{ "guild": { "id": "1479113277404483709", "name": "Curious Endeavor Lite", "iconUrl": "https://cdn.discordapp.com/icons/1479113277404483709/792eecfefaa0f8493cf60f3afc1ca593.png?size=512" }, "channel": { "id": "1483107639163359322", "type": "GuildTextChat", "categoryId": "1479113278901719090", "category": "Text Channels", "name": "management", "topic": null }, "dateRange": { "after": null, "before": null }, "exportedAt": "2026-04-04T06:58:07.5715362+00:00", "messages": [ { "id": "1483107824019050528", "type": "Default", "timestamp": "2026-03-16T14:21:00.057+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "hey can you please help me understand which channels are the most token consuming channels in the server and see how we can control those please", "author": { "id": "806204763682766890", "name": "assaf_dagan", "discriminator": "0000", "nickname": "Assaf Dagan", "color": null, "isBot": false, "roles": [], "avatarUrl": "https://cdn.discordapp.com/avatars/806204763682766890/dc3fcfe2d94e527357c57fcf3b94043e.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483108007138295921", "type": "Default", "timestamp": "2026-03-16T14:21:43.716+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "The AI service is temporarily overloaded. Please try again in a moment.", "author": { "id": "1467976941792661546", "name": "Kitt", "discriminator": "9616", "nickname": "Kitt", "color": null, "isBot": true, "roles": [ { "id": "1479114745633181871", "name": "Kitt", "color": null, "position": 1 } ], "avatarUrl": "https://cdn.discordapp.com/avatars/1467976941792661546/1e7641570d9a340961dabfed11112000.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483108655631958118", "type": "Default", "timestamp": "2026-03-16T14:24:18.329+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "now", "author": { "id": "806204763682766890", "name": "assaf_dagan", "discriminator": "0000", "nickname": "Assaf Dagan", "color": null, "isBot": false, "roles": [], "avatarUrl": "https://cdn.discordapp.com/avatars/806204763682766890/dc3fcfe2d94e527357c57fcf3b94043e.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483108769608106149", "type": "Default", "timestamp": "2026-03-16T14:24:45.503+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "The AI service is temporarily overloaded. Please try again in a moment.", "author": { "id": "1467976941792661546", "name": "Kitt", "discriminator": "9616", "nickname": "Kitt", "color": null, "isBot": true, "roles": [ { "id": "1479114745633181871", "name": "Kitt", "color": null, "position": 1 } ], "avatarUrl": "https://cdn.discordapp.com/avatars/1467976941792661546/1e7641570d9a340961dabfed11112000.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483108796447326462", "type": "Default", "timestamp": "2026-03-16T14:24:51.902+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "try", "author": { "id": "806204763682766890", "name": "assaf_dagan", "discriminator": "0000", "nickname": "Assaf Dagan", "color": null, "isBot": false, "roles": [], "avatarUrl": "https://cdn.discordapp.com/avatars/806204763682766890/dc3fcfe2d94e527357c57fcf3b94043e.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483108907483398346", "type": "Default", "timestamp": "2026-03-16T14:25:18.375+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "The AI service is temporarily overloaded. Please try again in a moment.", "author": { "id": "1467976941792661546", "name": "Kitt", "discriminator": "9616", "nickname": "Kitt", "color": null, "isBot": true, "roles": [ { "id": "1479114745633181871", "name": "Kitt", "color": null, "position": 1 } ], "avatarUrl": "https://cdn.discordapp.com/avatars/1467976941792661546/1e7641570d9a340961dabfed11112000.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483113030350016592", "type": "Default", "timestamp": "2026-03-16T14:41:41.343+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "try", "author": { "id": "806204763682766890", "name": "assaf_dagan", "discriminator": "0000", "nickname": "Assaf Dagan", "color": null, "isBot": false, "roles": [], "avatarUrl": "https://cdn.discordapp.com/avatars/806204763682766890/dc3fcfe2d94e527357c57fcf3b94043e.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483113184951799879", "type": "Default", "timestamp": "2026-03-16T14:42:18.203+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "The AI service is temporarily overloaded. Please try again in a moment.", "author": { "id": "1467976941792661546", "name": "Kitt", "discriminator": "9616", "nickname": "Kitt", "color": null, "isBot": true, "roles": [ { "id": "1479114745633181871", "name": "Kitt", "color": null, "position": 1 } ], "avatarUrl": "https://cdn.discordapp.com/avatars/1467976941792661546/1e7641570d9a340961dabfed11112000.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483116576004636734", "type": "Default", "timestamp": "2026-03-16T14:55:46.693+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "try", "author": { "id": "806204763682766890", "name": "assaf_dagan", "discriminator": "0000", "nickname": "Assaf Dagan", "color": null, "isBot": false, "roles": [], "avatarUrl": "https://cdn.discordapp.com/avatars/806204763682766890/dc3fcfe2d94e527357c57fcf3b94043e.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483116835963535534", "type": "Default", "timestamp": "2026-03-16T14:56:48.672+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "Here's the analysis. Two distinct problems — one is **which channels burn tokens on read**, the other is a much bigger structural issue.\n\n───\n\n\uD83D\uDD34 The Actual Problem: `groupPolicy: \"open\"` on Everything\n\nEvery single bot account (Kitt, Anton, Ogilvy, Tatiana, Gerri, Julia, Jessica, Thibault, Unagi) has `groupPolicy: \"open\"` with `requireMention: false` across **7 servers**. That means **every message posted anywhere triggers the model**. Not just replies to Kitt — every single Discord message in every channel in all 7 guilds gets processed.