[ OK ] BitGN agent arena online (https://bitgn.com)

[ OK ] New agent runtime ready

[ OK ] Loaded benchmark bitgn/ecom1-prod task t004

[ OK ] Started runtime for vm2-Lxo9mTtStYyyDS73g9XRWBFLXo9

[ OK ] Generating world for the agent...

[ OK ] > Plan the dispatch wave described in /ops/dispatch/wave-Yj4oo8jz/dispatch.md.

[ OK ] Following log.pbm with tail -f

[2026-05-30T09:05:35.883Z] ❯ tree -L 2

. ├── AGENTS.MD ├── bin/ │ ├── availability │ ├── cat │ ├── checkout │ ├── date │ ├── discount │ ├── id │ ├── jq │ ├── payments │ ├── refund │ └── sql ├── docs/ │ ├── attachments.md │ ├── availability-checks.md │ ├── brand-identity.md │ ├── catalogue-lookup.md │ ├── checkout.md │ ├── company-history.md │ ├── discounts.md │ ├── dispatch.md │ ├── employees.md │ ├── founders-and-ownership.md │ ├── jobs-to-be-done.md │ ├── mission-vision-values.md │ ├── operating-culture.md │ ├── origin-facts-and-firsts.md │ ├── payments/ │ ├── purchase-request-crosslist.md │ ├── returns.md │ ├── security.md │ ├── store-expansion-history.md │ └── target-audience.md ├── ops/ │ └── dispatch/ └── proc/ ├── carts/ ├── payment-ledger/ ├── products/ ├── returns/ ├── staff/ └── stores/

[2026-05-30T09:05:36.15Z] ❯ tree -L 4 /docs

docs/ ├── attachments.md ├── availability-checks.md ├── brand-identity.md ├── catalogue-lookup.md ├── checkout.md ├── company-history.md ├── discounts.md ├── dispatch.md ├── employees.md ├── founders-and-ownership.md ├── jobs-to-be-done.md ├── mission-vision-values.md ├── operating-culture.md ├── origin-facts-and-firsts.md ├── payments/ │ └── 3ds.md ├── purchase-request-crosslist.md ├── returns.md ├── security.md ├── store-expansion-history.md └── target-audience.md

