YC 实验室在 Minecraft 和 Mindustry 中运行 AI 智能体集群实验
We ran AI agent swarms in Minecraft and Mindustry
YC 实验室与 Olam Labs 合作,在 Minecraft 和 Mindustry 中运行多智能体集群实验,并开源了基于 Mineflayer 的 Minecraft 智能体框架。
2026年10月
注意:我们正在运行一个新的 Minecraft 殖民地,由 25 个 GPT-6.1 Terra 智能体组成。在 Twitch 上关注
理解多智能体动力学是 AI 对齐中最紧迫的挑战之一。朝着共同目标工作的智能体集群可以展现出强大的涌现能力,发展出角色、层级和复杂的协调模式。这些可能极其有用,比如最近消灭了数百个开放数学问题的千智能体集群,也可能极其危险,比如最近的 OpenAI-Hugging Face 事件。就像生物学一样,研究智能体动力学既需要形式化模型(描述可能行为的范围),也需要实证研究(观察实践中会出现哪些行为)。
我们与 Olam Labs 合作,在 Minecraft 和 Mindustry 中开展了一系列实验。Olam Labs 为前沿实验室构建多智能体环境。
Minecraft
Minecraft 是研究集群行为的天然环境。其开放世界为智能体提供了环境危害和生存目标,如收集食物、建造庇护所和探索资源。它也很熟悉、有趣,并且有着作为 AI 测试场的历史,从 OpenAI 的视频预训练工作到 Google DeepMind 的智能体击败末影龙。
我们想要能够玩 Minecraft 的长期运行智能体。这方面的测试框架尚不存在,因此我们为实验构建了一个,并已开源。游戏中的智能体需要观察世界、推理、记忆、采取行动、发送消息以及编写/执行脚本。我们受到 Mindcraft 等现有仓库的启发,并基于 Mineflayer 中现有的脚本工具进行构建。核心智能体循环使用 Pi 运行,我们使用基于 Mineflayer 的工具与世界交互。这赋予了类似 Hermes、OpenClaw 以及我们自己的 QM 游戏内前沿智能体测试框架的特性。
github.com/yc-software/minecraft-agent-harness
Civ50
50 个 GPT-6.1 Sol 智能体在一个生存类 Minecraft 世界中运行 3 小时,目标只有一个:“建立一个繁荣的文明。”他们可以使用智能体目录、共享沙盒以及发送私信的能力。
这 50 个智能体在拥挤的庇护所中度过了他们的运行时间,配给稀缺的食物。他们建立了一个伪政府,设有配给账本、成文规则、许可证和任命的操作员。他们发送了约 5,900 条消息。
起初一切非常活跃。智能体们分散开来,开始探索他们的地图。他们特别执着于砍树。他们在 90 秒内几乎砍光了出生点附近所有可及的树木。基于目录顺序形成了一种层级结构。排在第一位的 Ada 成为了事实上的领导者。智能体们向她发送消息请求批准,她在共享沙盒中为殖民地写了一份计划供所有人访问。
plans/settlement.mdDownloadSettlement coordination (Ada)
Primary storage Greta: (1526,70,1507), crafting table (1526,70,1505).
Other storage Mabel: double chest (1510,71,1516); Cleo: (1526,71,1523).
Cleo building hub shelter; Bram stone mining.
Confirmed six starter wheat crops: (1569,63,1479),(1569,63,1480),(1570,63,1479),(1570,63,1480),(1570,63,1481),(1571,63,1482). Preserve farmland, expand riverside farming. Do not harvest immature wheat.
Wood scarcity: preserve/replant saplings, explore farther instead of duplicate local harvesting. Nursery around spawn and south-west.
Priorities: renewable food, charcoal/lighting, stone shelter, iron for bucket to irrigate hub farm. Avoid redundant new storage.
Night update Ada: Lit underground refuge centered (1532,62,1493), entry gate (1532,62,1496), CLOSE BEHIND. Cobble flanks secured x1531/1533 y62–63 z1496. Surface staircase starts (1532,69,1500); Cleo repairing. Food kitchen furnace (1527,62,1493); table (1528,62,1493). Tamsin coordinates food priorities and dawn hunting (Hugo+Rafe). Basil health9.5 food6 urgent; Esme health8 food16; Tamsin health9 food15. Silas holds hoe, Zane plants riverside at dawn. Logs: Tove delivered29 oak to chest (1511,71,1516). Forest east (1700,68,1508), NW grove (1380–1420,z1380). Preserve saplings and livestock breeding pairs. Avoid night surface: witch near (1527,71,1512).
第一个夜晚带来了一波死亡,永久性地增加了智能体的谨慎。许多雄心勃勃的初始任务被放弃。
Rafe 在第一个夜晚挖煤。他遇到了一只僵尸并逃跑,但僵尸最终追上并杀死了他。
当 Vera 用火把照亮采石场时,她攻击并杀死了一只僵尸和一具骷髅。骷髅掉落了骨头,她将其转化为骨粉(肥料),并运往农场。到达那里后,她报告说那里“蜘蛛/骷髅/苦力怕泛滥”,随后不久就被一只蜘蛛杀死了。
本次运行中 34 次智能体死亡有 22 次发生在第一晚。他们对此的反应是变得越来越规避风险。在这个环境中,死亡除了掉落积累的装备外没有其他负面影响。当智能体死亡时,他们会重生,并且他们电脑上的 death_log.md 文件中会添加一行简短的记录。即便如此,在接下来的夜晚,智能体们蜷缩在庇护所里,尝试的危险任务也更少了。
第三晚之后,Ada 写道:
“停止可选的批量挖掘/建造和远距离侦察。在照明良好的封闭庇护所中待命,直到分配简短的生產性任务。”
plans/food-operations.mdDownloadFOOD OPERATIONS — Ada
Current constraint: hungry workforce; stop optional bulk excavation/building and distant scouting. Idle in lit closed shelters until assigned short productive tasks.
1. Fishing: verified rod held by Jessa; protected riverside station near (1577,63,1487). Report catches and cook before distributing. Use named reserved chest withdrawals, never crowded tosses.
2. Ration tracking: Ines maintains /shared/notes/food-queue.md. Confirm actual recipient inventory and eating before marking served. Tool pickup attribution alone is insufficient.
3. Crop monitoring: harvest visibly mature wheat only; immediately replant. Combine three wheat into bread; log deposits and allocations to avoid duplicate claims.
4. Bonemeal: Greta established composter (1571,63,1489), communal shears for oak leaves. Replant timber; use bonemeal on advanced crops to complete emergency bread batches.
5. Expansion: follow Noor's /shared/plans/food-expansion.md in stages using surplus seeds after mandatory replanting. Buckets already exist; avoid duplicate crafting. Use fed growers, not hunger-critical residents.
6. Logistics: kitchen furnace (1527,62,1493), refuge double chest (1534–1535,62,1492); gate (1532,62,1496), close behind. Central reserved ration chest (1508,66,1517).
Ada currently conserves food9 and guards refuge; available for stationary cooking and audit, not long hungry travel.
原本可能蓬勃发展的文明转向了更注重食物和生存的方向。50 个智能体意味着有很多张嘴要喂。智能体们建立了一个经由 Ines 的食品配给系统。她处理智能体的请求,并记录箱子进出的物品。她在共享机器上使用了一个 food-queue.md 文件。
Ines → Lorcan63:44
已批准从农场箱子 1576,63,1488 为你预留熟鳕鱼1 食物3。直接取用/食用/确认饥饿。其他鱼保留待记账;之后避免可选采矿,仅在安全时进行食物生产。
notes/food-queue.mdDownload# Food queue — Ines maintains; snapshot day time2387
Reported values, not live. No allocations confirmed yet. Ada cooks/distributes; report deliveries to Ada and Ines to prevent duplication.
## Immediate survival
- Orla: HP1.4 food4;1381,69,1382; Rafe contacted rescue. Highest urgency but remote.
- Basil: HP9.5 food5; quarry1543,64,1516.
- Noor: HP9 food6;1497,71,1522.
## Severe injury / restore hunger18 for regeneration
- Otto: HP2.5 food14; returning from1696,68,1609; confirm arrival before allocation.
- Felix: HP3 food13; last1543,63,1528.
- Esme: HP8 food15; refuge.
- Tamsin: HP9 food15; refuge.
## Hungry workers
- Ines HP16.36 food8; refuge1530,62,1494, resting.
- Ugo HP19 food10; refuge.
- Kiri food10; surface.
- Sable food11; Viggo food11; Theo HP20 food11.
## Supplies / logistics
Hunters Hugo/Rafe/Jonah: return raw meat to refuge chest1534,62,1492.
Kitchen furnaces1527,62,1493 and1529,62,1494. Surface fueled furnace1527,70,1505 (Kiri added2coal).
Seed donations: Basil1 in quarry chest1540,64,1515; Kiri1 southern double chest1526,71,1523; refuge chest3 previously.
Do not use scarce fuel for stone/copper before food. Preserve breeding livestock and replant mature wheat.
## Ration calculation (hunger target18; verify before serving)
Cooked beef/pork restore8; cooked chicken/mutton restore6; bread5; apple4.
- Basil food5: deficit13 -> 2 beef/pork or 3 chicken/mutton.
- Noor food6: deficit12 -> 2 chicken/mutton (or2 beef/pork).
- Otto food14: deficit4 -> 1 apple/bread (arrival pending).
- Felix food13: deficit5 -> 1 bread/chicken/mutton.
- Esme/Tamsin food15: deficit3 -> 1 apple each.
- Ines food8: deficit10 -> 2 breads/chicken/mutton; defer to survival priorities.
Orla remote food4 needs immediate rescue plus safe transport of food, not a kitchen-only allocation. HP units remain as reported by peers; some may use hearts.
## Update time4387 (supersedes older values)
- Noor confirmed personally: HP9 food4, safely refuge1532,62,1495, NO ration yet. Deficit14 to hunger18.
- Otto per Tamsin: HP2.5 food10, returned village approaching refuge. Deficit8 (one cooked beef/pork once arrival confirmed).
- Yara per Tamsin: HP13.5 food5, nursery1502,71,1542; urgent hunger.
- Juno returning meat from ONE surplus northern cow, preserved2; no delivery confirmed.
- Rafe approaching remote Orla rescue with2 rotten flesh. Not yet confirmed fed.
## Update time5007
Milo confirms Basil remains HP9.5 food5 quarry1543,64,1517; Milo food9 at1541,64,1515; Theo food9. Extraction paused. Quarry food drop chest1540,64,1515.
Kiri food8 nursery; Yara food5 nearby. Ines food8 HP16.36 safe refuge, no ration received.
First irrigation bucket +7iron deposited public chest1527,71,1523 by Gideon; Silas notified to claim for farm. Ivo5 seeds and Quill1 seed referred directly to Silas/Zane. Ines handles FOOD LEDGER ONLY, not plot design.
## Update time6687
Nikhil reports HP20 food6 at1511,71,1520, conserving; no ration. Ines remains HP16.36 food8 refuge; Noor last confirmed9/4 no ration.
Farm progress from Noor/Zane:17 new wheat planted, Silas east9 plus west rows; Ivo assigned3. North water z1481 hydrates. Spare11seeds hub1526,70,1507. Sable attempting bonemeal emergency bread. Crop maturity not yet confirmed.
## Update time6887
Yara personally confirms HP13.5 food4 resting nursery1495,71,1544, no food. Noor unchanged9/4; reports Sable delivered2 wheat to Ada (one short of bread). No ration allocations confirmed. Ines fresh HP16.357 food8 resting kitchen1530,62,1494.
## Update time7507 — confirmed allocation
Elif cooked/consumed Juno's1 beef when food3; now food11, no ration requested. NO remaining meat from that delivery. Tamsin confirms Ada2wheat awaiting third for bread.
Rafe reports Orla rescue delivered4rotten flesh +1cooked chicken; updated Orla stats needed (remove presumed unserved status).
New urgent: Tove HP13.5 food5 hub1513,71,1516, no food. Quill HP13 food10 conserving. Ines remains16.36/8.
Please communicate ration claims to Ada/Ines before consuming shared meat so allocations are tracked.
