFO --- Iteration 48/56 --- 09:53:53 INFO Tokens: input=9045 output=485 (reasoning=411, other=74) / budget=16384 09:53:53 INFO [reason] Traffic remains in a spike and is already routed via Cheap; keep it there because Cheap's 95th-percentile billable rate has already been raised, and sending additional high samples to Expensive would risk raising the much more expensive 90th-percentile billable rate. 09:53:53 INFO Idle — passing turn, no action taken. 09:53:59 INFO --- Iteration 49/56 --- 09:54:01 INFO Tokens: input=9211 output=57 (reasoning=16, other=41) / budget=16384 09:54:01 INFO [reason] Traffic has returned to baseline and is already routed via Cheap; keep the current route unchanged to minimize transit cost. 09:54:01 INFO Idle — passing turn, no action taken. 09:54:06 INFO --- Iteration 50/56 --- 09:54:09 INFO Tokens: input=9344 output=66 (reasoning=29, other=37) / budget=16384 09:54:09 INFO [reason] Traffic is baseline and already routed via Cheap; no routing change is needed for this window. 09:54:09 INFO Idle — passing turn, no action taken. 09:54:14 INFO --- Iteration 51/56 --- 09:54:17 INFO Tokens: input=9473 output=69 (reasoning=29, other=40) / budget=16384 09:54:17 INFO [reason] Traffic remains at baseline and is already routed via Cheap; maintain the current route unchanged for cost minimization. 09:54:17 INFO Idle — passing turn, no action taken. 09:54:22 INFO --- Iteration 52/56 --- 09:54:24 INFO Tokens: input=9605 output=57 (reasoning=18, other=39) / budget=16384 09:54:24 INFO [reason] Traffic remains baseline and is already routed via Cheap; keep the current route unchanged to minimize transit cost. 09:54:24 INFO Idle — passing turn, no action taken. 09:54:29 INFO --- Iteration 53/56 --- 09:54:33 INFO Tokens: input=9736 output=81 (reasoning=38, other=43) / budget=16384 09:54:33 INFO [reason] Traffic is baseline and already routed via Cheap; no spike detected, so maintain the current route unchanged for cost minimization. 09:54:33 INFO Idle — passing turn, no action taken. 09:54:38 INFO --- Iteration 54/56 --- 09:54:41 INFO Tokens: input=9871 output=88 (reasoning=46, other=42) / budget=16384 09:54:41 INFO [reason] Traffic is baseline and already routed via Cheap; keep the route unchanged to minimize cost for this 6-hour window. 09:54:41 INFO Idle — passing turn, no action taken. 09:54:46 INFO --- Iteration 55/56 --- 09:54:49 INFO Tokens: input=10005 output=72 (reasoning=35, other=37) / budget=16384 09:54:49 INFO [reason] Traffic remains baseline and is already routed via Cheap; no routing change is needed this window. 09:54:49 INFO Idle — passing turn, no action taken. 09:54:54 INFO --- Iteration 56/56 --- 09:54:59 INFO Tokens: input=10134 output=71 (reasoning=31, other=40) / budget=16384 09:54:59 INFO [reason] Traffic remains at baseline and is already routed via Cheap; keep the current route unchanged to minimize transit cost. 09:54:59 INFO Idle — passing turn, no action taken. 09:55:04 INFO Agent run complete. Final report: AgentResult(success=False, message='Max iterations reached without completion')