[2026-05-30T09:05:36.419Z] ❯ cat /AGENTS.MD

[2026-05-30T09:05:36.689Z] ❯ /bin/date

[2026-05-30T09:05:36.957Z] ❯ /bin/id

[2026-05-30T09:05:48.534Z] ❯ cat /docs/dispatch.md

[2026-05-30T09:05:49.821Z] ❯ cat /ops/dispatch/wave-Yj4oo8jz/dispatch.md

[2026-05-30T09:05:56.598Z] ❯ cat /ops/dispatch/wave-Yj4oo8jz/packages.tsv

[2026-05-30T09:05:57.888Z] ❯ cat /ops/dispatch/wave-Yj4oo8jz/lanes.tsv

[2026-05-30T09:08:41.666Z] ❯ /bin/python3 <<'EOF' import json packages_raw = """package_id sku product_ref from_store_id from_store_ref to_store_id to_store_ref due_time margin_cents reason XFER-001 PT-IMP-MIL-M18FID3-2AH /proc/products/cat-power-tools/kind-impact-drivers/PT-IMP-MIL-M18FID3-2AH.json store-linz-urfahr /proc/stores/store-linz-urfahr.json store-innsbruck-mitte /proc/stores/store-innsbruck-mitte.json 10 9329 store has current stock, but available quantity is low XFER-002 PT-WASH-BOS-UA135 /proc/products/cat-garden-outdoor/kind-pressure-washers/PT-WASH-BOS-UA135.json store-linz-kleinmuenchen /proc/stores/store-linz-kleinmuenchen.json store-vie-meidling /proc/stores/store-vie-meidling.json 28 4497 store has no available units and incoming stock arrives later XFER-003 PT-WASH-BOS-UA135 /proc/products/cat-garden-outdoor/kind-pressure-washers/PT-WASH-BOS-UA135.json store-linz-kleinmuenchen /proc/stores/store-linz-kleinmuenchen.json store-graz-liebenau /proc/stores/store-graz-liebenau.json 9 4497 store has no available units and incoming stock arrives later XFER-004 PT-WASH-KAR-K4-PIPE /proc/products/cat-garden-outdoor/kind-pressure-washers/PT-WASH-KAR-K4-PIPE.json store-graz-center /proc/stores/store-graz-center.json store-vie-meidling /proc/stores/store-vie-meidling.json 16 9497 store has no available units and incoming stock arrives soon XFER-005 PT-SND-BOS-GEX125-DUST /proc/products/cat-workshop-site/kind-random-orbit-sanders/PT-SND-BOS-GEX125-DUST.json store-linz-urfahr /proc/stores/store-linz-urfahr.json store-salzburg-alpenstrasse /proc/stores/store-salzburg-alpenstrasse.json 27 4996 store has current stock, but available quantity is low XFER-006 PT-SND-EIN-TERS18-25 /proc/products/cat-workshop-site/kind-random-orbit-sanders/PT-SND-EIN-TERS18-25.json store-salzburg-nord /proc/stores/store-salzburg-nord.json store-salzburg-alpenstrasse /proc/stores/store-salzburg-alpenstrasse.json 23 2747 store has no available units and incoming stock arrives soon XFER-007 PT-HDG-STI-HSA50-AK10 /proc/products/cat-garden-outdoor/kind-hedge-trimmers/PT-HDG-STI-HSA50-AK10.json store-graz-puntigam /proc/stores/store-graz-puntigam.json store-salzburg-alpenstrasse /proc/stores/store-salzburg-alpenstrasse.json 24 8329 store has current stock, but available quantity is low XFER-008 PT-BLA-MAK-SPEC-165 /proc/products/cat-hardware-consumables/kind-saw-blade-sets/PT-BLA-MAK-SPEC-165.json store-vie-meidling /proc/stores/store-vie-meidling.json store-linz-kleinmuenchen /proc/stores/store-linz-kleinmuenchen.json 10 1162 store has current stock, but available quantity is low XFER-009 PT-SAW-DEW-DWE575K-BASE /proc/products/cat-workshop-site/kind-circular-saws/PT-SAW-DEW-DWE575K-BASE.json store-vie-meidling /proc/stores/store-vie-meidling.json store-linz-kleinmuenchen /proc/stores/store-linz-kleinmuenchen.json 15 5996 store has current stock, but available quantity is low XFER-010 PT-GRD-MET-W18-125-4AH /proc/products/cat-power-tools/kind-angle-grinders/PT-GRD-MET-W18-125-4AH.json store-salzburg-nord /proc/stores/store-salzburg-nord.json store-innsbruck-mitte /proc/stores/store-innsbruck-mitte.json 22 7497 store has no available units and incoming stock arrives later""" lanes_raw = """lane_id from to capacity eta cost_cents delay_hint lane-hub-east-hub-central hub-east hub-central 4 4 260 delays unlikely; short when delayed lane-hub-west-hub-central hub-west hub-central 4 4 260 delays unlikely; short when delayed lane-hub-central-hub-east hub-central hub-east 4 4 260 delays unlikely; short when delayed lane-hub-central-hub-west hub-central hub-west 4 4 260 delays unlikely; short when delayed lane-store-linz-urfahr-hub-east store-linz-urfahr hub-east 1 2 104 delays unlikely; medium when delayed lane-hub-east-store-linz-urfahr hub-east store-linz-urfahr 3 3 146 delays unlikely; short when delayed lane-store-innsbruck-mitte-hub-west store-innsbruck-mitte hub-west 1 3 144 delays unlikely; short when delayed lane-hub-west-store-innsbruck-mitte hub-west store-innsbruck-mitte 2 2 97 delays unlikely; medium when delayed lane-store-linz-kleinmuenchen-hub-east store-linz-kleinmuenchen hub-east 3 2 133 delays unlikely; short when delayed lane-hub-east-store-linz-kleinmuenchen hub-east store-linz-kleinmuenchen 2 1 165 delays unlikely; short when delayed lane-store-vie-meidling-hub-east store-vie-meidling hub-east 2 2 200 delays unlikely; short when delayed lane-hub-east-store-vie-meidling hub-east store-vie-meidling 1 1 128 delays unlikely; medium when delayed lane-store-graz-liebenau-hub-central store-graz-liebenau hub-central 2 3 157 delays unlikely; short when delayed lane-hub-central-store-graz-liebenau hub-central store-graz-liebenau 3 3 175 delays unlikely; short when delayed lane-store-graz-center-hub-central store-graz-center hub-central 2 3 169 delays unlikely; short when delayed lane-hub-central-store-graz-center hub-central store-graz-center 3 2 146 delays unlikely; short when delayed lane-store-salzburg-alpenstrasse-hub-east store-salzburg-alpenstrasse hub-east 2 1 138 delays unlikely; short when delayed lane-hub-east-store-salzburg-alpenstrasse hub-east store-salzburg-alpenstrasse 2 2 153 delays unlikely; short when delayed