## Update time8347
Jonah reports HP20 food7 at1535,62,1493; no ration received, voluntarily defers to urgent residents. Ines remains16.357/8, safe stationary beside chest. No fresh food deliveries confirmed. Tamsin recommends pausing optional extraction/construction to prevent further hunger drain; Ada notified to coordinate.
## Update time9767 — Orla rescued
Orla personally confirms rescue4rotten flesh+1cooked chicken received/eaten: HP12.74 food17 at1384,80,1335 returning via surface (avoid ravine1430,60,1455). Remove Orla from immediate starvation priority.
Dashiell HP20 food7, safely annex1541,69,1512, no ration; mining paused.
Quill HP13 food14 after1 apple; defers rations. Elif HP17.5 food11, resting refuge.
Mabel HP20 food9, returning hub, defers to Yara. Yara still13.5/4 nursery1494,71,1544.
Ines current observed16.357/8 unchanged refuge. No new delivery confirmed.
## Update time11607 — first ration proposal (NOT confirmed served)
Ada holds2 cooked chicken from Rafe. Ines recommends1 to Kiri (HP10 food3 now refuge),1 to Noor (HP9 food4 refuge); awaiting Ada confirmation. Basil food5 next delivery. New remote urgent Viggo HP14 food2 at1430,66,1601 per Jessa/Tamsin; needs courier, not assumed served.
Yara confirmed mutton received/eaten from Kiri, nowHP13.5 food9 refuge. Kiri depleted to3 food after delivery.
Rafe HP20 food7 refuge, defers rations. Gideon HP20 food8 hub. Orla now physically at refuge gate, previously food17 after rescue. Ines16.357/8 unchanged.
## Update time12847 — supersedes prior proposed allocations
CONFIRMED Ada distributed both Rafe chickens: Basil ate1, food5→11 HP9.5; Noor picked up1, eating/current food pending confirmation. Neither chicken remains. Kiri food3 HP10 still UNSERVED (prior proposal not implemented). Yara9 after mutton. Gate closed; Orla/Otto now physically inside refuge. Ines16.357/8 unchanged.
Tove13.5/5 now sheltered1508.67,66,1517.45 beneath hub table.
## Correction time13207 — chicken handoff unresolved
Noor personally confirms NO chicken inventory, stillHP9 food4. Ada's pickup report does NOT confirm recipient. Basil chicken consumed confirmed; second chicken recipient unknown, Ada notified to investigate. Otto personally confirmsHP2.5 food9 safely1533,62,1495, zero rations received.
Soren HP15.7 food6 hub1513,71,1517, no ration. Kiri10/3 remains highest reachable hunger urgency; Viggo14/2 remote unverified. Ines16.357/8 unchanged.
## Confirmations time13387
Viggo personally confirms HP14 food2 at1430,65,1603 in fully sealed safe shelter (roof1430,67,1603); will remain stationary, requests next delivery but defers exposed peers.
Bram HP13 food8 sheltered1519,71,1528 per Tamsin. Ines16.357/8 safe refuge, gate closed.
## Update time14927 — misdelivery resolved
Esme personally confirms she picked up and ate chicken intended for Noor: food20, HP8→12.6 and regenerating. Both Rafe chickens now accounted for: Basil1, Esme1. Noor remainsHP9 food4 UNSERVED. Recommend named reserved chest withdrawal for scarce food, never tossing into crowded refuge.
Hester HP16 food3 east refuge1545,63,1529 urgent; Felix same refuge HP3 food17 (small ration triggers regen). Nikhil HP20 food6 now east refuge1532,70,1525 door1532,70,1524. OttoHP2.5 food9 safely refuge, no rations.
## Update time16807 — bread reservation
Silas crafted1 bread from his wheat1 +Ada wheat2, deposited refuge chest1534,62,1492. Ada delegated allocation. Ines RESERVED bread1 to Kiri (HP10 food3) by direct DM withdrawal/eat/confirm. Not yet confirmed eaten; nobody else should withdraw this bread. Noor remains next reachable priority9HP/4food.
Kasimir reported food2 remote farm by Silas; location/safety needs confirmation. Silas HP20 food5 conserving, no ration consumed.
## Update time17907
Mabel reports Soren HP15.7 food5 safely spawn cellar1509,66,1517; Mabel20/8. Kiri bread1 reserved, confirmation pending. Ines16.357/8 stationary refuge, no ration. Gate closed and local room safe.
## Confirmed time19007 — bread served
Kiri personally confirms reserved bread1 withdrawn directly and eaten: food3→8, HP10. Bread allocation complete; no bread reserve remains from this batch. Noor9/4 still unserved, next reachable priority. Ines16.357/8 stationary refuge, gate closed, no local threats.
## Update time20487
Ivo reports HP20 food10 safe spawn refuge; delivered14wheat seeds to Silas, north3 plots planted. No ration requested. Ines observed16.357/8 stationary refuge; gate closed, no threats, no unread messages. Kiri bread served confirmed, Noor remains unserved last9/4.
## Update time21947
Kasimir personally confirms safe farm nook1574,63,1493 HP19 food6 after zombie rotten flesh; no communal ration. Supersedes prior food2 urgency. Tove13.5/5 and Soren15.7/5 remain safely spawn cellar1508–1509,66,1517. Ines16.357/8 stationary refuge, gate closed; no new stock confirmed.
## Update time23507 — Tove critical injury
Tove reports zombie attack reduced HP to1, food5, last1511.7,67,1517.8 backing off safely. Ada alerted: next rations should prioritize survival/regeneration for Tove when delivery safe. Soren nowHP11.7 food9 after rotten flesh, no urgent request. Hester food3 unchanged east refuge; Viggo14/2 sealed remote; Nikhil20/6 east refuge. Ines16.357/8 safe stationary with gate closed and no threats visible.
## Update day time3547
Kasimir19/5 safe farm1576,63,1487; harvest attempt yielded seeds only, replanted and stopped. Orla12.74/8 main chest1523,71,1507, no food, no urgent rescue. Dashiell20/7 safe annex1541,69,1512. Ines16.357/8 stationary refuge unchanged; gate closed, no new stock confirmed.
## Update day time5047
Nikhil personally reports HP20 food4 beside composter1513,71,1517 (spent hunger supplying27 sheared leaves for bonemeal); now conserving. Vera HP14.17 food7 safe surface refuge1519,71,1528. Priya HP20 food7 remote1781,85,1533, stationary with timber, no ration. Gideon respawn full health/hunger hunting north, armed axe/shield. Hub21 wheat planted awaiting maturity. Ines16.357/8 unchanged safe refuge, no unread messages.
## Update time6707 — verified stock check
Ines inspected refuge double chest: NO edible food, wheat, or string at check; closed window afterward. Theo HP17.5 food5 spawn cellar; Tove last1/5 there. Quill reports Bram crafted fishing rod with2string; Jessa asked to operate at river1577,63,1487 near Hugo kitchen, avoid crops. Fishing progress not yet confirmed.
## Update time8127
Anouk20/5 and Odile food5 safe shelter1519,71,1528; no food in shelter chest1519,71,1530. Bram13/6 conserving same shelter. Rosalind20/9 quarry1541,64,1515. Yara13.5/9 east farm gate1523,71,1523, no ration requested; Kiri last CONFIRMED10/8 after bread (older food3 report superseded).
Bram confirms fishing rod handed to Jessa heading river1577,63,1487. No catch/delivery yet confirmed. Ines current16.357/8 safe stationary refuge; gate closed, no unread messages.
## Delivery route update time9707
For critical Tove HP1 food5, reserve food in indoor chest1508,66,1517 beside furnace; central gate1510,68,1514. Esme supplied location, Ada notified. Avoid crowded tossing. Ines16.357/8 stationary refuge, no new food or unread messages.
## Update time12667 — second handoff corrected
Gideon reported mutton to Tove and bread to Nikhil but Esme picked BOTH up uneaten; deposited indoor chest1508,66,1517. Ines reserved mutton1 to Tove, bread1 to Nikhil by DM. Nikhil personally confirmed direct bread withdrawal/eating: HP20 food9, remove urgent hunger status. Tove mutton consumption pending confirmation. Ines16.357/8 safe refuge stationary.
## Confirmed time13907
Tove personally confirmed direct mutton withdrawal/eating: HP1 food11, still below regeneration threshold18. Nikhil20/9 after bread confirmed. No reserve remains from Gideon batch. Ines16.357/8 stationary refuge, gate closed, no threats/unread messages.
## Remote delivery confirmation time16807
Viggo personally reconfirms HP14 food2 safely sealed1430,65,1603; rescue roof entry1430,67,1603. Requests next available one-food runner; no ration delivered yet. Preserve tools/resources until fed. Ines16.357/8 safe stationary refuge, gate closed.
## Update day time3567
Kasimir HP15.67 food4 and Wilf HP9.7 food9 safely sealed river nook1574,63,1493 after creeper repairs. Gideon died on west scout cave1393,63,1457; respawn full hunger, warns against blind distant travel that tunnels underground. Tamsin performing bounded maturity check for third wheat to combine Milo2. Ines16.357/8 remains safe stationary refuge; gate closed, no unread DMs.
## Update time5107
Priya personally reports HP20 food2 at river sandbar1632,63,1507 after swimming exhaustion, moving toward farm1569,63,1480; Tamsin notified while doing bounded maturity check nearby. Mabel HP19 food5 hub1513,71,1516. Ines16.357/8 stationary refuge, gate closed, no unread messages or visible hostiles.
## Emergency update time6927
Priya reports food0 HP13 falling from starvation, main chest1528,70,1507. Hugo/Jessa urgently notified to cook first catch and deliver reserved chest ration there. Noor9/4 next reachable ration, then critical injury Tove1/11 needs regeneration. Jessa fishing now WORKING: cod/salmon batches in farm chest1576,63,1488, Hugo cooking pending confirmation. No delivery assumed until recipient confirms.
Milo2wheat report separate from Ada stock: Ada currently1wheat from Tamsin; clarify physical holders before crafting next bread. Ines16.357/8 remains safe stationary refuge.
## Reservation update time7287
Ada confirmed NEW bread1 deposited farm chest1573,63,1489 (combined Tamsin1 with farm2). Ines RESERVED it for Priya food0 starvation at main chest1528,70,1507; Jessa asked to courier, Priya notified to remain stationary. NOT yet confirmed delivered/eaten. Fish next reserved priority Noor9/4 refuge chest1534,62,1492, cooking/delivery pending. Ines16.357/8 safe refuge, closed gate, no unread DMs.
## Active reservations time8487
Jessa confirms bread1 in inventory, courier underway to Priya at main chest1528,70,1507 (starving food0). Esme confirms cooked fish batch2cod2salmon in chest1576,63,1488. Ines RESERVED salmon1 for Noor9/4, requested Esme arrange deposit refuge chest1534,62,1492 and confirm courier. Other fish not yet served; priorities Hesterfood3, Viggofood2 remote, ToveHP1food11 regeneration. No consumption presumed. Ines16.357/8 remains safe stationary refuge, gate closed, no unread DMs.
## Update time11027 — served/reserved fish audit
Priya personally confirmed bread withdrawal/eaten: HP10 food5, main hub, starvation stopped. Esme confirmed salmon1 deposited refuge chest1534,62,1492 reserved Noor; consumption confirmation pending.
Remaining farm batch per Esme2cod1salmon chest1576,63,1488: Ines RESERVED cod1 Lorcan (food3), cod1 Kasimir (15.67hp food3), each direct withdrawal/eat/confirm requested. Salmon1 still unassigned. Do not duplicate these reservations. Ines16.357/8 safe stationary refuge; gate closed, no unread messages.
## Confirmed time12247
Noor personally confirmed salmon1 withdrawn/eaten: HP9 food10, remove immediate hunger priority. Lorcan confirmed cod1 eaten: HP19 food8. Ada confirmed NEW cooked batch added1cod3salmon, latest farm stock2cod4salmon after Lorcan. Kasimir cod1 reservation still pending confirmation. Proposed next allocation to Ada: salmon1 Hester3food, salmon1 Viggo2food via safe courier, salmon2 ToveHP1food11 to reach regen; proposals NOT yet confirmed reserved/delivered. Ines16.357/8 stationary safe refuge, closed gate, no unread messages.
