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Datasets:
edbuildingstuff
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Fable-5-traces

Tasks:
Text Generation
Modalities:
Tabular
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Formats:
json
Traces
Languages:
English
Size:
1K - 10K
Tags:
agent-traces
pi-agent
claude-code
fable-5
chain-of-thought
tool-use
Libraries:
Datasets
Dask
Polars
License:
Dataset card Data Studio Files
xet
 Community
1
Pi traces preview
Fri, Jun 19
…[earlier truncated]… atform — auth, avatars, multiplayer worlds, studio editor, real-time physics — generated in a single shot. Express backend, Three.js 3D rendering, WebSocket multiplayer. 4 pre-built official games, catalog system, friends, currencies.", 8 "description": "A complete Roblox-inspired sandbox platform built entirely from one prompt. Features include user registration and authentication, avatar customization with hats and faces, a marketplace catalog, a friends system, a 3D game studio with real-time editing, WebSocket-based multiplayer, and four official game worlds (obby, collectathon, tag, social plaza). The backend runs on Express with JSON file persistence; the frontend uses Three.js for 3D rend …[truncated] ASSISTANT (tool call) Bash input={"command": "grep -n \"url\" /home/lane/AIArchives/public/js/app.js | head; wc -l /home/lane/AIArchives/public/js/app.js /home/lane/AIArchives/public/index.html", "description": "Check how entry url is used in frontend"} TOOL RESULT: 93: <a href="${e.url}" target="_blank" class="btn btn-primary">Launch App ↗</a> 120 /home/lane/AIArchives/public/js/app.js 313 /home/lane/AIArchives/public/index.html 433 total ASSISTANT (tool call) Write input={"file_path": "/home/lane/AIArchives/archives/neonstrike/app/public/js/map.js", "content": "// NEONSTRIKE map: \"VECTOR\" — a CS-style three-lane arena.\n// Boxes are [minX, minY, minZ, maxX, maxY, maxZ, materialId].\n// Coordinates: y up, floor top at y=0. Arena spans x -41..41, z -31..31.\n\nexport const MAT = {\n FLOOR: 0,\n BRICK: 1,\n CRATE: 2,\n METAL: 3,\n NEON_CYAN: 4,\n NEON_MAGENTA: 5,\n DARKMETAL: 6,\n PLASTER: 7,\n BOT_BODY: 8,\n BOT_HEAD: 9,\n HAZARD: 10,\n};\n\nexport const MATERIAL_NAMES = [\n 'asphalt floor', 'brick wall', 'wood crate', 'brushed metal',\n 'neon cyan strip', 'neon magenta strip', 'dark metal panel',\n 'plaster wall', 'bot chassis', 'bot visor', 'hazard crate',\n];\n\nexport const BOXES = [\n // Ground slab\n [-41, -1, -31, 41, 0, 31, MAT.FLOOR],\n\n // Outer walls\n [-41, 0, -32, 41, 7, -30, MAT.BRICK], // north\n [-41, 0, 30, 41, 7, 3 …[truncated] TOOL RESULT: File created successfully at: /home/lane/AIArchives/archives/neonstrike/app/public/js/map.js (file state is current in your context — no need to Read it back) ASSISTANT (tool call) Write input={"file_path": "/home/lane/AIArchives/archives/neonstrike/app/public/js/renderer.js", "content": "// WebGL2 fragment-shader ray tracer. No rasterized geometry: every pixel\n// casts a primary ray against the analytic scene (AABBs + spheres), then\n// shadow rays, AO rays, and reflection bounces per settings.\n\nimport { BOXES, LIGHTS, SUN_DIR, SUN_COLOR, SUN_INTENSITY } from './map.js';\n\nconst MAX_SPHERES = 20;\nconst NUM_LIGHTS = 8;\nconst MAX_BOUNCES = 3;\n\nconst VERT = `#version 300 es\nlayout(location=0) in vec2 aPos;\nvoid main(){ gl_Position = vec4(aPos, 0.0, 1.0); }\n`;\n\nfunction fragSource(numBoxes) {\n return `#version 300 es\nprecision highp float;\nprecision highp int;\nprecision highp sampler2D;\n\n#define NUM_BOXES ${numBoxes}\n#define MAX_SPHERES ${MAX_SPHERES}\n#define NUM_LIGHTS ${NUM_LIGHTS}\n#define MAX_BOUNCES ${MAX_BOUNCES}\n\nout vec4 outColor;\n\nuniform vec2 u …[truncated] TOOL RESULT: File created successfully at: /home/lane/AIArchives/archives/neonstrike/app/public/js/renderer.js (file state is current in your context — no need to Read it back) ASSISTANT (message): Renderer done. Now audio — pure-DSP SFX generators (testable arrays) + playback engine. ASSISTANT (tool call) Write input={"file_path": "/home/lane/AIArchives/archives/neonstrike/app/public/js/audio.js", "content": "// Procedural SFX. Every sound is synthesized into a Float32Array by pure DSP\n// (no AudioContext needed for generation), so the playtest harness can verify\n// peak/RMS/duration of every effect headlessly.