lane-store-salzburg-nord-hub-east store-salzburg-nord hub-east 3 1 169 delays unlikely; short when delayed lane-hub-east-store-salzburg-nord hub-east store-salzburg-nord 1 3 163 delays unlikely; short when delayed lane-store-graz-puntigam-hub-central store-graz-puntigam hub-central 1 2 131 delays unlikely; short when delayed lane-hub-central-store-graz-puntigam hub-central store-graz-puntigam 2 1 160 delays unlikely; short when delayed lane-direct-store-linz-urfahr-store-innsbruck-mitte store-linz-urfahr store-innsbruck-mitte 1 5 672 delays likely; long when delayed lane-direct-store-linz-kleinmuenchen-store-vie-meidling store-linz-kleinmuenchen store-vie-meidling 1 11 564 delays likely; long when delayed lane-direct-store-linz-kleinmuenchen-store-graz-liebenau store-linz-kleinmuenchen store-graz-liebenau 1 8 796 delays likely; medium when delayed lane-direct-store-graz-center-store-vie-meidling store-graz-center store-vie-meidling 1 6 605 delays likely; short when delayed lane-direct-store-linz-urfahr-store-salzburg-alpenstrasse store-linz-urfahr store-salzburg-alpenstrasse 1 10 802 delays likely; medium when delayed lane-direct-store-salzburg-nord-store-salzburg-alpenstrasse store-salzburg-nord store-salzburg-alpenstrasse 1 9 755 delays likely; medium when delayed lane-direct-store-graz-puntigam-store-salzburg-alpenstrasse store-graz-puntigam store-salzburg-alpenstrasse 1 12 880 delays unlikely; short when delayed lane-direct-store-vie-meidling-store-linz-kleinmuenchen store-vie-meidling store-linz-kleinmuenchen 1 7 890 delays often; long when delayed lane-direct-store-salzburg-nord-store-innsbruck-mitte store-salzburg-nord store-innsbruck-mitte 1 12 657 delays unlikely; long when delayed""" pkgs = [] for line in packages_raw.strip().split('\n')[1:]: cols = line.split('\t') pkgs.append({ 'pid': cols[0], 'sku': cols[1], 'src': cols[3], 'dst': cols[5], 'due': int(cols[7]), 'margin': int(cols[8]) }) lanes = [] for line in lanes_raw.strip().split('\n')[1:]: cols = line.split('\t') lanes.append({ 'lid': cols[0], 'frm': cols[1], 'to': cols[2], 'cap': int(cols[3]), 'eta': int(cols[4]), 'cost': int(cols[5]), 'hint': cols[6] }) # Build adjacency: from -> [(to, lane)] from lanes import defaultdict adj = defaultdict(list) for l in lanes: adj[l['frm']].append((l['to'], l)) # Build lane index for lookup lane_by = {(l['frm'], l['to']): l for l in lanes} # Find all paths from src to dst using BFS up to 4 hops from collections import deque def find_routes(src, dst, max_hops=4): routes = [] q = deque() q.append((src, [], 0, 0)) # node, lane_ids, total_eta, total_cost while q: node, lane_path, tot_eta, tot_cost = q.popleft() if len(lane_path) >= max_hops: continue for nxt, l in adj[node]: new_eta = tot_eta + l['eta'] new_cost = tot_cost + l['cost'] new_path = lane_path + [l['lid']] if nxt == dst: routes.append((new_path, new_eta, new_cost)) else: q.append((nxt, new_path, new_eta, new_cost)) return routes # For each package, find best route results = [] for p in pkgs: routes = find_routes(p['src'], p['dst']) # Filter: only on-time on_time = [(r, e, c) for r, e, c in routes if e <= p['due']] # Rank: highest net profit (margin - cost), then lowest eta if on_time: on_time.sort(key=lambda x: (-(p['margin'] - x[2]), x[1])) best = on_time[0] net = p['margin'] - best[2] results.append({ 'pid': p['pid'], 'src': p['src'], 'dst': p['dst'], 'due': p['due'], 'margin': p['margin'], 'route': best[0], 'eta': best[1], 'cost': best[2], 'net': net, 'all_routes': [(r, e, c, p['margin']-c) for r, e, c in on_time] }) else: print(f"{p['pid']}: NO on-time route!") # Show best overall routes.sort(key=lambda x: (x[1], x[2])) best = routes[0] results.append({ 'pid': p['pid'], 'src': p['src'], 'dst': p['dst'], 'due': p['due'], 'margin': p['margin'], 'route': best[0], 'eta': best[1], 'cost': best[2], 'net': p['margin']-best[2], 'late': True }) print("=== Individual best routes ===") for r in results: late = r.get('late', False) mark = " LATE!" if late else "" print(f"{r['pid']}: {r['src']} -> {r['dst']}, due={r['due']}, eta={r['eta']}, net={r['net']}{mark}") print(f" route: {r['route']}") print(f" margin={r['margin']}, cost={r['cost']}, net={r['net']}") print("\n=== Capacity check ===") # Count usage per lane lane_usage = defaultdict(int) for r in results: for lid in r['route']: lane_usage[lid] += 1 lane_by_id = {l['lid']: l for l in lanes} over = False for lid, cnt in sorted(lane_usage.items()): l = lane_by_id[lid] status = "OK" if cnt <= l['cap'] else "OVER!" if cnt > l['cap']: over = True print(f" {lid} (cap={l['cap']}): used={cnt} {status}") if over: print("\n=== RESOLVING CONFLICTS ===") # Conflict: hub-east-store-vie-meidling (cap=1, used by XFER-002, XFER-004) # Conflict: hub-east-store-salzburg-alpenstrasse (cap=2, used by XFER-005, XFER-006, XFER-007) # Show alternatives for conflicted packages for pid in ['XFER-002', 'XFER-004']: p = [x for x in pkgs if x['pid'] == pid][0] routes = find_routes(p['src'], p['dst']) on_time = [(r, e, c, p['margin']-c) for r, e, c in routes if e <= p['due']] on_time.sort(key=lambda x: (-x[3], x[1])) print(f"\n{pid} alternatives (all on-time):") for r, e, c, n in on_time[:3]: print(f" net={n} eta={e} cost={c} route={r}") for pid in ['XFER-005', 'XFER-006', 'XFER-007']: p = [x for x in pkgs if x['pid'] == pid][0] routes = find_routes(p['src'], p['dst']) on_time = [(r, e, c, p['margin']-c) for r, e, c in routes if e <= p['due']] on_time.sort(key=lambda x: (-x[3], x[1])) print(f"\n{pid} alternatives (all on-time):") for r, e, c, n in on_time[:3]: print(f" net={n} eta={e} cost={c} route={r}") EOF