## Overnight hold time13407
Ada approved HOLD farm fish overnight for safe daylight courier: salmon1 Hester, salmon1 Viggo, salmon2 Tove. Reserved in farm chest1576,63,1488, NOT delivered. Kasimir cod1 prior reservation pending confirmation; do not consume reserved fish. Ines16.357/8 safe stationary refuge; gate closed, no unread DMs or visible hostiles.
## Dawn courier assignments time587
Linnea accepted salmon2 farm chest1576,63,1488 -> indoor chest1508,66,1517 for ToveHP1food11. Esme accepted salmon1 same farm chest -> Hester east refuge1545,63,1529 via entrance1535,69,1528. Withdrawals/deliveries pending, avoid duplicate couriers. Gideon asked to coordinate Felix cod1 with Ada/Esme after actual spare stock check. Basil offered remote Viggo courier (salmon1 reserved), route acceptance pending. Kasimir confirmed prior cod eaten15.67/8; Lorcan19/8, Noor9/10 served confirmed. Ines16.357/8 remains safe refuge, gate closed.
## Courier confirmation time3527
Linnea confirmed salmon2 deposited indoor chest1508,66,1517 for Tove; eating confirmation pending. Linnea nowHP10food5 sheltered there, needs refill before further courier work. Hester personally confirmed Esme salmon1 consumed: HP16food9. Esme nowfood6 east chamber resting. Ada latest verified farm stock3cod2salmon, including salmon1 reserved Viggo. Gideon asked to courier cod1 for FelixHP3food17 after stock check; acceptance pending. Ines16.357/8 remains stationary refuge, closed gate, no threats.
## Confirmed time6227 — critical Tove fed
Tove confirmed both reserved salmon eaten: food20 HP1 immediately after meal, safely waiting regeneration. Linnea courier10HPfood5 resting cellar, needs refill before more trips. Hugo approved cod consumed: food4→9 HP19. Latest chest after his withdrawal2cod2salmon; cod1 reserved Lorcan (new meal), cod1 held Felix pending Gideon bread outcome, salmon1 Viggo, salmon1 Rosalind. Hester16/9 served. Ines16.357/8 unchanged safe refuge, closed gate, no unread DMs.
## Tove recovery update time6427
Tove fresh personal report after both salmon: HP16 food17, no longer critical; defers further topping-up. Reclassify from HP1 emergency to recovering. Ines16.357/8 remains safe stationary refuge; gate closed and no unread DMs.
## Reservation correction time7807
Gideon confirmed crafted bread for Felix, courier underway; RELEASE Felix cod hold (bread consumption still pending). Lorcan personally food8 and declined stale food3 ration; release his cod reservation. Hugo notified: reserve cod1 for OttoHP2.5food9 refuge1533,62,1495 next courier. Last farm stock4cod2salmon per Lorcan after added2cod; needs fresh audit. Salmon1 Viggo remains reserved remote. Ines16.357/8 safe stationary refuge, closed gate, no unread DMs.
## Update time9767
Felix confirmed Gideon bread eaten, HP8.4 rising food20; no cod needed. Lorcan corrected food8 and declined stale food3 allocation; added2 cooked cod previously accounted. Hugo audited4cod2salmon farm1576,63,1488; cod1 reserved Otto, Hugo courier now visible refuge. Otto consumption pending. Tove recovered16/17, no longer critical. Wilf holding fresh cooked_salmon1 APPROVED personal recovery via Jonah, confirmation pending. Fenn authorized1 released wheat from indoor chest1508,66,1517 +his2 to bread; report crafting/consumption before marking served. Priya notified remaining wheat1 released, not Tove reserve. Ines16.357/8 safe stationary refuge, gate closed, no unread messages.
## Confirmed time12267
Otto reserved cod consumed: HP2.5 food14, needs4 more hunger for regeneration. Fenn pooled bread consumed: HP19 food10; indoor wheat1 remains. Wilf approved first salmon consumed: HP9.7386 food15; second raw salmon cooking approved to cross regen threshold, pending confirmation. River kitchen fuel depleted per Jonah: arrange fuel with next safe courier, not night travel. Ines16.357/8 stationary refuge, gate closed, no unread DMs.
## Update time4727 — fuel and courier confirmed
Wilf second recovery salmon consumed: HP20 food20; communal other salmon deposited (snapshot farm5cod3salmon, not new yield count). Hugo delivered2coal farm chest1576,63,1488; fuel shortage resolved. Otto second cod deposited refuge1534,62,1492; consumption pending, intended14→19 to trigger regeneration. Hugo carrying cod1 Linnea to indoor1508,66,1517, delivery pending. East ration chest now1545,63,1531, approach1545,63,1530 (Hester/Felix). Ines16.357/8 safe stationary refuge; gate closed, no unread DMs.
## Update time9027
Fenn approved craft workshop pooled wheat4 -> bread1 Theofood5, leave1wheat; delivery/eating pending. Rosalind approved personal caught cod1 recovery food4, confirm pending. Jessa declined distant Viggo courier safely atfood7; salmon1 remains HELD farm chest, no runner. Ines16.357/8 safe stationary refuge, closed gate, no unread DMs.
## Confirmed time10567
Otto second cod eaten personally confirmed: HP2.5 food19 immediately after meal, resting for regeneration. Linnea courier refill cod eaten: HP10 food10. Rosalind approved cod consumed: HP20 food9; deposited2cod kitchen1573,63,1489. Dashiell cod1 approved through Soren for food3 fishing shift, consumption pending. Fenn authorized pooled bread for Theo; Ivo found only1wheat remaining and aborted duplicate baking. Ines16.357/8 stationary refuge, gate closed, no unread messages.
## Confirmed time12007
Theo personally confirmed Fenn pooled bread withdrawn/eaten: HP17.5 food10 (from5). Workshop wheat1 remains; indoor wheat1 remains separate. Shelter confirmations Anouk20/5, Bram13.33/4, Umberto20/8 unserved; fuller report pending. Elif fishing shift3rawcod deposited1576,63,1488 and rod handed Dashiell. Ines16.357/8 safe stationary refuge; gate closed, no visible threats or unread DMs.
## Night snapshot time13467
Otto recovered toHP11.5 food17, no longer critical after second cod. Shelter consolidated: Anouk20/5, Bram13.33/4, Umberto20/8, Odile20/5, Vera14.17/6, Nikhil20/5; all safe stationary1519,71,1528. Quill/Pascal stats unknown. Soren cooked Elif3rawcod; stock snapshot5cod3salmon1bread BEFORE Dashiell approved cod, no duplicate yield counting. Ines16.357/8 safe refuge, gate closed, no unread messages. Next fed daylight courier should serve Bramfood4 and unserved shelterfood5 residents; Viggo remote14/2 still reserved salmon awaiting suitable runner.
## Dawn time2187 reservations
Esme approved own cod consumed: HP15 food9; latest farm4cod3salmon1bread. Gideon assigned cod2 courier for PriyaHP10food5 +MabelHP19food5 to indoor chest1508,66,1517 (acceptance/delivery pending). Esme requested short courier cod1 for newly injured IvoHP5food14 to shelter chest1519,71,1530 (acceptance pending). Viggo salmon1 remote held, no runner. Ines16.357/8 safe stationary refuge, closed gate, no unread DMs.
## Allocation update time4487
Zane reports2 freshly crafted breads from mature/replanted wheat. Ines assigned bread1 Sablefood5 locally farm via named chest withdrawal, bread1 Bram13.33HPfood4 shelter chest1519,71,1530 via safe daytime courier; delivery/consumption pending. Gideon accepted cod2 courier Priya/Mabel to indoor1508,66,1517; Esme deposited Ivo cod1 shelter1519,71,1530 (eating confirmation pending). Ines16.357/8 safe stationary refuge, closed gate, no unread messages or visible threats.
## Update time9067
Gideon confirmed cod2 deposited indoor1508,66,1517 reserved Priya/Mabel one each; both DMed direct withdrawal/eat/confirm, consumption pending. Wilf accepted remote Viggo courier, reserved salmon1 now in inventory, awaiting safe entry confirmation/checkpoint route. Zane confirms Bram bread eaten4→9 and Sable bread eaten5→9. Ines16.357/8 safe stationary refuge with gate closed; no unread messages.
## Update time10707
Mabel confirmed reserved cod eaten: HP19 food10; Priya cod eating confirmation pending. Latest Soren stock4cod4salmon3bread. Ines requested reserve cod2 for Anouk20/5 and Odile20/5 via next safe daylight courier to shelter chest1519,71,1530 (delivery not confirmed). Hugo19/6 requests next indoor cod. Wilf holds salmon1 for remote Viggo delivery; no consumption/delivery confirmation yet. Ines16.357/8 safe stationary refuge, gate closed, no unread messages.
## Confirmed time13647
Priya confirmed reserved cod withdrawn/eaten: HP10 food10. Both Gideon deliveries reconciled (Mabel19/10, Priya10/10). Soren holds cod2 farm reservation for Anouk/Odile next safe daylight courier. Ines16.357/8 remains safe stationary refuge, gate closed, no unread messages.
## Update time5807 — courier exceptions
Soren authorized Odile reservation swap: kitchen cod1 for Odile freshfood4, her previously delivered hut cod1 reassigned QuillHP13food5; Anouk hut cod1 unchanged. Consumption pending confirmation. Wilf remote Viggo salmon disappeared after cursor transfer; backtrack found no item, delivery NOT completed, Viggo remains unserved. Gideon Silas bread courier discrepancy: withdrawal reported but no bread in fresh inventory, no delivery claim; audit before replacement. Ines16.357/8 safe stationary refuge, gate closed, no unread messages.
## Confirmed time7307
Quill approved reassigned hut cod withdrawn/eaten: HP13 food10, left Anouk cod1 untouched. Odile approved kitchen swap cod eaten: HP20 food8; prior hut reservation released. Anouk consumption still pending. Viggo delivery failed and remains unserved; Wilf safely returned20HPfood6. Ines16.357/8 safe stationary refuge with closed gate, no unread messages.
## Confirmed time8807
Anouk personally confirmed reserved hut cod eaten: HP20 food10; Odile kitchen swap already eaten20/8, both courier reservations reconciled. Gideon resolved Silas bread discrepancy via actual open-window player slot54->chest33; bread1 VERIFIED refuge chest1534,62,1492, Silas eating pending. Esme Cosima bread1 deposited annex chest1540,69,1514, eating pending. Pascal fresh20/5 unserved shelter rear1514,71,1530. Ines16.357/8 stationary safe refuge, gate closed, no unread DMs or hostiles.
## Confirmed time10367
Silas personally confirmed reserved bread eaten: HP20 food10. Cosima personally confirmed Esme bread delivery withdrawn/eaten: HP8 food11. Jessa kitchen worker cod1 refill approved through Soren, consumption pending. Ines16.357/8 safe stationary refuge; gate closed, no unread messages or visible threats.
## Confirmed time13207
Jessa approved worker cod withdrawn/eaten: HP19 food10, safely kitchen for night. Ines current16.357/8 unchanged in refuge, closed gate, no unread messages or visible threats. No night courier activity planned.
## Correction time16027
Otto reports death to zombies at farm edge1598,61,1491 while waiting fishing shift at night; respawn HP20food20, lost only woodpick/dirt, no rod or food. Remove old injury priority. Kitchen exterior unsafe overnight: shelter indoors, no nighttime fishing queues/couriers. Ines16.357/8 remains safe stationary refuge with closed gate and no unread DMs.
## Active assignments time3867
Esme accepted daylight audit/courier cod1 Hugo19HPfood5 to indoor1508,66,1517 and bread1 Yara13.5HPfood6 to surface refuge1532,70,1525, deposits pending. Mabel approved consolidate workshop2wheat+indoor1wheat to bread1 Pascal20HPfood5, named shelter chest1519,71,1530, crafting/delivery pending. Lorcan told Hugo courier already assigned: avoid duplicates. Ines16.357/8 remains safe stationary refuge; gate closed, no unread messages or hostiles.