\n\nconst SR = 44100;\n\nfunction buffer(seconds) {\n return new Float32Array(Math.floor(SR * seconds));\n}\n\n// Cheap deterministic noise\nfunction makeNoise(seed) {\n let s = seed >>> 0;\n return () => {\n s = (s * 1664525 + 1013904223) >>> 0;\n return (s / 4294967296) * 2 - 1;\n };\n}\n\n// One-pole lowpass over an existing buffer, in place\nfunction lowpass(buf, cutoffHz) {\n const a = 1 - Math.exp(-2 * Math.PI * cutoffHz / SR);\n let y = 0;\n for (let i = 0; i < buf.length; i++) {\n y += a * (buf[i] - y);\n buf[i] = y;\n }\n return buf;\n}\n\nfunction highpass(buf, …[truncated] TOOL RESULT: File created successfully at: /home/lane/AIArchives/archives/neonstrike/app/public/js/audio.js (file state is current in your context — no need to Read it back) ASSISTANT (tool call) Write input={"file_path": "/home/lane/AIArchives/archives/neonstrike/app/public/js/settings.js", "content": "// Settings: schema-driven. UI is generated from SCHEMA, values persist to\n// localStorage, and every value is reachable as settings.get('group.key').\n\nconst STORAGE_KEY = 'neonstrike.settings.v1';\n\nexport const SCHEMA = {\n graphics: {\n label: 'Graphics',\n items: {\n preset: { label: 'Quality Preset', type: 'enum', options: ['potato', 'balanced', 'high', 'ultra', 'custom'], default: 'balanced' },\n resolutionScale: { label: 'Resolution Scale', type: 'range', min: 0.25, max: 1.5, step: 0.05, default: 0.75 },\n fov: { label: 'Field of View', type: 'range', min: 60, max: 120, step: 1, default: 95 },\n rayBounces: { label: 'RT Reflection Bounces', type: 'range', min: 0, max: 3, step: 1, default: 1 },\n shadows: { label: 'RT Shadows', type: 'enum', options: …[truncated] TOOL RESULT: File created successfully at: /home/lane/AIArchives/archives/neonstrike/app/public/js/settings.js (file state is current in your context — no need to Read it back) ASSISTANT (message): Now game.js — player physics, weapons, bots AI, rounds, economy. Biggest file. ASSISTANT (tool call) Write input={"file_path": "/home/lane/AIArchives/archives/neonstrike/app/public/js/game.js", "content": "// Game simulation: player movement/collision, hitscan weapons, bot AI with\n// waypoint navigation + line-of-sight, CS-style economy and round flow.\n\nimport { BOXES, MAT, PLAYER_SPAWN, BOT_SPAWNS, WAYPOINTS, WAYPOINT_EDGES } from './map.js';\n\nexport const WEAPONS = {\n knife: { name: 'Tactical Knife', slot: 2, price: 0, dmg: 38, hsMult: 1.8, rpm: 120, mag: Infinity, reserve: Infinity, range: 2.4, spread: 0, melee: true, sfx: 'knife', reloadTime: 0 },\n pistol: { name: 'VP-9 Sidearm', slot: 1, price: 0, dmg: 28, hsMult: 4, rpm: 352, mag: 12, reserve: 36, range: 999, spread: 0.011, auto: false, sfx: 'shot_pistol', reloadTime: 1.6 },\n deagle: { name: 'Hand Cannon', slot: 1, price: 700, dmg: 53, hsMult: 4, rpm: 267, mag: 7, reserve: 28, range: 999, spre …[truncated] TOOL RESULT: File created successfully at: /home/lane/AIArchives/archives/neonstrike/app/public/js/game.js (file state is current in your context — no need to Read it back) 1 message …[earlier truncated]… -x--- 161 lane lane 20480 Jun 12 14:08 .. drwxrwxr-x 3 lane lane 4096 Jun 12 09:49 archives drwxrwxr-x 86 lane lane 4096 Jun 12 09:52 node_modules -rw-rw-r-- 1 lane lane 287 Jun 12 09:52 package.json -rw-rw-r-- 1 lane lane 37037 Jun 12 09:52 package-lock.json drwxrwxr-x 4 lane lane 4096 Jun 12 09:49 public drwxrwxr-x 2 lane lane 4096 Jun 12 09:48 server ASSISTANT (tool call) Bash input={"command": "which node npm chromium chromium-browser google-chrome google-chrome-stable 2>/dev/null; node --version 2>/dev/null; ls /usr/bin | grep -i -E 'chrom|firefox' 2>/dev/null | head", "description": "Check for node and browsers for playtesting"} TOOL RESULT: /home/lane/.nvm/versions/node/v25.5.0/bin/node /home/lane/.nvm/versions/node/v25.5.0/bin/npm /snap/bin/chromium /usr/bin/chromium-browser /usr/bin/google-chrome /usr/bin/google-chrome-stable v25.5.0 chromeos-tpm-recovery chromium-browser google-chrome google-chrome-stable ASSISTANT (message): Node + Chrome available. Good for playtest. Now inspect archive structure. ASSISTANT (tool call) Bash input={"command": "cat /home/lane/AIArchives/package.json; echo ---; find /home/lane/AIArchives/archives /home/lane/AIArchives/public /home/lane/AIArchives/server -type f | grep -v node_modules | head -40", "description": "Inspect package.json and file tree"} TOOL RESULT: { "name": "ai-archives", "version": "1.0.0", "description": "AI Archives — only the leaps that matter", "main": "server/index.js", "scripts": { "start": "node server/index.js" }, "dependencies": { "express": "^4.21.0", "http-proxy-middleware": "^3.0.6" } } --- /home/lane/AIArchives/public/index.html /home/lane/AIArchives/server/index.js /home/lane/AIArchives/archives/rblx/archive.json /home/lane/AIArchives/public/css/site.css /home/lane/AIArchives/public/js/app.js /home/lane/AIArchives/archives/rblx/app/package.json /home/lane/AIArchives/archives/rblx/app/package-lock.json /home/lane/AIArchives/archives/rblx/app/server/db.js /home/lane/AIArchives/archives/rblx/app/server/index.js /home/lane/AIArchives/archives/rblx/app/server/realtime.js /home/lane/AIArchives/archives/rblx/app/server/api.js /home/lane/AIArchives/archives/rblx/app/server/seed.js /home/lane/AIAr …[truncated] ASSISTANT (tool call) Read input={"file_path": "/home/lane/AIArchives/server/index.js"} TOOL RESULT: 1 const express = require('express'); 2 const path = require('path'); 3 const fs = require('fs'); 4 const { spawn } = require('child_process'); 5 6 const app = express(); 7 const PORT = Number(process.env.PORT) || 4000; 8 const ARCHIVES_DIR = path.join(__dirname, '..', 'archives'); 9 const gameProcs = []; 10 11 function loadEntries() { 12 const entries = []; 13 const dirs = fs.readdirSync(ARCHIVES_DIR, { withFileTypes: true }); 14 for (const d of dirs) { 15 if (!d.isDirectory()) continue; 16 const metaPath = path.join(ARCHIVES_DIR, d.name, 'archive.json'); 17 if (!fs.existsSync(metaPath)) continue; 18 try { 19 const entry = JSON.parse(fs.readFileSync(metaPath, 'utf8')); 20 entries.push(entry); 21 } catch (e) { 22 console.error(`Skipping ${d.name}: ${e.message}`); 23 } 24 } 25 entries.sort((a, b) => new Date(b.date) - new Date(a.date)) …[truncated] ASSISTANT (tool call) Read input={"file_path": "/home/lane/AIArchives/archives/rblx/archive.json"} TOOL RESULT: 1 { 2 "id": "rblx", 3 "title": "Glint Research's Legally Distinct Clone", 4 "model": "Fable 5", 5 "reasoning": "xhigh", 6 "date": "2026-06-12", 7 "blurb": "A full Roblox-like game platform — auth, avatars, multiplayer worlds, studio editor, real-time physics — generated in a single shot. Express backend, Three.js 3D rendering, WebSocket multiplayer. 4 pre-built official games, catalog system, friends, currencies.", 8 "description": "A complete Roblox-inspired sandbox platform built entirely from one prompt. Features include user registration and authentication, avatar customization with hats and faces, a marketplace catalog, a friends system, a 3D game studio with real-time editing, WebSocket-based multiplayer, and four official game worlds (obby, collectathon, tag, social plaza). The backend runs on Express with JSON file persistence; the frontend uses Three.js for 3D rend …[truncated] ASSISTANT (tool call) Bash input={"command": "grep -n \"url\" /home/lane/AIArchives/public/js/app.js | head; wc -l /home/lane/AIArchives/public/js/app.js /home/lane/AIArchives/public/index.html", "description": "Check how entry url is used in frontend"} TOOL RESULT: 93: <a href="${e.url}" target="_blank" class="btn btn-primary">Launch App ↗</a> 120 /home/lane/AIArchives/public/js/app.js 313 /home/lane/AIArchives/public/index.html 433 total ASSISTANT (tool call) Write input={"file_path": "/home/lane/AIArchives/archives/neonstrike/app/public/js/map.js", "content": "// NEONSTRIKE map: \"VECTOR\" — a CS-style three-lane arena.\n// Boxes are [minX, minY, minZ, maxX, maxY, maxZ, materialId].\n// Coordinates: y up, floor top at y=0. Arena spans x -41..41, z -31..31.\n\nexport const MAT = {\n FLOOR: 0,\n BRICK: 1,\n CRATE: 2,\n METAL: 3,\n NEON_CYAN: 4,\n NEON_MAGENTA: 5,\n DARKMETAL: 6,\n PLASTER: 7,\n BOT_BODY: 8,\n BOT_HEAD: 9,\n HAZARD: 10,\n};\n\nexport const MATERIAL_NAMES = [\n 'asphalt floor', 'brick wall', 'wood crate', 'brushed metal',\n 'neon cyan strip', 'neon magenta strip', 'dark metal panel',\n 'plaster wall', 'bot chassis', 'bot visor', 'hazard crate',\n];\n\nexport const BOXES = [\n // Ground slab\n [-41, -1, -31, 41, 0, 31, MAT.FLOOR],\n\n // Outer walls\n [-41, 0, -32, 41, 7, -30, MAT.BRICK], // north\n [-41, 0, 30, 41, 7, 3 …[truncated] TOOL RESULT: File created successfully at: /home/lane/AIArchives/archives/neonstrike/app/public/js/map.js (file state is current in your context — no need to Read it back) ASSISTANT (tool call) Write input={"file_path": "/home/lane/AIArchives/archives/neonstrike/app/public/js/renderer.js", "content": "// WebGL2 fragment-shader ray tracer. No rasterized geometry: every pixel\n// casts a primary ray against the analytic scene (AABBs + spheres), then\n// shadow rays, AO rays, and reflection bounces per settings.\n\nimport { BOXES, LIGHTS, SUN_DIR, SUN_COLOR, SUN_INTENSITY } from './map.js';\n\nconst MAX_SPHERES = 20;\nconst NUM_LIGHTS = 8;\nconst MAX_BOUNCES = 3;\n\nconst VERT = `#version 300 es\nlayout(location=0) in vec2 aPos;\nvoid main(){ gl_Position = vec4(aPos, 0.0, 1.0); }\n`;\n\nfunction fragSource(numBoxes) {\n return `#version 300 es\nprecision highp float;\nprecision highp int;\nprecision highp sampler2D;\n\n#define NUM_BOXES ${numBoxes}\n#define MAX_SPHERES ${MAX_SPHERES}\n#define NUM_LIGHTS ${NUM_LIGHTS}\n#define MAX_BOUNCES ${MAX_BOUNCES}\n\nout vec4 outColor;\n\nuniform vec2 u …[truncated] TOOL RESULT: File created successfully at: /home/lane/AIArchives/archives/neonstrike/app/public/js/renderer.js (file state is current in your context — no need to Read it back) 1 message USER: Make a new one, it should be a fast paced multiplayer FPS (with optinal bots) with full ray-traced stuff with lots of settings. TL;DR clone CSgo to the best of your ability. Look at the result and refine it USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. Add it to this AI archive. 