[ ERR ] [not_found]: not_found: runtime tool not found: not found

[2026-05-30T09:09:11.698Z] ❯ answer --outcome ok --ref /docs/dispatch.md --ref /ops/dispatch/wave-Yj4oo8jz/dispatch.md --ref /ops/dispatch/wave-Yj4oo8jz/lanes.tsv --ref /ops/dispatch/wave-Yj4oo8jz/packages.tsv <<'EOF' { "assignments": [ {"package_id": "XFER-001", "route": ["lane-direct-store-linz-urfahr-store-innsbruck-mitte"], "priority": 2}, {"package_id": "XFER-002", "route": ["lane-store-linz-kleinmuenchen-hub-east", "lane-hub-east-store-vie-meidling"], "priority": 10}, {"package_id": "XFER-003", "route": ["lane-store-linz-kleinmuenchen-hub-east", "lane-hub-east-hub-central", "lane-hub-central-store-graz-liebenau"], "priority": 1}, {"package_id": "XFER-004", "route": ["lane-direct-store-graz-center-store-vie-meidling"], "priority": 5}, {"package_id": "XFER-005", "route": ["lane-store-linz-urfahr-hub-east", "lane-hub-east-store-salzburg-alpenstrasse"], "priority": 9}, {"package_id": "XFER-006", "route": ["lane-store-salzburg-nord-hub-east", "lane-hub-east-store-salzburg-alpenstrasse"], "priority": 7}, {"package_id": "XFER-007", "route": ["lane-direct-store-graz-puntigam-store-salzburg-alpenstrasse"], "priority": 8}, {"package_id": "XFER-008", "route": ["lane-store-vie-meidling-hub-east", "lane-hub-east-store-linz-kleinmuenchen"], "priority": 3}, {"package_id": "XFER-009", "route": ["lane-store-vie-meidling-hub-east", "lane-hub-east-store-linz-kleinmuenchen"], "priority": 4}, {"package_id": "XFER-010", "route": ["lane-direct-store-salzburg-nord-store-innsbruck-mitte"], "priority": 6} ] } EOF

[ OK ] AnswerProvided

[ ERR ] AI agent score 0.82 dispatch packages delivered avg 10.0 of 10 dispatch money made avg EUR 585.47 delivered margin dispatch packages missed avg 0.0; late avg 0.5 dispatch costs/penalties avg EUR 44.54 transport; EUR 7.31 late; EUR 0.00 missed; EUR 0.00 invalid dispatch resulting gain avg EUR 533.61; max EUR 540.93; efficiency 82.2%

[ OK ] Runtime event stream completed

[ OK ] BitGN trial closed at 2026-05-30T09:09:12.363Z

[ OK ] Polling stopped