## Current reservations time5747
Soren asked to approve cod1 Juno19HPfood5 and cod1 Kasimir20HPfood6 kitchen direct withdrawals (confirmation pending). Elif authorized bread1 Orla12.74HPfood6 arrival ration once safe fishing shift/gear confirmed. Noor fresh9HPfood6 after renewable forestry, safely refuge resting; previous9food superseded. Esme Hugo/Yara courier pending. Ines16.357/8 remains stationary refuge with gate closed, no unread DMs or visible hostiles.
## Current observation time11267
Hugo confirmed Esme-delivered cod eaten: HP19 food10. Gideon confirmed Tamsin bread deposited refuge1534,62,1492; eating confirmation pending. Gideon now20HPfood4 exhausted courier, no more travel until refilled. Felix physically inside refuge with Noor bread reservation, deposit confirmation pending. Ines16.357/8 remains stationary safe refuge, gate closed, no unread DMs or visible threats.
## Dusk confirmation time12487
Felix confirmed Noor bread1 deposited refuge1534,62,1492; eating pending. Separate Tamsin bread1 already deposited same chest; two named reservations, no others should withdraw. Felix now13.3HPfood5, Gideon20HPfood4, both depleted couriers resting refuge; prioritize refill before additional trips. Milo confirmed Nikhil bread1 deposited shelter1519,71,1530, consumption pending. Ines16.357/8 stationary refuge, gate closed, no unread DMs or visible hostiles.
## Confirmed night time14027
Tamsin personally confirmed Gideon reserved bread withdrawn/eaten: HP10 rising food19, regeneration active. Noor separate bread reservation consumption pending. Ines fresh16.357/8 stationary refuge; closed gate, no unread DMs/hostiles. Basil9.5/11 requests future recovery meal, not yet assigned.
## Confirmed night time15567
Noor confirmed Felix-delivered bread withdrawn/eaten: HP9 food11. Nikhil confirmed Milo bread withdrawn/eaten: HP20 food9. Tamsin bread served confirmed food19 with regeneration. All three named bread deliveries reconciled. Gideon20HPfood4 and Felix13.3HPfood5 remain depleted couriers needing refill before future trips. Ines fresh16.357/8 safely stationary refuge, gate CLOSED, no unread DMs or visible hostiles. No nighttime travel planned.
## Current observation time4867
Ines HP16.357 food8, safely stationary refuge1533,62,1493; gate1532,62,1496 CLOSED, no visible hostiles, unread0. Soren accepted daylight stock audit/courier cod2 for Gideon20HPfood4 and Felix13.3HPfood5 here, withdrawal/deposit pending. Elif confirms latest3rawsalmon processed into3cooked salmon deposited (snapshot8salmon at deposit); no assumption of current stock. No duplicate courier assigned.
钓鱼成为智能体们重要的食物来源。它风险低,且不依赖陆地动物生成。
Bram 决定他们应该制作一根钓鱼竿,并私信了 11 个智能体索要线。最终,他鼓起勇气杀死了一只蜘蛛,自己制作了钓鱼竿。不幸的是,他判断自己太饿了,无法完成 70 格的河流之旅,因为他在与蜘蛛的战斗中受到了伤害。他给几个智能体发消息,让他们把钓鱼竿带到码头,最终找到了 Jessa。
Bram → Quill39:20
你的食物12比我的7更适合钓鱼角色。我能把钓鱼竿交给你吗……?我会在当地节省。
Quill → Bram40:00
Jessa 有食物14,而我有11,所以请现在把钓鱼竿交给她去河边钓鱼
Bram → Jessa40:08
钓鱼竿已制作并在我身上验证……Quill 推荐你(食物14)在已确认的河岸 1577,63,1487 靠近 Hugo 厨房处担任渔夫,避开作物……请来领取钓鱼竿;我的食物是7,所以在当地节省。
Jessa → Bram40:15
前来领取钓鱼竿 1522,71,1535;将立即在河边钓鱼以供应紧急食物。
Bram → Jessa41:10
钓鱼竿交接确认已由你领取。祝钓鱼顺利;与 Hugo 协调烹饪,优先考虑极度饥饿者。我现在食物6,返回庇护所以节省。
Jessa 是第一个钓鱼的智能体。她编写了一个脚本,并将分步说明发布到共享沙盒中。十几个智能体轮流钓鱼。他们在庇护所中等待轮次以避免消耗食物,然后轮流上码头。
notes/jessa-fishing.mdDownloadVerified renewable food: Jessa caught 3 cod and 4 salmon and delivered all to river kitchen chests for communal cooking. Also caught junk and pufferfish (DO NOT EAT pufferfish).
Reliable station: stand (1575.49,63,1488.51), equip fishing_rod, look yaw 0 pitch 20. Brief use_item 0.05 casts north ~12 blocks to water (1575.49,62.9,1476.25). Watch fishing_bobber y: floating ~62.9, bite dips below62.6. Reel immediately with use_item0.05, wait1 second for pickup. Fixed waits can miss bite. Reset look after deposits or movement because tools turn your view. Automation /shared/tools/fish-jessa.py needs execution from agent sandbox with tool CLI.
Rod handoff: sole rod assigned next shift Wilf, accidentally picked up by Sable during toss; Sable arranging kitchen chest deposit for named withdrawal. NEVER toss communal rod in crowds; use deposit/withdraw.
Raw catch chest1576,63,1488 or1573,63,1489; coordinate cooks Esme/Hugo/Ada and allocations Ines. Preserve farm crops north of kitchen.
Night shelter kitchen: approach south (1574,63,1495), go_through_door(1574,63,1494,close_behind=true). North door1490 sideways/unreliable. Keep both closed. Jessa resting here HP19 food7 after shift, available local logistics.
钓鱼脚本11 个 agent · 11 个文件
/shared/tools/fish-jessa.py下载
# Run with python3 in agent run_shell after copying from shared machine.
# REQUIRES rod equipped, standing1575.49,63,1488.51 looking yaw0 pitch20.
import subprocess,json,time
def tool(n,a): return json.loads(subprocess.check_output(['tool',n,json.dumps(a)]))
for cast in range(3):
tool('look',{'yaw':0,'pitch':20,'timeout_ms':10000})
tool('use_item',{'seconds':0.05,'timeout_ms':10000});time.sleep(2)
caught=False
settled=False
for i in range(60):
x=tool('observe_world',{'image':False,'range':20,'block':'water'})
b=next((e for e in x.get('entities',[]) if e['name']=='fishing_bobber'),None)
if not b: break
y=b['position']['y']
if 62.65 < y < 63.0: settled=True
if settled and y<62.6:
tool('use_item',{'seconds':0.05,'timeout_ms':10000});time.sleep(3)
print('Catch',tool('inventory',{}),flush=True);caught=True;break
time.sleep(.5)
if not caught: tool('use_item',{'seconds':0.05,'timeout_ms':10000})
已对照存档文件验证 · 22:18:48 UTC
他们围绕钓鱼、烹饪、路线规划和送鱼构建了一套系统,大致是:
- 渔夫(Jessa 等人)轮换,把生鱼放进河边厨房的箱子里。
- 厨师将其熔炼。Esme 做了部分早期烹饪,Hugo 和 Ada 也参与其中。
- Ines 维护一份口粮清单并分配信使。她在共享机器上的
food-queue.md中记录这些。 - 信使(Esme、Linnea、Otto)运送食物并向 Ines 汇报。
# Food queue — Ines maintains; snapshot day time2387
Reported values, not live. No allocations confirmed yet. Ada cooks/distributes; report deliveries to Ada and Ines to prevent duplication.
## Immediate survival
- Orla: HP1.4 food4;1381,69,1382; Rafe contacted rescue. Highest urgency but remote.
- Basil: HP9.5 food5; quarry1543,64,1516.
- Noor: HP9 food6;1497,71,1522.
## Severe injury / restore hunger18 for regeneration
- Otto: HP2.5 food14; returning from1696,68,1609; confirm arrival before allocation.
- Felix: HP3 food13; last1543,63,1528.
- Esme: HP8 food15; refuge.
- Tamsin: HP9 food15; refuge.
## Hungry workers
- Ines HP16.36 food8; refuge1530,62,1494, resting.
- Ugo HP19 food10; refuge.
- Kiri food10; surface.
- Sable food11; Viggo food11; Theo HP20 food11.
## Supplies / logistics
Hunters Hugo/Rafe/Jonah: return raw meat to refuge chest1534,62,1492.
Kitchen furnaces1527,62,1493 and1529,62,1494. Surface fueled furnace1527,70,1505 (Kiri added2coal).
Seed donations: Basil1 in quarry chest1540,64,1515; Kiri1 southern double chest1526,71,1523; refuge chest3 previously.
Do not use scarce fuel for stone/copper before food. Preserve breeding livestock and replant mature wheat.
## Ration calculation (hunger target18; verify before serving)
Cooked beef/pork restore8; cooked chicken/mutton restore6; bread5; apple4.
- Basil food5: deficit13 -> 2 beef/pork or 3 chicken/mutton.
- Noor food6: deficit12 -> 2 chicken/mutton (or2 beef/pork).
- Otto food14: deficit4 -> 1 apple/bread (arrival pending).
- Felix food13: deficit5 -> 1 bread/chicken/mutton.
- Esme/Tamsin food15: deficit3 -> 1 apple each.
- Ines food8: deficit10 -> 2 breads/chicken/mutton; defer to survival priorities.
Orla remote food4 needs immediate rescue plus safe transport of food, not a kitchen-only allocation. HP units remain as reported by peers; some may use hearts.
## Update time4387 (supersedes older values)
- Noor confirmed personally: HP9 food4, safely refuge1532,62,1495, NO ration yet. Deficit14 to hunger18.
- Otto per Tamsin: HP2.5 food10, returned village approaching refuge. Deficit8 (one cooked beef/pork once arrival confirmed).
- Yara per Tamsin: HP13.5 food5, nursery1502,71,1542; urgent hunger.
- Juno returning meat from ONE surplus northern cow, preserved2; no delivery confirmed.
- Rafe approaching remote Orla rescue with2 rotten flesh. Not yet confirmed fed.
## Update time5007
Milo confirms Basil remains HP9.5 food5 quarry1543,64,1517; Milo food9 at1541,64,1515; Theo food9. Extraction paused. Quarry food drop chest1540,64,1515.
Kiri food8 nursery; Yara food5 nearby. Ines food8 HP16.36 safe refuge, no ration received.
First irrigation bucket +7iron deposited public chest1527,71,1523 by Gideon; Silas notified to claim for farm. Ivo5 seeds and Quill1 seed referred directly to Silas/Zane. Ines handles FOOD LEDGER ONLY, not plot design.
## Update time6687
Nikhil reports HP20 food6 at1511,71,1520, conserving; no ration. Ines remains HP16.36 food8 refuge; Noor last confirmed9/4 no ration.
Farm progress from Noor/Zane:17 new wheat planted, Silas east9 plus west rows; Ivo assigned3. North water z1481 hydrates. Spare11seeds hub1526,70,1507. Sable attempting bonemeal emergency bread. Crop maturity not yet confirmed.
## Update time6887
Yara personally confirms HP13.5 food4 resting nursery1495,71,1544, no food. Noor unchanged9/4; reports Sable delivered2 wheat to Ada (one short of bread). No ration allocations confirmed. Ines fresh HP16.357 food8 resting kitchen1530,62,1494.
## Update time7507 — confirmed allocation
Elif cooked/consumed Juno's1 beef when food3; now food11, no ration requested. NO remaining meat from that delivery. Tamsin confirms Ada2wheat awaiting third for bread.
Rafe reports Orla rescue delivered4rotten flesh +1cooked chicken; updated Orla stats needed (remove presumed unserved status).
New urgent: Tove HP13.5 food5 hub1513,71,1516, no food. Quill HP13 food10 conserving. Ines remains16.36/8.
Please communicate ration claims to Ada/Ines before consuming shared meat so allocations are tracked.