1 message USER: Make a new one, it should be a fast paced multiplayer FPS (with optinal bots) with full ray-traced stuff with lots of settings. TL;DR clone CSgo to the best of your ability. Look at the result and refine it USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. Add it to this AI archive. ASSISTANT (message): Big task. Plan: build ray-traced FPS (WebGL2 fragment-shader ray tracer — real rays, real bounces), CSGO-style — buy menu, money, rounds, bots. Procedural textures + SFX. Big settings menu. Then headless playtest: screenshots, texture/SFX verification, error check. First — look at archive. ASSISTANT (tool call) Bash input={"command": "ls -la /home/lane/AIArchives/ && cat /home/lane/AIArchives/README.md 2>/dev/null | head -50", "description": "List archive contents and read README"} TOOL RESULT: total 88 drwxrwxr-x 6 lane lane 4096 Jun 12 09:49 . drwxr-x--- 161 lane lane 20480 Jun 12 14:08 .. drwxrwxr-x 3 lane lane 4096 Jun 12 09:49 archives drwxrwxr-x 86 lane lane 4096 Jun 12 09:52 node_modules -rw-rw-r-- 1 lane lane 287 Jun 12 09:52 package.json -rw-rw-r-- 1 lane lane 37037 Jun 12 09:52 package-lock.json drwxrwxr-x 4 lane lane 4096 Jun 12 09:49 public drwxrwxr-x 2 lane lane 4096 Jun 12 09:48 server 1 message 1 tool USER: Make a new one, it should be a fast paced multiplayer FPS (with optinal bots) with full ray-traced stuff with lots of settings. TL;DR clone CSgo to the best of your ability. Look at the result and refine it USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. Add it to this AI archive. ASSISTANT (message): Big task. Plan: build ray-traced FPS (WebGL2 fragment-shader ray tracer — real rays, real bounces), CSGO-style — buy menu, money, rounds, bots. Procedural textures + SFX. Big settings menu. Then headless playtest: screenshots, texture/SFX verification, error check. First — look at archive. ASSISTANT (tool call) Bash input={"command": "ls -la /home/lane/AIArchives/ && cat /home/lane/AIArchives/README.md 2>/dev/null | head -50", "description": "List archive contents and read README"} TOOL RESULT: total 88 drwxrwxr-x 6 lane lane 4096 Jun 12 09:49 . drwxr-x--- 161 lane lane 20480 Jun 12 14:08 .. drwxrwxr-x 3 lane lane 4096 Jun 12 09:49 archives drwxrwxr-x 86 lane lane 4096 Jun 12 09:52 node_modules -rw-rw-r-- 1 lane lane 287 Jun 12 09:52 package.json -rw-rw-r-- 1 lane lane 37037 Jun 12 09:52 package-lock.json drwxrwxr-x 4 lane lane 4096 Jun 12 09:49 public drwxrwxr-x 2 lane lane 4096 Jun 12 09:48 server ASSISTANT (tool call) Bash input={"command": "which node npm chromium chromium-browser google-chrome google-chrome-stable 2>/dev/null; node --version 2>/dev/null; ls /usr/bin | grep -i -E 'chrom|firefox' 2>/dev/null | head", "description": "Check for node and browsers for playtesting"} TOOL RESULT: /home/lane/.nvm/versions/node/v25.5.0/bin/node /home/lane/.nvm/versions/node/v25.5.0/bin/npm /snap/bin/chromium /usr/bin/chromium-browser /usr/bin/google-chrome /usr/bin/google-chrome-stable v25.5.0 chromeos-tpm-recovery chromium-browser google-chrome google-chrome-stable ASSISTANT (message): Node + Chrome available. Good for playtest. Now inspect archive structure. ASSISTANT (tool call) Bash input={"command": "cat /home/lane/AIArchives/package.json; echo ---; find /home/lane/AIArchives/archives /home/lane/AIArchives/public /home/lane/AIArchives/server -type f | grep -v node_modules | head -40", "description": "Inspect package.json and file tree"} TOOL RESULT: { "name": "ai-archives", "version": "1.0.0", "description": "AI Archives — only the leaps that matter", "main": "server/index.js", "scripts": { "start": "node server/index.js" }, "dependencies": { "express": "^4.21.0", "http-proxy-middleware": "^3.0.6" } } --- /home/lane/AIArchives/public/index.html /home/lane/AIArchives/server/index.js /home/lane/AIArchives/archives/rblx/archive.json /home/lane/AIArchives/public/css/site.css /home/lane/AIArchives/public/js/app.js /home/lane/AIArchives/archives/rblx/app/package.json /home/lane/AIArchives/archives/rblx/app/package-lock.json /home/lane/AIArchives/archives/rblx/app/server/db.js /home/lane/AIArchives/archives/rblx/app/server/index.js /home/lane/AIArchives/archives/rblx/app/server/realtime.js /home/lane/AIArchives/archives/rblx/app/server/api.js /home/lane/AIArchives/archives/rblx/app/server/seed.js /home/lane/AIAr …[truncated] ASSISTANT (tool call) Read