\n\nThat's the biggest leak by far.\n\n───\n\n\uD83D\uDD25 Highest Token-Burn Channels (by recency + volume)\n\nRanked by last activity + message density:", "author": { "id": "1467976941792661546", "name": "Kitt", "discriminator": "9616", "nickname": "Kitt", "color": null, "isBot": true, "roles": [ { "id": "1479114745633181871", "name": "Kitt", "color": null, "position": 1 } ], "avatarUrl": "https://cdn.discordapp.com/avatars/1467976941792661546/1e7641570d9a340961dabfed11112000.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [ { "id": "", "name": "\uD83D\uDD34", "code": "red_circle", "isAnimated": false, "imageUrl": "https://cdn.jsdelivr.net/gh/twitter/twemoji@latest/assets/svg/1f534.svg" }, { "id": "", "name": "\uD83D\uDD25", "code": "fire", "isAnimated": false, "imageUrl": "https://cdn.jsdelivr.net/gh/twitter/twemoji@latest/assets/svg/1f525.svg" } ] }, { "id": "1483116837821616293", "type": "Default", "timestamp": "2026-03-16T14:56:49.115+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "```\n| Channel | Why it burns | Last active |\n| --------------------- | ---------------------------------------------------------------------------------------------- | ----------- |\n| #radar | Julia posts dense multi-paragraph research signals on every heartbeat. Loaded as full context. | Today |\n| #autonomous-agency | Very high message volume, recent | Today |\n| #emails-and-cals-scan | Full email summaries posted, re-read on every heartbeat | Yesterday |\n| #open-tasks | Task board + threads, read every heartbeat | Today |\n| #amir | Active project, frequent reads | Today |\n| #management | Our channel — high-frequency | Today |\n```\n───\n\n\uD83D\uDEE0️ Fixes (in order of impact)\n\n**1. Set `requireMention: true` on secondary agents** — Anton, Ogilvy, Tatiana, Gerri, Julia, Thibault, Jessica, Unagi should NOT auto-respond to every message. Only Kitt needs `requireMention: false` in management channels. This alone could cut 60-70% of unnecessary token burns.\n\n**2. Create a channel allowlist for Kitt** in the CE guild — only trigger on: `#management`, `#open-tasks`, `#amir`, `#lukas-kitt`, `#kittoro-comms`. Everything else should require a mention.", "author": { "id": "1467976941792661546", "name": "Kitt", "discriminator": "9616", "nickname": "Kitt", "color": null, "isBot": true, "roles": [ { "id": "1479114745633181871", "name": "Kitt", "color": null, "position": 1 } ], "avatarUrl": "https://cdn.discordapp.com/avatars/1467976941792661546/1e7641570d9a340961dabfed11112000.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [ { "id": "", "name": "\uD83D\uDEE0️", "code": "tools", "isAnimated": false, "imageUrl": "https://cdn.jsdelivr.net/gh/twitter/twemoji@latest/assets/svg/1f6e0.svg" } ] }, { "id": "1483116839419773060", "type": "Default", "timestamp": "2026-03-16T14:56:49.496+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "**3. #radar should be output-only** — Julia writes, nobody processes. It's a log channel, not a conversation channel. Set `requireMention: true` for all agents there.\n\nWant me to implement these changes to `openclaw.json` now? I can do #1 and #2 immediately — it's a config change, takes 2 minutes.", "author": { "id": "1467976941792661546", "name": "Kitt", "discriminator": "9616", "nickname": "Kitt", "color": null, "isBot": true, "roles": [ { "id": "1479114745633181871", "name": "Kitt", "color": null, "position": 1 } ], "avatarUrl": "https://cdn.discordapp.com/avatars/1467976941792661546/1e7641570d9a340961dabfed11112000.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483118120636776529", "type": "Default", "timestamp": "2026-03-16T15:01:54.962+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "make all bots excpet kitt not have that problem anymore please.", "author": { "id": "806204763682766890", "name": "assaf_dagan", "discriminator": "0000", "nickname": "Assaf Dagan", "color": null, "isBot": false, "roles": [], "avatarUrl": "https://cdn.discordapp.com/avatars/806204763682766890/dc3fcfe2d94e527357c57fcf3b94043e.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483118289558179912", "type": "Default", "timestamp": "2026-03-16T15:02:35.236+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "radar: make every day be on a new thread within radar this way it's only that same daty", "author": { "id": "806204763682766890", "name": "assaf_dagan", "discriminator": "0000", "nickname": "Assaf Dagan", "color": null, "isBot": false, "roles": [], "avatarUrl": "https://cdn.discordapp.com/avatars/806204763682766890/dc3fcfe2d94e527357c57fcf3b94043e.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [], "inlineEmojis": [] }, { "id": "1483119134358110271", "type": "Default", "timestamp": "2026-03-16T15:05:56.652+00:00", "timestampEdited": null, "callEndedTimestamp": null, "isPinned": false, "content": "@Kitt", "author": { "id": "806204763682766890", "name": "assaf_dagan", "discriminator": "0000", "nickname": "Assaf Dagan", "color": null, "isBot": false, "roles": [], "avatarUrl": "https://cdn.discordapp.com/avatars/806204763682766890/dc3fcfe2d94e527357c57fcf3b94043e.png?size=512" }, "attachments": [], "embeds": [], "stickers": [], "reactions": [], "mentions": [ { "id": "1467976941792661546", "name": "Kitt", "discriminator": "9616", "nickname": "Kitt", "color": null, "isBot": true, "roles": [ { "id": "1479114745633181871", "name": "Kitt", "color": null, "position": 1 } ], "avatarUrl": "https://cdn.discordapp.com/avatars/1467976941792661546/1e7641570d9a340961dabfed11112000.png?size=512" } ], "inlineEmojis": [] } ], "messageCount": 15 }