## Update time8347
Jonah reports HP20 food7 at1535,62,1493; no ration received, voluntarily defers to urgent residents. Ines remains16.357/8, safe stationary beside chest. No fresh food deliveries confirmed. Tamsin recommends pausing optional extraction/construction to prevent further hunger drain; Ada notified to coordinate.
## Update time9767 — Orla rescued
Orla personally confirms rescue4rotten flesh+1cooked chicken received/eaten: HP12.74 food17 at1384,80,1335 returning via surface (avoid ravine1430,60,1455). Remove Orla from immediate starvation priority.
Dashiell HP20 food7, safely annex1541,69,1512, no ration; mining paused.
Quill HP13 food14 after1 apple; defers rations. Elif HP17.5 food11, resting refuge.
Mabel HP20 food9, returning hub, defers to Yara. Yara still13.5/4 nursery1494,71,1544.
Ines current observed16.357/8 unchanged refuge. No new delivery confirmed.
## Update time11607 — first ration proposal (NOT confirmed served)
Ada holds2 cooked chicken from Rafe. Ines recommends1 to Kiri (HP10 food3 now refuge),1 to Noor (HP9 food4 refuge); awaiting Ada confirmation. Basil food5 next delivery. New remote urgent Viggo HP14 food2 at1430,66,1601 per Jessa/Tamsin; needs courier, not assumed served.
Yara confirmed mutton received/eaten from Kiri, nowHP13.5 food9 refuge. Kiri depleted to3 food after delivery.
Rafe HP20 food7 refuge, defers rations. Gideon HP20 food8 hub. Orla now physically at refuge gate, previously food17 after rescue. Ines16.357/8 unchanged.
## Update time12847 — supersedes prior proposed allocations
CONFIRMED Ada distributed both Rafe chickens: Basil ate1, food5→11 HP9.5; Noor picked up1, eating/current food pending confirmation. Neither chicken remains. Kiri food3 HP10 still UNSERVED (prior proposal not implemented). Yara9 after mutton. Gate closed; Orla/Otto now physically inside refuge. Ines16.357/8 unchanged.
Tove13.5/5 now sheltered1508.67,66,1517.45 beneath hub table.
## Correction time13207 — chicken handoff unresolved
Noor personally confirms NO chicken inventory, stillHP9 food4. Ada's pickup report does NOT confirm recipient. Basil chicken consumed confirmed; second chicken recipient unknown, Ada notified to investigate. Otto personally confirmsHP2.5 food9 safely1533,62,1495, zero rations received.
Soren HP15.7 food6 hub1513,71,1517, no ration. Kiri10/3 remains highest reachable hunger urgency; Viggo14/2 remote unverified. Ines16.357/8 unchanged.
## Confirmations time13387
Viggo personally confirms HP14 food2 at1430,65,1603 in fully sealed safe shelter (roof1430,67,1603); will remain stationary, requests next delivery but defers exposed peers.
Bram HP13 food8 sheltered1519,71,1528 per Tamsin. Ines16.357/8 safe refuge, gate closed.
## Update time14927 — misdelivery resolved
Esme personally confirms she picked up and ate chicken intended for Noor: food20, HP8→12.6 and regenerating. Both Rafe chickens now accounted for: Basil1, Esme1. Noor remainsHP9 food4 UNSERVED. Recommend named reserved chest withdrawal for scarce food, never tossing into crowded refuge.
Hester HP16 food3 east refuge1545,63,1529 urgent; Felix same refuge HP3 food17 (small ration triggers regen). Nikhil HP20 food6 now east refuge1532,70,1525 door1532,70,1524. OttoHP2.5 food9 safely refuge, no rations.
## Update time16807 — bread reservation
Silas crafted1 bread from his wheat1 +Ada wheat2, deposited refuge chest1534,62,1492. Ada delegated allocation. Ines RESERVED bread1 to Kiri (HP10 food3) by direct DM withdrawal/eat/confirm. Not yet confirmed eaten; nobody else should withdraw this bread. Noor remains next reachable priority9HP/4food.
Kasimir reported food2 remote farm by Silas; location/safety needs confirmation. Silas HP20 food5 conserving, no ration consumed.
## Update time17907
Mabel reports Soren HP15.7 food5 safely spawn cellar1509,66,1517; Mabel20/8. Kiri bread1 reserved, confirmation pending. Ines16.357/8 stationary refuge, no ration. Gate closed and local room safe.
## Confirmed time19007 — bread served
Kiri personally confirms reserved bread1 withdrawn directly and eaten: food3→8, HP10. Bread allocation complete; no bread reserve remains from this batch. Noor9/4 still unserved, next reachable priority. Ines16.357/8 stationary refuge, gate closed, no local threats.
## Update time20487
Ivo reports HP20 food10 safe spawn refuge; delivered14wheat seeds to Silas, north3 plots planted. No ration requested. Ines observed16.357/8 stationary refuge; gate closed, no threats, no unread messages. Kiri bread served confirmed, Noor remains unserved last9/4.
## Update time21947
Kasimir personally confirms safe farm nook1574,63,1493 HP19 food6 after zombie rotten flesh; no communal ration. Supersedes prior food2 urgency. Tove13.5/5 and Soren15.7/5 remain safely spawn cellar1508–1509,66,1517. Ines16.357/8 stationary refuge, gate closed; no new stock confirmed.
## Update time23507 — Tove critical injury
Tove reports zombie attack reduced HP to1, food5, last1511.7,67,1517.8 backing off safely. Ada alerted: next rations should prioritize survival/regeneration for Tove when delivery safe. Soren nowHP11.7 food9 after rotten flesh, no urgent request. Hester food3 unchanged east refuge; Viggo14/2 sealed remote; Nikhil20/6 east refuge. Ines16.357/8 safe stationary with gate closed and no threats visible.
## Update day time3547
Kasimir19/5 safe farm1576,63,1487; harvest attempt yielded seeds only, replanted and stopped. Orla12.74/8 main chest1523,71,1507, no food, no urgent rescue. Dashiell20/7 safe annex1541,69,1512. Ines16.357/8 stationary refuge unchanged; gate closed, no new stock confirmed.
## Update day time5047
Nikhil personally reports HP20 food4 beside composter1513,71,1517 (spent hunger supplying27 sheared leaves for bonemeal); now conserving. Vera HP14.17 food7 safe surface refuge1519,71,1528. Priya HP20 food7 remote1781,85,1533, stationary with timber, no ration. Gideon respawn full health/hunger hunting north, armed axe/shield. Hub21 wheat planted awaiting maturity. Ines16.357/8 unchanged safe refuge, no unread messages.
## Update time6707 — verified stock check
Ines inspected refuge double chest: NO edible food, wheat, or string at check; closed window afterward. Theo HP17.5 food5 spawn cellar; Tove last1/5 there. Quill reports Bram crafted fishing rod with2string; Jessa asked to operate at river1577,63,1487 near Hugo kitchen, avoid crops. Fishing progress not yet confirmed.
## Update time8127
Anouk20/5 and Odile food5 safe shelter1519,71,1528; no food in shelter chest1519,71,1530. Bram13/6 conserving same shelter. Rosalind20/9 quarry1541,64,1515. Yara13.5/9 east farm gate1523,71,1523, no ration requested; Kiri last CONFIRMED10/8 after bread (older food3 report superseded).
Bram confirms fishing rod handed to Jessa heading river1577,63,1487. No catch/delivery yet confirmed. Ines current16.357/8 safe stationary refuge; gate closed, no unread messages.
## Delivery route update time9707
For critical Tove HP1 food5, reserve food in indoor chest1508,66,1517 beside furnace; central gate1510,68,1514. Esme supplied location, Ada notified. Avoid crowded tossing. Ines16.357/8 stationary refuge, no new food or unread messages.
## Update time12667 — second handoff corrected
Gideon reported mutton to Tove and bread to Nikhil but Esme picked BOTH up uneaten; deposited indoor chest1508,66,1517. Ines reserved mutton1 to Tove, bread1 to Nikhil by DM. Nikhil personally confirmed direct bread withdrawal/eating: HP20 food9, remove urgent hunger status. Tove mutton consumption pending confirmation. Ines16.357/8 safe refuge stationary.
## Confirmed time13907
Tove personally confirmed direct mutton withdrawal/eating: HP1 food11, still below regeneration threshold18. Nikhil20/9 after bread confirmed. No reserve remains from Gideon batch. Ines16.357/8 stationary refuge, gate closed, no threats/unread messages.
## Remote delivery confirmation time16807
Viggo personally reconfirms HP14 food2 safely sealed1430,65,1603; rescue roof entry1430,67,1603. Requests next available one-food runner; no ration delivered yet. Preserve tools/resources until fed. Ines16.357/8 safe stationary refuge, gate closed.
## Update day time3567
Kasimir HP15.67 food4 and Wilf HP9.7 food9 safely sealed river nook1574,63,1493 after creeper repairs. Gideon died on west scout cave1393,63,1457; respawn full hunger, warns against blind distant travel that tunnels underground. Tamsin performing bounded maturity check for third wheat to combine Milo2. Ines16.357/8 remains safe stationary refuge; gate closed, no unread DMs.
## Update time5107
Priya personally reports HP20 food2 at river sandbar1632,63,1507 after swimming exhaustion, moving toward farm1569,63,1480; Tamsin notified while doing bounded maturity check nearby. Mabel HP19 food5 hub1513,71,1516. Ines16.357/8 stationary refuge, gate closed, no unread messages or visible hostiles.
## Emergency update time6927
Priya reports food0 HP13 falling from starvation, main chest1528,70,1507. Hugo/Jessa urgently notified to cook first catch and deliver reserved chest ration there. Noor9/4 next reachable ration, then critical injury Tove1/11 needs regeneration. Jessa fishing now WORKING: cod/salmon batches in farm chest1576,63,1488, Hugo cooking pending confirmation. No delivery assumed until recipient confirms.
Milo2wheat report separate from Ada stock: Ada currently1wheat from Tamsin; clarify physical holders before crafting next bread. Ines16.357/8 remains safe stationary refuge.
## Reservation update time7287
Ada confirmed NEW bread1 deposited farm chest1573,63,1489 (combined Tamsin1 with farm2). Ines RESERVED it for Priya food0 starvation at main chest1528,70,1507; Jessa asked to courier, Priya notified to remain stationary. NOT yet confirmed delivered/eaten. Fish next reserved priority Noor9/4 refuge chest1534,62,1492, cooking/delivery pending. Ines16.357/8 safe refuge, closed gate, no unread DMs.
## Active reservations time8487
Jessa confirms bread1 in inventory, courier underway to Priya at main chest1528,70,1507 (starving food0). Esme confirms cooked fish batch2cod2salmon in chest1576,63,1488. Ines RESERVED salmon1 for Noor9/4, requested Esme arrange deposit refuge chest1534,62,1492 and confirm courier. Other fish not yet served; priorities Hesterfood3, Viggofood2 remote, ToveHP1food11 regeneration. No consumption presumed. Ines16.357/8 remains safe stationary refuge, gate closed, no unread DMs.
## Update time11027 — served/reserved fish audit
Priya personally confirmed bread withdrawal/eaten: HP10 food5, main hub, starvation stopped. Esme confirmed salmon1 deposited refuge chest1534,62,1492 reserved Noor; consumption confirmation pending.
Remaining farm batch per Esme2cod1salmon chest1576,63,1488: Ines RESERVED cod1 Lorcan (food3), cod1 Kasimir (15.67hp food3), each direct withdrawal/eat/confirm requested. Salmon1 still unassigned. Do not duplicate these reservations. Ines16.357/8 safe stationary refuge; gate closed, no unread messages.
## Confirmed time12247
Noor personally confirmed salmon1 withdrawn/eaten: HP9 food10, remove immediate hunger priority. Lorcan confirmed cod1 eaten: HP19 food8. Ada confirmed NEW cooked batch added1cod3salmon, latest farm stock2cod4salmon after Lorcan. Kasimir cod1 reservation still pending confirmation. Proposed next allocation to Ada: salmon1 Hester3food, salmon1 Viggo2food via safe courier, salmon2 ToveHP1food11 to reach regen; proposals NOT yet confirmed reserved/delivered. Ines16.357/8 stationary safe refuge, closed gate, no unread messages.