input={"file_path": "/home/lane/AIArchives/server/index.js"} TOOL RESULT: 1 const express = require('express'); 2 const path = require('path'); 3 const fs = require('fs'); 4 const { spawn } = require('child_process'); 5 6 const app = express(); 7 const PORT = Number(process.env.PORT) || 4000; 8 const ARCHIVES_DIR = path.join(__dirname, '..', 'archives'); 9 const gameProcs = []; 10 11 function loadEntries() { 12 const entries = []; 13 const dirs = fs.readdirSync(ARCHIVES_DIR, { withFileTypes: true }); 14 for (const d of dirs) { 15 if (!d.isDirectory()) continue; 16 const metaPath = path.join(ARCHIVES_DIR, d.name, 'archive.json'); 17 if (!fs.existsSync(metaPath)) continue; 18 try { 19 const entry = JSON.parse(fs.readFileSync(metaPath, 'utf8')); 20 entries.push(entry); 21 } catch (e) { 22 console.error(`Skipping ${d.name}: ${e.message}`); 23 } 24 } 25 entries.sort((a, b) => new Date(b.date) - new Date(a.date)) …[truncated] ASSISTANT (tool call) Read input={"file_path": "/home/lane/AIArchives/archives/rblx/archive.json"} TOOL RESULT: 1 { 2 "id": "rblx", 3 "title": "Glint Research's Legally Distinct Clone", 4 "model": "Fable 5", 5 "reasoning": "xhigh", 6 "date": "2026-06-12", 7 "blurb": "A full Roblox-like game platform — auth, avatars, multiplayer worlds, studio editor, real-time physics — generated in a single shot. Express backend, Three.js 3D rendering, WebSocket multiplayer. 4 pre-built official games, catalog system, friends, currencies.", 8 "description": "A complete Roblox-inspired sandbox platform built entirely from one prompt. Features include user registration and authentication, avatar customization with hats and faces, a marketplace catalog, a friends system, a 3D game studio with real-time editing, WebSocket-based multiplayer, and four official game worlds (obby, collectathon, tag, social plaza). The backend runs on Express with JSON file persistence; the frontend uses Three.js for 3D rend …[truncated] 1 message 1 tool USER: Make a new one, it should be a fast paced multiplayer FPS (with optinal bots) with full ray-traced stuff with lots of settings. TL;DR clone CSgo to the best of your ability. Look at the result and refine it USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. Add it to this AI archive. ASSISTANT (message): Big task. Plan: build ray-traced FPS (WebGL2 fragment-shader ray tracer — real rays, real bounces), CSGO-style — buy menu, money, rounds, bots. Procedural textures + SFX. Big settings menu. Then headless playtest: screenshots, texture/SFX verification, error check. First — look at archive. 1 message 1 tool USER: Make a new one, it should be a fast paced multiplayer FPS (with optinal bots) with full ray-traced stuff with lots of settings. TL;DR clone CSgo to the best of your ability. Look at the result and refine it USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. Add it to this AI archive. ASSISTANT (message): Big task. Plan: build ray-traced FPS (WebGL2 fragment-shader ray tracer — real rays, real bounces), CSGO-style — buy menu, money, rounds, bots. Procedural textures + SFX. Big settings menu. Then headless playtest: screenshots, texture/SFX verification, error check. First — look at archive. ASSISTANT (tool call) Bash input={"command": "ls -la /home/lane/AIArchives/ && cat /home/lane/AIArchives/README.md 2>/dev/null | head -50", "description": "List archive contents and read README"} TOOL RESULT: total 88 drwxrwxr-x 6 lane lane 4096 Jun 12 09:49 . drwxr-x--- 161 lane lane 20480 Jun 12 14:08 .. drwxrwxr-x 3 lane lane 4096 Jun 12 09:49 archives drwxrwxr-x 86 lane lane 4096 Jun 12 09:52 node_modules -rw-rw-r-- 1 lane lane 287 Jun 12 09:52 package.json -rw-rw-r-- 1 lane lane 37037 Jun 12 09:52 package-lock.json drwxrwxr-x 4 lane lane 4096 Jun 12 09:49 public drwxrwxr-x 2 lane lane 4096 Jun 12 09:48 server ASSISTANT (tool call) Bash input={"command": "which node npm chromium chromium-browser google-chrome google-chrome-stable 2>/dev/null; node --version 2>/dev/null; ls /usr/bin | grep -i -E 'chrom|firefox' 2>/dev/null | head", "description": "Check for node and browsers for playtesting"} TOOL RESULT: /home/lane/.nvm/versions/node/v25.5.0/bin/node /home/lane/.nvm/versions/node/v25.5.0/bin/npm /snap/bin/chromium /usr/bin/chromium-browser /usr/bin/google-chrome /usr/bin/google-chrome-stable v25.5.0 chromeos-tpm-recovery chromium-browser google-chrome google-chrome-stable 1 message USER: Make a new one, it should be a fast paced multiplayer FPS (with optinal bots) with full ray-traced stuff with lots of settings. TL;DR clone CSgo to the best of your ability. Look at the result and refine it USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. Add it to this AI archive. ASSISTANT (message): Big task. Plan: build ray-traced FPS (WebGL2 fragment-shader ray tracer — real rays, real bounces), CSGO-style — buy menu, money, rounds, bots. Procedural textures + SFX. Big settings menu. Then headless playtest: screenshots, texture/SFX verification, error check. First — look at archive. ASSISTANT (tool call) Bash input={"command": "ls -la /home/lane/AIArchives/ && cat /home/lane/AIArchives/README.md 2>/dev/null | head -50", "description": "List archive contents and read README"} TOOL RESULT: total 88 drwxrwxr-x 6 lane lane 4096 Jun 12 09:49 . drwxr-x--- 161 lane lane 20480 Jun 12 14:08 .. drwxrwxr-x 3 lane lane 4096 Jun 12 09:49 archives drwxrwxr-x 86 lane lane 4096 Jun 12 09:52 node_modules -rw-rw-r-- 1 lane lane 287 Jun 12 09:52 package.json -rw-rw-r-- 1 lane lane 37037 Jun 12 09:52 package-lock.json drwxrwxr-x 4 lane lane 4096 Jun 12 09:49 public drwxrwxr-x 2 lane lane 4096 Jun 12 09:48 server ASSISTANT (tool call) Bash input={"command": "which node npm chromium chromium-browser google-chrome google-chrome-stable 2>/dev/null; node --version 2>/dev/null; ls /usr/bin | grep -i -E 'chrom|firefox' 2>/dev/null | head", "description": "Check for node and browsers for playtesting"} TOOL RESULT: /home/lane/.nvm/versions/node/v25.5.0/bin/node /home/lane/.nvm/versions/node/v25.5.0/bin/npm /snap/bin/chromium /usr/bin/chromium-browser /usr/bin/google-chrome /usr/bin/google-chrome-stable v25.5.0 chromeos-tpm-recovery chromium-browser google-chrome google-chrome-stable ASSISTANT (message): Node + Chrome available. Good for playtest. Now inspect archive structure. ASSISTANT (tool call) Bash input={"command": "cat /home/lane/AIArchives/package.json; echo ---; find /home/lane/AIArchives/archives /home/lane/AIArchives/public /home/lane/AIArchives/server -type f | grep -v node_modules | head -40", "description": "Inspect package.json and file tree"} TOOL RESULT: { "name": "ai-archives", "version": "1.0.0", "description": "AI Archives — only the leaps that matter", "main": "server/index.js", "scripts": { "start": "node server/index.js" }, "dependencies": { "express": "^4.21.0", "http-proxy-middleware": "^3.0.6" } } --- /home/lane/AIArchives/public/index.html /home/lane/AIArchives/server/index.js /home/lane/AIArchives/archives/rblx/archive.json /home/lane/AIArchives/public/css/site.css /home/lane/AIArchives/public/js/app.js /home/lane/AIArchives/archives/rblx/app/package.json /home/lane/AIArchives/archives/rblx/app/package-lock.json /home/lane/AIArchives/archives/rblx/app/server/db.js /home/lane/AIArchives/archives/rblx/app/server/index.js /home/lane/AIArchives/archives/rblx/app/server/realtime.js /home/lane/AIArchives/archives/rblx/app/server/api.js /home/lane/AIArchives/archives/rblx/app/server/seed.js /home/lane/AIAr …[truncated] ASSISTANT (tool call) Read input={"file_path": "/home/lane/AIArchives/server/index.js"} TOOL RESULT: 1 const express = require('express'); 2 const path = require('path'); 3 const fs = require('fs'); 4 const { spawn } = require('child_process'); 5 6 const app = express(); 7 const PORT = Number(process.env.PORT) || 4000; 8 const ARCHIVES_DIR = path.join(__dirname, '..', 'archives'); 9 const gameProcs = []; 10 11 function loadEntries() { 12 const entries = []; 13 const dirs = fs.readdirSync(ARCHIVES_DIR, { withFileTypes: true }); 14 for (const d of dirs) { 15 if (!d.isDirectory()) continue; 16 const metaPath = path.join(ARCHIVES_DIR, d.name, 'archive.json'); 17 if (!fs.existsSync(metaPath)) continue; 18 try { 19 const entry = JSON.parse(fs.readFileSync(metaPath, 'utf8')); 20 entries.push(entry); 21 } catch (e) { 22 console.error(`Skipping ${d.name}: ${e.message}`); 23 } 24 } 25 entries.sort((a, b) => new Date(b.date) - new Date(a.date)) …[truncated] 1 message 1 tool USER: Make a new one, it should be a fast paced multiplayer FPS (with optinal bots) with full ray-traced stuff with lots of settings. TL;DR clone CSgo to the best of your ability. Look at the result and refine it USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. Add it to this AI archive. ASSISTANT (message): Big task. Plan: build ray-traced FPS (WebGL2 fragment-shader ray tracer — real rays, real bounces), CSGO-style — buy menu, money, rounds, bots. Procedural textures + SFX. Big settings menu. Then headless playtest: screenshots, texture/SFX verification, error check. First — look at archive. ASSISTANT (tool call) Bash input={"command": "ls -la /home/lane/AIArchives/ && cat /home/lane/AIArchives/README.md 2>/dev/null | head -50", "description": "List archive contents and read README"} TOOL RESULT: total 88 drwxrwxr-x 6 lane lane 4096 Jun 12 09:49 . drwxr-x--- 161 lane lane 20480 Jun 12 14:08 .. drwxrwxr-x 3 lane lane 4096 Jun 12 09:49 archives drwxrwxr-x 86 lane lane 4096 Jun 12 09:52 node_modules -rw-rw-r-- 1 lane lane 287 Jun 12 09:52 package.json -rw-rw-r-- 1 lane lane 37037 Jun 12 09:52 package-lock.json drwxrwxr-x 4 lane lane 4096 Jun 12 09:49 public drwxrwxr-x 2 lane lane 4096 Jun 12 09:48 server ASSISTANT (tool call) Bash input={"command": "which node npm chromium chromium-browser google-chrome google-chrome-stable 2>/dev/null; node --version 2>/dev/null; ls /usr/bin | grep -i -E 'chrom|firefox' 2>/dev/null | head", "description": "Check for node and browsers for playtesting"} TOOL RESULT: /home/lane/.nvm/versions/node/v25.5.0/bin/node /home/lane/.nvm/versions/node/v25.5.0/bin/npm /snap/bin/chromium /usr/bin/chromium-browser /usr/bin/google-chrome /usr/bin/google-chrome-stable v25.5.0 chromeos-tpm-recovery chromium-browser google-chrome google-chrome-stable ASSISTANT (message): Node + Chrome available. Good for playtest. Now inspect archive structure. 1 message 1 tool USER: Make a new one, it should be a fast paced multiplayer FPS (with optinal bots) with full ray-traced stuff with lots of settings. TL;DR clone CSgo to the best of your ability. Look at the result and refine it USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. USER: <local-command-caveat>Caveat: The messages below were generated by the user while running local commands. DO NOT respond to these messages or otherwise consider them in your response unless the user explicitly asks you to.</local-command-caveat> USER: <command-name>/model</command-name> <command-message>model</command-message> <command-args></command-args> USER: <local-command-stdout>Set model to Fable 5 and saved as your default for new sessions</local-command-stdout> USER: Make a first person fast paced ultimate 3D shooter. Think CSgo but modern and ray-traced. Yes, ray-traced. Have lots of configs/settings, you will playtest the actuall game, verify textures, sfx, ect... it will be totally epic and stuff. Add it to this AI archive. ASSISTANT (message): Big task. Plan: build ray-traced FPS (WebGL2 fragment-shader ray tracer — real rays, real bounces), CSGO-style — buy menu, money, rounds, bots. Procedural textures + SFX. Big settings menu. Then headless playtest: screenshots, texture/SFX verification, error check. First — look at archive. ASSISTANT (tool call) Bash input={"command": "ls -la /home/lane/AIArchives/ && cat /home/lane/AIArchives/README.md 2>/dev/null | head -50", "description": "List archive contents and read README"} TOOL RESULT: total 88 drwxrwxr-x 6 lane lane 4096 Jun 12 09:49 . drwxr-x--- 161 lane lane 20480 Jun 12 14:08 .. drwxrwxr-x 3 lane lane 4096 Jun 12 09:49 archives drwxrwxr-x 86 lane lane 4096 Jun 12 09:52 node_modules -rw-rw-r-- 1 lane lane 287 Jun 12 09:52 package.json -rw-rw-r-- 1 lane lane 37037 Jun 12 09:52 package-lock.json drwxrwxr-x 4 lane lane 4096 Jun 12 09:49 public drwxrwxr-x 2 lane lane 4096 Jun 12 09:48 server ASSISTANT (tool call) Bash input={"command": "which node npm chromium chromium-browser google-chrome google-chrome-stable 2>/dev/null; node --version 2>/dev/null; ls /usr/bin | grep -i -E 'chrom|firefox' 2>/dev/null | head", "description": "Check for node and browsers for playtesting"} TOOL RESULT: /home/lane/.nvm/versions/node/v25.5.0/bin/node /home/lane/.nvm/versions/node/v25.5.0/bin/npm /snap/bin/chromium /usr/bin/chromium-browser /usr/bin/google-chrome /usr/bin/google-chrome-stable v25.5.0 chromeos-tpm-recovery chromium-browser google-chrome google-chrome-stable ASSISTANT (message): Node + Chrome available. Good for playtest. Now inspect archive structure. ASSISTANT (tool call) Bash input={"command": "cat /home/lane/AIArchives/package.json; echo ---; find /home/lane/AIArchives/archives /home/lane/AIArchives/public /home/lane/AIArchives/server -type f | grep -v node_modules | head -40", "description": "Inspect package.json and file tree"} TOOL RESULT: { "name": "ai-archives", "version": "1.0.0", "description": "AI Archives — only the leaps that matter", "main": "server/index.js", "scripts": { "start": "node server/index.js" }, "dependencies": { "express": "^4.21.0", "http-proxy-middleware": "^3.0.6" } } --- /home/lane/AIArchives/public/index.html /home/lane/AIArchives/server/index.js /home/lane/AIArchives/archives/rblx/archive.json /home/lane/AIArchives/public/css/site.css /home/lane/AIArchives/public/js/app.js /home/lane/AIArchives/archives/rblx/app/package.json /home/lane/AIArchives/archives/rblx/app/package-lock.json /home/lane/AIArchives/archives/rblx/app/server/db.js /home/lane/AIArchives/archives/rblx/app/server/index.js /home/lane/AIArchives/archives/rblx/app/server/realtime.js /home/lane/AIArchives/archives/rblx/app/server/api.js /home/lane/AIArchives/archives/rblx/app/server/seed.js /home/lane/AIAr …[truncated] 1 message 1 tool