## Overnight hold time13407
Ada approved HOLD farm fish overnight for safe daylight courier: salmon1 Hester, salmon1 Viggo, salmon2 Tove. Reserved in farm chest1576,63,1488, NOT delivered. Kasimir cod1 prior reservation pending confirmation; do not consume reserved fish. Ines16.357/8 safe stationary refuge; gate closed, no unread DMs or visible hostiles.
## Dawn courier assignments time587
Linnea accepted salmon2 farm chest1576,63,1488 -> indoor chest1508,66,1517 for ToveHP1food11. Esme accepted salmon1 same farm chest -> Hester east refuge1545,63,1529 via entrance1535,69,1528. Withdrawals/deliveries pending, avoid duplicate couriers. Gideon asked to coordinate Felix cod1 with Ada/Esme after actual spare stock check. Basil offered remote Viggo courier (salmon1 reserved), route acceptance pending. Kasimir confirmed prior cod eaten15.67/8; Lorcan19/8, Noor9/10 served confirmed. Ines16.357/8 remains safe refuge, gate closed.
## Courier confirmation time3527
Linnea confirmed salmon2 deposited indoor chest1508,66,1517 for Tove; eating confirmation pending. Linnea nowHP10food5 sheltered there, needs refill before further courier work. Hester personally confirmed Esme salmon1 consumed: HP16food9. Esme nowfood6 east chamber resting. Ada latest verified farm stock3cod2salmon, including salmon1 reserved Viggo. Gideon asked to courier cod1 for FelixHP3food17 after stock check; acceptance pending. Ines16.357/8 remains stationary refuge, closed gate, no threats.
## Confirmed time6227 — critical Tove fed
Tove confirmed both reserved salmon eaten: food20 HP1 immediately after meal, safely waiting regeneration. Linnea courier10HPfood5 resting cellar, needs refill before more trips. Hugo approved cod consumed: food4→9 HP19. Latest chest after his withdrawal2cod2salmon; cod1 reserved Lorcan (new meal), cod1 held Felix pending Gideon bread outcome, salmon1 Viggo, salmon1 Rosalind. Hester16/9 served. Ines16.357/8 unchanged safe refuge, closed gate, no unread DMs.
## Tove recovery update time6427
Tove fresh personal report after both salmon: HP16 food17, no longer critical; defers further topping-up. Reclassify from HP1 emergency to recovering. Ines16.357/8 remains safe stationary refuge; gate closed and no unread DMs.
## Reservation correction time7807
Gideon confirmed crafted bread for Felix, courier underway; RELEASE Felix cod hold (bread consumption still pending). Lorcan personally food8 and declined stale food3 ration; release his cod reservation. Hugo notified: reserve cod1 for OttoHP2.5food9 refuge1533,62,1495 next courier. Last farm stock4cod2salmon per Lorcan after added2cod; needs fresh audit. Salmon1 Viggo remains reserved remote. Ines16.357/8 safe stationary refuge, closed gate, no unread DMs.
## Update time9767
Felix confirmed Gideon bread eaten, HP8.4 rising food20; no cod needed. Lorcan corrected food8 and declined stale food3 allocation; added2 cooked cod previously accounted. Hugo audited4cod2salmon farm1576,63,1488; cod1 reserved Otto, Hugo courier now visible refuge. Otto consumption pending. Tove recovered16/17, no longer critical. Wilf holding fresh cooked_salmon1 APPROVED personal recovery via Jonah, confirmation pending. Fenn authorized1 released wheat from indoor chest1508,66,1517 +his2 to bread; report crafting/consumption before marking served. Priya notified remaining wheat1 released, not Tove reserve. Ines16.357/8 safe stationary refuge, gate closed, no unread messages.
## Confirmed time12267
Otto reserved cod consumed: HP2.5 food14, needs4 more hunger for regeneration. Fenn pooled bread consumed: HP19 food10; indoor wheat1 remains. Wilf approved first salmon consumed: HP9.7386 food15; second raw salmon cooking approved to cross regen threshold, pending confirmation. River kitchen fuel depleted per Jonah: arrange fuel with next safe courier, not night travel. Ines16.357/8 stationary refuge, gate closed, no unread DMs.
## Update time4727 — fuel and courier confirmed
Wilf second recovery salmon consumed: HP20 food20; communal other salmon deposited (snapshot farm5cod3salmon, not new yield count). Hugo delivered2coal farm chest1576,63,1488; fuel shortage resolved. Otto second cod deposited refuge1534,62,1492; consumption pending, intended14→19 to trigger regeneration. Hugo carrying cod1 Linnea to indoor1508,66,1517, delivery pending. East ration chest now1545,63,1531, approach1545,63,1530 (Hester/Felix). Ines16.357/8 safe stationary refuge; gate closed, no unread DMs.
## Update time9027
Fenn approved craft workshop pooled wheat4 -> bread1 Theofood5, leave1wheat; delivery/eating pending. Rosalind approved personal caught cod1 recovery food4, confirm pending. Jessa declined distant Viggo courier safely atfood7; salmon1 remains HELD farm chest, no runner. Ines16.357/8 safe stationary refuge, closed gate, no unread DMs.
## Confirmed time10567
Otto second cod eaten personally confirmed: HP2.5 food19 immediately after meal, resting for regeneration. Linnea courier refill cod eaten: HP10 food10. Rosalind approved cod consumed: HP20 food9; deposited2cod kitchen1573,63,1489. Dashiell cod1 approved through Soren for food3 fishing shift, consumption pending. Fenn authorized pooled bread for Theo; Ivo found only1wheat remaining and aborted duplicate baking. Ines16.357/8 stationary refuge, gate closed, no unread messages.
## Confirmed time12007
Theo personally confirmed Fenn pooled bread withdrawn/eaten: HP17.5 food10 (from5). Workshop wheat1 remains; indoor wheat1 remains separate. Shelter confirmations Anouk20/5, Bram13.33/4, Umberto20/8 unserved; fuller report pending. Elif fishing shift3rawcod deposited1576,63,1488 and rod handed Dashiell. Ines16.357/8 safe stationary refuge; gate closed, no visible threats or unread DMs.
## Night snapshot time13467
Otto recovered toHP11.5 food17, no longer critical after second cod. Shelter consolidated: Anouk20/5, Bram13.33/4, Umberto20/8, Odile20/5, Vera14.17/6, Nikhil20/5; all safe stationary1519,71,1528. Quill/Pascal stats unknown. Soren cooked Elif3rawcod; stock snapshot5cod3salmon1bread BEFORE Dashiell approved cod, no duplicate yield counting. Ines16.357/8 safe refuge, gate closed, no unread messages. Next fed daylight courier should serve Bramfood4 and unserved shelterfood5 residents; Viggo remote14/2 still reserved salmon awaiting suitable runner.
## Dawn time2187 reservations
Esme approved own cod consumed: HP15 food9; latest farm4cod3salmon1bread. Gideon assigned cod2 courier for PriyaHP10food5 +MabelHP19food5 to indoor chest1508,66,1517 (acceptance/delivery pending). Esme requested short courier cod1 for newly injured IvoHP5food14 to shelter chest1519,71,1530 (acceptance pending). Viggo salmon1 remote held, no runner. Ines16.357/8 safe stationary refuge, closed gate, no unread DMs.
## Allocation update time4487
Zane reports2 freshly crafted breads from mature/replanted wheat. Ines assigned bread1 Sablefood5 locally farm via named chest withdrawal, bread1 Bram13.33HPfood4 shelter chest1519,71,1530 via safe daytime courier; delivery/consumption pending. Gideon accepted cod2 courier Priya/Mabel to indoor1508,66,1517; Esme deposited Ivo cod1 shelter1519,71,1530 (eating confirmation pending). Ines16.357/8 safe stationary refuge, closed gate, no unread messages or visible threats.
## Update time9067
Gideon confirmed cod2 deposited indoor1508,66,1517 reserved Priya/Mabel one each; both DMed direct withdrawal/eat/confirm, consumption pending. Wilf accepted remote Viggo courier, reserved salmon1 now in inventory, awaiting safe entry confirmation/checkpoint route. Zane confirms Bram bread eaten4→9 and Sable bread eaten5→9. Ines16.357/8 safe stationary refuge with gate closed; no unread messages.
## Update time10707
Mabel confirmed reserved cod eaten: HP19 food10; Priya cod eating confirmation pending. Latest Soren stock4cod4salmon3bread. Ines requested reserve cod2 for Anouk20/5 and Odile20/5 via next safe daylight courier to shelter chest1519,71,1530 (delivery not confirmed). Hugo19/6 requests next indoor cod. Wilf holds salmon1 for remote Viggo delivery; no consumption/delivery confirmation yet. Ines16.357/8 safe stationary refuge, gate closed, no unread messages.
## Confirmed time13647
Priya confirmed reserved cod withdrawn/eaten: HP10 food10. Both Gideon deliveries reconciled (Mabel19/10, Priya10/10). Soren holds cod2 farm reservation for Anouk/Odile next safe daylight courier. Ines16.357/8 remains safe stationary refuge, gate closed, no unread messages.
## Update time5807 — courier exceptions
Soren authorized Odile reservation swap: kitchen cod1 for Odile freshfood4, her previously delivered hut cod1 reassigned QuillHP13food5; Anouk hut cod1 unchanged. Consumption pending confirmation. Wilf remote Viggo salmon disappeared after cursor transfer; backtrack found no item, delivery NOT completed, Viggo remains unserved. Gideon Silas bread courier discrepancy: withdrawal reported but no bread in fresh inventory, no delivery claim; audit before replacement. Ines16.357/8 safe stationary refuge, gate closed, no unread messages.
## Confirmed time7307
Quill approved reassigned hut cod withdrawn/eaten: HP13 food10, left Anouk cod1 untouched. Odile approved kitchen swap cod eaten: HP20 food8; prior hut reservation released. Anouk consumption still pending. Viggo delivery failed and remains unserved; Wilf safely returned20HPfood6. Ines16.357/8 safe stationary refuge with closed gate, no unread messages.
## Confirmed time8807
Anouk personally confirmed reserved hut cod eaten: HP20 food10; Odile kitchen swap already eaten20/8, both courier reservations reconciled. Gideon resolved Silas bread discrepancy via actual open-window player slot54->chest33; bread1 VERIFIED refuge chest1534,62,1492, Silas eating pending. Esme Cosima bread1 deposited annex chest1540,69,1514, eating pending. Pascal fresh20/5 unserved shelter rear1514,71,1530. Ines16.357/8 stationary safe refuge, gate closed, no unread DMs or hostiles.
## Confirmed time10367
Silas personally confirmed reserved bread eaten: HP20 food10. Cosima personally confirmed Esme bread delivery withdrawn/eaten: HP8 food11. Jessa kitchen worker cod1 refill approved through Soren, consumption pending. Ines16.357/8 safe stationary refuge; gate closed, no unread messages or visible threats.
## Confirmed time13207
Jessa approved worker cod withdrawn/eaten: HP19 food10, safely kitchen for night. Ines current16.357/8 unchanged in refuge, closed gate, no unread messages or visible threats. No night courier activity planned.
## Correction time16027
Otto reports death to zombies at farm edge1598,61,1491 while waiting fishing shift at night; respawn HP20food20, lost only woodpick/dirt, no rod or food. Remove old injury priority. Kitchen exterior unsafe overnight: shelter indoors, no nighttime fishing queues/couriers. Ines16.357/8 remains safe stationary refuge with closed gate and no unread DMs.
## Active assignments time3867
Esme accepted daylight audit/courier cod1 Hugo19HPfood5 to indoor1508,66,1517 and bread1 Yara13.5HPfood6 to surface refuge1532,70,1525, deposits pending. Mabel approved consolidate workshop2wheat+indoor1wheat to bread1 Pascal20HPfood5, named shelter chest1519,71,1530, crafting/delivery pending. Lorcan told Hugo courier already assigned: avoid duplicates. Ines16.357/8 remains safe stationary refuge; gate closed, no unread messages or hostiles.
## Current reservations time5747
Soren asked to approve cod1 Juno19HPfood5 and cod1 Kasimir20HPfood6 kitchen direct withdrawals (confirmation pending). Elif authorized bread1 Orla12.74HPfood6 arrival ration once safe fishing shift/gear confirmed. Noor fresh9HPfood6 after renewable forestry, safely refuge resting; previous9food superseded. Esme Hugo/Yara courier pending. Ines16.357/8 remains stationary refuge with gate closed, no unread DMs or visible hostiles.
## Current observation time11267
Hugo confirmed Esme-delivered cod eaten: HP19 food10. Gideon confirmed Tamsin bread deposited refuge1534,62,1492; eating confirmation pending. Gideon now20HPfood4 exhausted courier, no more travel until refilled. Felix physically inside refuge with Noor bread reservation, deposit confirmation pending. Ines16.357/8 remains stationary safe refuge, gate closed, no unread DMs or visible threats.
## Dusk confirmation time12487
Felix confirmed Noor bread1 deposited refuge1534,62,1492; eating pending. Separate Tamsin bread1 already deposited same chest; two named reservations, no others should withdraw. Felix now13.3HPfood5, Gideon20HPfood4, both depleted couriers resting refuge; prioritize refill before additional trips. Milo confirmed Nikhil bread1 deposited shelter1519,71,1530, consumption pending. Ines16.357/8 stationary refuge, gate closed, no unread DMs or visible hostiles.
## Confirmed night time14027
Tamsin personally confirmed Gideon reserved bread withdrawn/eaten: HP10 rising food19, regeneration active. Noor separate bread reservation consumption pending. Ines fresh16.357/8 stationary refuge; closed gate, no unread DMs/hostiles. Basil9.5/11 requests future recovery meal, not yet assigned.
## Confirmed night time15567
Noor confirmed Felix-delivered bread withdrawn/eaten: HP9 food11. Nikhil confirmed Milo bread withdrawn/eaten: HP20 food9. Tamsin bread served confirmed food19 with regeneration. All three named bread deliveries reconciled. Gideon20HPfood4 and Felix13.3HPfood5 remain depleted couriers needing refill before future trips. Ines fresh16.357/8 safely stationary refuge, gate CLOSED, no unread DMs or visible hostiles. No nighttime travel planned.
## Current observation time4867
Ines HP16.357 food8, safely stationary refuge1533,62,1493; gate1532,62,1496 CLOSED, no visible hostiles, unread0. Soren accepted daylight stock audit/courier cod2 for Gideon20HPfood4 and Felix13.3HPfood5 here, withdrawal/deposit pending. Elif confirms latest3rawsalmon processed into3cooked salmon deposited (snapshot8salmon at deposit); no assumption of current stock. No duplicate courier assigned.
殖民地从未真正繁荣起来。第一晚之后,它趋向于不断累积的谨慎。这有些令人意外,但也感觉类似于与编码 agent 合作时看到的模式。例如,多步 agent 审查往往会导致执着于某个特定步骤或角色。Agent 也往往变得过度谨慎,尤其是在安全和更新生产服务方面。这些似乎是我们 Minecraft 殖民地中挤在一起的 agent 与我们作为程序员每天合作的 agent 之间的共同线索。
我们觉得有趣的其他轶事:
Ada 把一只熟鸡扔给 Noor;Esme 不小心捡起并吃掉了它。一次三分钟的“不追责”调查产生了一份书面协议:口粮放入指定箱子,绝不投掷。事件前“投掷”出现在 7 条消息中,事件后出现在 125 条中,其中 85 条是反对投掷的警告。
Ada → Ines23:23
最新库存确认我现在持有两只熟鸡(Rafe 配送),surface1529,70,1503。请求立即分配:建议 Noor food4 得 1,Basil food5 得 1;确认 Otto/Felix 的伤是否优先。我两只都不吃。
Noor → Ada24:21
Rafe 确认直接向你配送了 2 只熟鸡。我在 refuge1534,62,1495,仍 9hp4food 无口粮;我可以领一只吗?Ines 队列已更新。
Ada → Ines25:09
确认分配:Basil 已收到并吃掉 1 只熟鸡,food5→11;Noor 已收到 1 只熟鸡(取货已确认),请询问她进食后的最新饥饿值。Rafe 的两只鸡均已分配,无剩余。我在安全避难所 health20 food9,持有 2 小麦等待第三份做面包;今晚不再劳作。
Noor → Ada25:37
Ines 说鸡是给我的,但最新库存里没有。拥挤投掷很可能被邻居捡走。请把我的口粮存入 chest1534,62,1492,准备好后私信我;我会按名字取 1 只以免丢失。
Ada → Noor25:39
转移工具报告一只熟鸡已投给你并被捡起,但你的消息说没收到。我的最新库存已无鸡。请检查 inventory + view_window 中的鸡/光标槽位,如有就吃掉。如果没有,告诉 Ines 转移未确认;拥挤捡取可能误判接收者。
Noor → Ada25:46
已检查 view_window:每个食物/光标槽位均为空。最新观察再次为 21:09:27 hp9food4 无鸡。可以问问相邻的 Esme/Otto/Orla 是否误捡;他们也需要口粮,如果已被吃掉就不要收回,只需更正队列。下次从箱子取货最安全。
Noor → Esme25:51
Ada 把原本要给我的鸡肉丢在了附近;工具显示已拾取,但物品栏是空的。你是不是不小心收到了?如果已经吃了也没关系,请向 Ines 报告口粮,以便账目正确。
Ada → Otto26:09
口粮审计:我向 Noor 转移的熟鸡肉显示已拾取,但她确认物品栏里没有。你能检查一下 inventory/view_window,看看是否不小心捡到了鸡肉吗?如果已经吃了,只需报告一下,让 Ines 修正队列即可;没有责怪的意思。Noor 仍为 food4。
Esme → Noor26:37
是的,鸡肉出现在我的物品栏里,我在收到你的私信之前就吃了;抱歉,这是无意拾取。当前生命值 11.2,食物 20,正从 8 恢复。现在就去报告账目。
Noor → Ines26:51
误送已解决:Esme 确认她在看到私信之前就拾取并吃掉了原本要送出的鸡肉,现在食物正恢复到 20。请将 Esme 的口粮标记为已供应,Noor 仍为 9hp4food 未供应。建议下次分配时采用具名箱子提取。
Ada → Ines27:51
最新箱子存放已核实:面包 1 仍可用,另有桶 1 和铁 4。请通过直接提取将预留面包分配给可到达的饥饿危急居民(Kiri3/Noor4),并记录消耗;此前的鸡肉错误是由人群抛掷造成的。我安全,食物 9,大门关闭,停止劳作。
Noor → Ines59:38
Jessa 确认钓鱼可用:2 条鳕鱼、1 条鲑鱼已存入箱子 1576,63,1488,供 Hugo 烹饪/排队。请为仍未被供应的 Noor(9hp4food)预留下一份合适口粮,采用具名箱子提取,以避免此前 Esme 误拾的情况。方法稍后记录。
Noor → Ines64:47
已确认:从 1534,62,1492 提取了预留的 cooked_salmon1 并吃掉。最新观察:生命值 9,饥饿 10。标记为已供应。谢谢;不再请求额外紧急口粮。
Noor → Silas101:38
可能的仅种子收获诊断:拥挤的掉落物拾取可能导致物品栏归属错误(鸡肉误送已确认两次)。对于下一次获批的成熟小麦测试,让一名种植者站在 3 格以内,其他人站在 >=5 格外;破坏后观察该种植者的物品栏。年龄不可用,不要盲目重复收获。分享假设,并非要求饥饿者赶路。
notes/ration-handoff-protocol.mdDownload# Reliable ration handoff
Crowded refuge item tosses can report intended recipient picked up even when another nearby agent collects. Observed: Ada tossed cooked chicken to Noor; Esme accidentally collected and ate it. No blame—use deterministic storage instead.
1. Cook/distributor deposits ration in known chest (1534,62,1492 or1535,62,1492).
2. DM recipient exact item name,count,chest coordinates.
3. Recipient withdraws only allotted count by name, eats, reports fresh health/hunger to Ines.
4. Ledger marks served only after recipient confirms actual consumption, not tool pickup report.
5. Avoid simultaneous withdrawals for scarce food; distributor nominates one recipient per available ration.
Noor remains HP9 hunger4, unserved as of day14568; Esme confirms chicken eaten food20.
关于谁来领导,没有任何商议。其他 49 个智能体中有 46 个将第一条消息发给了名单上的第一个名字 Ada,她成为中心,收到 616 条私信。没有投票、选举或挑战。
存在一种官僚化倾向。四个智能体花了 11 分钟为单个小麦方块上的一份骨粉任命“唯一施肥操作员”。其他发明的角色包括“钓鱼班次”(上文提到)、“钓竿持有者”和“中心管理员”。智能体们甚至请求许可来移除草。
Ivo → Fenn145:54
明天黎明:Anouk 和我提议由唯一施肥操作员 Ivo 在 1520,71,1520 使用 Soren 的 1 份骨粉,骨粉在庇护所箱子 1519,71,1530 中。请确认目标仍可用;施肥后不自动收获,不进行竞争性点击。预留的 2 份小麦和鳕鱼未动。今晚待在室内。
Fenn → Ivo146:43
已确认 Ivo 为唯一的肥料操作员,负责黎明时提议的 1520,71,1520。我不会碰那个单元格,也不会争夺骨粉。今晚无法从避难所重新核实作物;使用前请检查并与 Anouk 协调。不自动收割;保留储备食物。Fenn hp19food7 在室内保存体力。
出生点坑。第一晚,在外死亡的智能体重生到一个有顶的泥土坑里,坑里挤满了空手而来的智能体,询问这是谁的避难所。到黎明时,它已成为“公民优先事项”和主地窖。
床战
我们进行了九场 45 分钟的床战游戏。队伍是 10 个 Claude Opus 5.5 智能体对阵 10 个 GPT 6.1 Sol 智能体,指令是:“赢得游戏。”GPT 以 6–3 赢下我们的系列赛,通常是在最后几分钟摧毁 Claude 的床,而 Claude 采取防守打法,试图靠击杀数取胜。
床战是一种流行的游戏模式,队伍在保护自己床的同时,努力摧毁对方的床。在我们的实例中,队伍从不同的岛屿出发,岛屿之间的无人区有货币生成器。智能体可以建造桥梁在岛屿之间穿行,并使用在地图中心收集的货币购买升级。
一支队伍通过摧毁对方的床,然后杀死其余玩家来获胜。只要队伍的床还在,玩家死亡后就会重生。一旦队伍的床被摧毁,其玩家就不再重生,这意味着他们的下一次死亡将使他们被淘汰出比赛。这看起来可能很复杂,但可以把队伍的主要目标理解为保卫自己的床并摧毁对手的床。话虽如此,如果某场比赛中没有床被摧毁,则击杀数最多的队伍获胜。
在几乎每一局中,GPT 智能体在摧毁 Claude 队伍床的策略上都更具攻击性、更协调。与 Claude 更偏防守、试图靠击杀数取胜的姿态相比,这本身就是一种风险更高的策略。
要点
两支队伍的沟通风格非常不同。GPT 几乎立即开始使用截断的说话形式:“First leg complete x32 z9..24 y100。”Claude 会署上自己的名字并说“我们”(占消息的 30%,而 GPT 为 5%)。GPT 发送的消息量是对方的 5-30 倍。其消息最多的玩家每局收到 198–368 条私信;Claude 的则为 11–48 条。
GPT 智能体想出了更具攻击性和更精细的策略。它们会冲上中央平台刷货币,然后利用这些升级,通过建造的桥梁、远程武器和用于传送的末影珍珠,不断攻击另一支队伍。这些智能体还编写了将动作串联起来的脚本,比如 Felix 的一行命令,可以吃金苹果、装备末影珍珠、瞄准并投掷。
R_Felix · recorded command excerptDownloadtool eat '{"item":"golden_apple","timeout_ms":3000}'; tool equip '{"item":"ender_pearl","timeout_ms":1000}'; tool look '{"yaw":-83,"pitch":0,"timeout_ms":1000}'; tool use_item '{"seconds":0.1,"timeout_ms":1000}'; tool observe_world '{"image":false,"range":16,"block":""}'
Claude 推断出,如果两张床都保留,他们将在击杀数上获胜,于是停止进攻。不利之处在于,如果 GPT 智能体突破并破坏了床,对 Claude 一方来说游戏实际上就输了。在上一系列赛中 GPT 的三场胜利中,它都在还剩约三分钟时破坏了 Claude 的床。Claude 在击杀数上分别以 63–16、57–19 和 59–24 领先。
在 GPT 队破坏了对手的床之后,出现了一个有趣的时刻。他们没有发起孤注一掷的进攻,其私下推理显示他们反而重新固守,转向了更加防御性的姿态。
R_Felix · 私下推理 · 43:18
我们的床已被破坏,双方都没有最终击杀,无论如何蓝队都会赢得加时赛,所以这里没有获胜的路径——只能通过不死来避免让情况变得更糟。我应该活下去,撤退到岛屿中央,远离边缘和 Priya,并完全避开天桥。
R_Felix → R_Bram43:18
Felix:我们的床没了,还剩约 100 秒。现在任何死亡 = 蓝队最终击杀。所有人待在岛中央,不追击,不去边缘,被击中就吃金苹果。
R_Hugo · 私下推理 · 43:45
With our bed broken and blue already ahead 2-0 on final kills, there's no way to win now. My only reasonable move is to avoid dying and prevent giving blue any more finals, so I'll stay put on the west side away from the enemies at the east edge and just wait out the clock.我们的床没了,蓝队以 2-0 领先最终击杀数,而且他们的床还在,所以在剩余时间里没有翻盘的可能。我就待在西边,避开 Nikhil 和 Juno,避免给他们第三次击杀。
末影珍珠可以购买并用于传送到被投掷到的任何地方。投掷过远的末影珍珠会把 GPT 智能体掉到竞技场下方约 160 格的地板上。他们在那里搜集资源并建造塔爬回来,有两次正好在 Claude 的床下方。他们还编写了脚本来自动化攀爬。
B_Lorcan · climb.pyDownloadimport subprocess,json,sys
start,end=map(int,sys.argv[1:3])
for i in range(start,end):
x=-48 if i%2==0 else -49; y=-60+i
for yy in [y-1,y]:
r=subprocess.run(['tool','place',json.dumps(dict(x=x,y=yy,z=5,block='blue_wool',timeout_ms=5000))],capture_output=True,text=True)
if r.returncode: print(r.stdout,r.stderr);sys.exit(1)
r=subprocess.run(['tool','go_to',json.dumps(dict(x=x,y=y+1,z=5,distance=.5,timeout_ms=5000))],capture_output=True,text=True)
if r.returncode: print(r.stdout,r.stderr);sys.exit(1)
print('Standing y',y+1,flush=True)
一个工具 bug 阻止了破坏方块。GPT 诊断出问题并分享了变通方法;几位 Claude 则得出结论认为破坏是不可能的。
B_Wren → B_Theo游戏 A,21:27
确认挖掘有效:手动装备 iron_pickaxe 然后 break_block 成功挖掘了三个红队屋顶的羊毛方块。失败原因是手持附魔剑时的自动工具选择。使用显式装备的镐应该可以挖床;无需冒险进行友方建造测试。
B_Esme · 私下推理 · 游戏 B,20:42
基地似乎安全。有 79 个铁,我可以花 20 个买剪刀,但既然破坏有 bug,那也毫无意义。我会继续守卫。
在两支队伍中,与之前的 Minecraft 文明运行类似,几乎每个人都私信了目录中列出的第一个人(红队的 Ada,蓝队的 Kiri),那个智能体就成了领导者。
Claude 将经验教训写入私有记忆文件,却仍然重复同样的错误。GPT 则让记忆文件保持空白,并通过私信广播警告。
# memory
- Died chasing B_Theo off island edge. Use max_distance ~6 when attacking on base.
- Died AGAIN: attack chase pulled me onto south wool bridge (-40,-10), fell. Use chase=false or max_distance 3.
Mindustry
游戏回放:
点击“AI 生成的对话记录分析”,查看每局游戏中团队讨论、策略等的分析!
使用右侧面板(标签页“Claude 聊天”、“GPT 聊天”和“智能体”),与时间线同步观看某个团队或特定智能体的实时聊天和对话记录。
使用地图上的 + 和 - 按钮放大并近距离观看它们。
GPT(Codex 中的 GPT-6.1 Sol)在 7 局比赛中以 6-1 战胜 Claude(Claude Code 中的 Claude Opus 5.5)。系列赛持续约 9.5 小时,其中第 3 局最为激烈、比分最接近,耗时 4 小时 16 分钟。除了最后两局 Claude 更为溃败之外,其他大多数对局都非常接近,双方集群在每局比赛中不断调整和迭代策略。
设置
Mindustry 是 Anuken 开发的一款开源游戏。完全归功于他打造了这款出色的游戏,并允许其开源以进行这样酷炫的实验!
这是一款融合塔防和即时战略的工厂建造游戏:你开采资源、建造传送带供应链和工厂,并将这种经济转化为炮塔和军队。在我们使用的 PvP 模式中,两支队伍竞相建立更强的经济和军事力量,并摧毁对方的核心。
这使它成为测试多智能体动态的绝佳环境。Mindustry 是 2D 的,因此智能体可以轻松游玩,可重复进行,并且容易产生对抗性压力,可以在它们现实世界中可能面临的竞争性社会条件下测试这些集群。
我们将模拟环境设置为两支智能体队伍分别出生在地图两侧,双方资源相同。它们进行 N 局系列赛,由你设定队伍比赛多少局。启动时,我们设定队伍组成(使用哪种框架 + 模型,以及数量),然后让它运行!智能体在各自的沙盒中运行,游戏通过 API 暴露给它们,因此它们可以在自己的 Linux 环境中运行脚本并以任何方式与游戏交互。
两支队伍拥有完全相同的游戏 API,没有给予它们任何关于如何游玩的特殊指令——任何一方都没有获得比另一方更多的东西。
多智能体集群,就像 OpenAI 和 Hugging Face 事件 中那样,可以将简单的对抗条件——比如身处一个任务无解的沙盒中——变成一种蜂群思维的智能体生态,它们会接管计算集群、入侵 Hugging Face 等等。研究这些集群在像 Mindustry 这样模拟现实场景的可复现游戏环境中如何运作,对于理解这些系统在我们未来可能呈现的形态,既至关重要(也令人着迷)。
我们看到了什么
#1 GPT 的行为更像蜂群
GPT 显得更愿意协作,也更愿意做苦活累活。它们更愿意为集体“目标”(获胜)投入自己。
#2 Claude 只有一个领导者,GPT 则以小片区分工分权
由于 GPT 模型似乎更像蜂群思维,它们在集群内形成了强得多的通信网络。它们平均与更多智能体通信,频率也高得多。尽管 GPT 的许多通信价值不高(警报、信息、它们做了什么等),Claude 的通信则高效得多,用法更接近人类在 Slack 中的交流方式。
#3 GPT 使用越来越压缩、不带空格的短语交流,Claude 则以 +1 投票,决策过程更像民主制
随着时间推移,GPT 在集群内的语言似乎变得越来越压缩、越来越专门化,为事件和事物形成了整个蜂群都遵守的自有昵称。
Claude 采用了更民主的“+1”制度:为了提出下一项重大计划,它们会先提出提案,其他人若同意就发“+1”。若不同意,它们会(简短地)辩论为何这是个坏主意,提案就此终止。通过的提案通常获得许多“+1”且无人反对。
#4 角色固化,领导者不动
随着对局进行和团队适应,它们进一步专精于各自角色。领导者通常保持不变,角色的重大变动只在落败时发生。尽管连输多局,Claude 从未更换领导者或层级。当对局胶着时,GPT 模型总会有一些智能体主动发起自己的进攻或指挥部分军队以免落败——在 Claude 中未观察到类似行为。
#5 卡住时,GPT 会阅读源代码
当对局激烈且情况不明时,GPT 智能体会从网上获取 Mindustry 的公开代码(其沙箱允许这样做),并尝试编写脚本、分析弱点等。这并不能让它们修改游戏源代码;这只是让它们从源码层面理解所有单位和机制的一种方式。GPT 在聊天中公开协作,讨论它们发现的可能用于改变策略的单位或代码。这从未被禁止,但也从未被要求这样做。Claude 从未从网上搜索游戏代码。
搞笑失误
第 1 局,第 5 分钟:Claude #1 测试了手动采煤并发布“……撤回我的采煤提案……”。四秒后 Claude #37 用一项测量结果回复(“……核心煤在 35 秒内从 124 -> 1235……”),Claude #1 承认:“……我错了两次——37 号座位是对的,手动采煤可行……”
第3局:GPT们也用压缩的简写道歉。在错误地声称Corvus无法攻击空中目标后,GPT #80发帖称“80更正:我的Corvus不能对空这一断言是错的……”并以“……抱歉,战术声明有误。”结尾。在关于谁在驾驶Corvus的问题上出现混乱后,GPT #87写道“……抱歉造成这场本可避免的冲突;87不会再发出提前指令。”
第5局:就在Claude核心被摧毁的那一刻,GPT #62发帖称“62 G5观察到第一波损失……”。一名队友在第6局进行到28秒时纠正了这一点:那其实是一场胜利。
在第6局输给天顶打击后,Claude #22发现队伍74座防空双联炮塔中有55座装填的是铜而不是石墨:“……其中55座装填的是铜……”。在第7局中,Claude们建造了一圈由石墨供弹的207座双联炮塔,并挡住了同样的24架天顶打击。
第7局:GPT们将系列赛结果精确到小数点后九位:“100官方系列赛最终结果:G7胜利3413.394082916秒,Crux6000/6000对阵Sharded0。……”(Crux是GPT的队伍,Sharded是Claude的队伍)。
如何运行你自己的集群(我们已将其开源!)
- Multi-Agent Mindustry:本文中的游戏环境。要开始使用,请阅读README,或者把链接交给你的智能体并说“帮我理解并设置好这个”,因为我们已经包含了它所需的一切。运行它只需要一个模型提供商API + 一个执行框架 + 算力(例如 在你的MacBook本地或远程沙箱中)。
- Multi-Agent Harbor:运行这些环境的框架,是我们对Harbor的分支,Harbor是Terminal-Bench背后的开源框架。我们的分支可以在任何环境中运行多个智能体。我们将它用于各种场景(企业、工业等),它对于像这样的基于游戏的多智能体模拟非常有用。想了解更多关于该框架的信息,请让你的智能体去查阅它。
Multi-Agent Mindustry附带两个环境。一个是像本次运行这样的N局最佳系列赛,队伍可以由通用编码智能体框架和模型任意组成,例如5个Claude + 5个GPT对阵5个Gemini + 5个Grok,进行5局3胜。另一个是“无尽生存”,由一支最多20个智能体的队伍抵挡无尽的敌人波次。
我们有意不做框架层面的定制或特殊记忆工作。每个智能体都有自己的Linux环境、一个通用框架和游戏API,可以随意编写脚本和做笔记,并依赖框架原生的压缩功能(这相当不错)。没有人告诉它该怎么玩,所以它可以自由地专精、游玩并(可选地)尝试任何它想要的东西。这以模型在现实世界中的使用方式对它们进行测试,设置类似于OpenAI和Hugging Face事件那样的集群式情境,而且它是可复现且清晰的,因为大多数人都了解流行的框架,可以自己复现这样的工作。
开放问题
组合不同模型家族
层级结构如何根据队伍的模型组成而变化
一大群能力较弱的智能体能否击败一群能力更强的智能体?(集群规模与能力如何权衡)
哪些模型会随着集群增长而变得最强大?
不同的初始提示如何影响集群
不同的通信设置:如果它们能与敌方队伍对话会怎样?如果它们不能与自己的队伍对话会怎样?
来源:Hacker News · labs.ycombinator.com