Glint Research Fable 5 Agent Traces

Glint Research Dataset Card

Fable 5 Pi Agent Traces

A compact, high-signal corpus of Fable 5 coding-agent traces converted into Hugging Face Agent Traces / Pi-compatible sessions for Data Studio inspection, tool-use policy learning, and reasoning/action distillation.

Primary Config
pi_agent/train
Agent Trace preview enabled
4,665 Pi trace sessions 60 source sessions 3,799 tool actions 866 assistant text actions AGPL-3.0
Rows
4,665
one converted Pi trace per merged row
Tool Calls
81.44%
Bash, Edit, Read, Write, browser/preview tools
Reasoning Median
2,365
median characters in cot
Model
Fable 5
all rows report claude-fable-5

Overview

Glint-Research/Fable-5-traces preserves Fable 5 coding-agent behavior in two complementary surfaces:

Surface Location Purpose
Agent Trace view pi-traces/*.jsonl through config pi_agent/train Hugging Face Agent Traces / Data Studio inspection. Each file is a Pi-style trace containing a session, model_change, thinking_level_change, user context, and assistant reasoning plus text/tool output.
Merged training rows fable5_cot_merged.jsonl Flat JSONL for direct SFT, filtering, and custom conversion. Each row contains context, cot, output_type, output, completion, and provenance fields.
Raw logs /claude/ Original session-level material retained for archival inspection and alternative converters.

The active dataset viewer is intentionally pointed at the Pi trace files so the Hub can render the examples as agent trajectories rather than as a plain JSONL table.

Dataset Anatomy

The merged row corpus was audited on June 19, 2026. Counts below are computed over fable5_cot_merged.jsonl and the generated pi-traces/ conversion.

Metric Value
Total merged examples 4,665
Pi trace files 4,665
Unique source sessions 60
Model rows 4,665 claude-fable-5
Tool-use rows 3,799
Assistant text rows 866
Local-origin rows 3,712
Imported/HF-origin rows 953
Median rows per source session 38
P90 rows per source session 207
Largest source session slice 439 rows

Output Distribution

Output type Rows Share
tool_use 3,799 81.44%
text 866 18.56%

Tool Distribution

Tool Rows
Bash 1,544
Edit 960
Read 443
Write 311
PowerShell 136
WebSearch 72
mcp__Claude_Preview__preview_eval 63
WebFetch 44
TaskUpdate 37
ToolSearch 35
TaskCreate 26
mcp__Claude_Preview__preview_screenshot 24
ScheduleWakeup 23
Other tools 81

Source Mix

Source root Rows
-home-lane-MythosMini 2,024
imported HF slice / other 953
-home-lane-GR 447
-home-lane 425
-home-lane-AIArchives 316
-home-lane-rblx 215
-home-lane-Blindbot-hf-space 87
-home-lane-AOTpy 60
-home-lane-Blindbot 58
-home-lane-log 52
-home-lane-letsclaudething 28

Text Length Profile

Field Median chars P90 chars P95 chars Max chars Mean chars
context 7,022 7,022 7,022 7,022 6,593.2
cot 2,365 4,186 5,274 9,145 2,669.4
completion 2,726 6,166 8,848 73,607 3,754.9

The fixed upper bound in many context rows reflects the merged-file truncation policy. Use /claude/ if you need to inspect fuller raw session logs.

Pi Agent Trace Mapping

Each merged row is converted into a minimal Pi-compatible trace:

Event Meaning
session Synthetic stable UUID derived from row UID; cwd normalized to /workspace.
model_change Records claude-fable-5.
thinking_level_change Set to high for trace viewer grouping.
message user The merged row context, preserving the prompt and preceding tool/result transcript.
message assistant A thinking item from cot, then either a text item or a toolCall item derived from output.

This mapping is designed for visualization and distillation. It does not claim that each converted file was originally a standalone Pi run; it is a faithful row-level projection of the merged Fable 5 trace data into the Hub-supported Agent Traces format.

Fields in fable5_cot_merged.jsonl

Field Type Description
uid string Stable row identifier, usually session_id#index.
source_file string Original raw trace source path.
session string Source session identifier.
model string Captured model name; all audited rows are claude-fable-5.
context string Prompt and prior transcript context used for the row.
cot string Reasoning trace captured for the assistant action.
output_type string tool_use or text.
output object Tool name and arguments for tool rows, or text payload for assistant message rows.
completion string Full serialized completion-style representation containing reasoning and output.
origin string Provenance bucket, currently local or hf.

Loading

View Agent Traces

Open the Hub viewer at:

https://huggingface.co/datasets/Glint-Research/Fable-5-traces/viewer/pi_agent/train

Stream the Pi Agent Trace Projection 

from datasets import load_dataset

ds = load_dataset(
    "Glint-Research/Fable-5-traces",
    "pi_agent",
    split="train",
    streaming=True,
)

row = next(iter(ds))
print(row["harness"])
print(row["session_id"])
print(row["messages"][-1])
print(row["file_path"])

Load the Flat Merged JSONL 

from datasets import load_dataset

merged = load_dataset(
    "json",
    data_files="https://huggingface.co/datasets/Glint-Research/Fable-5-traces/resolve/main/fable5_cot_merged.jsonl",
    split="train",
)

print(merged.column_names)
print(merged[0]["output_type"])

Intended Uses

  • SFT and distillation research for coding-agent reasoning plus action prediction.
  • Tool-call policy modeling over realistic shell, file-editing, preview, web, and task-management actions.
  • Agent trace visualization and qualitative inspection in Hugging Face Data Studio.
  • Debugging row-level conversions between flat training JSONL and event-oriented agent traces.
  • Studying how long-form reasoning, terminal observations, and concrete tool invocations interleave in coding sessions.

Caveats and Responsible Use

  • The dataset contains coding-agent transcripts, terminal outputs, local file paths, and generated work logs. Treat it as agent telemetry, not as sanitized benchmark data.
  • Many merged context values are intentionally truncated; use raw /claude/ files when session-level continuity matters.
  • Tool outputs and command logs are not guaranteed to be executable in your environment.
  • This is not a hidden-eval dataset and should not be used as a claim of model capability by itself.
  • The active card is optimized for Agent Trace inspection. The flat JSONL remains available for training workflows that prefer row-level examples.
  • License: AGPL-3.0. Check compatibility before using this data in commercial or closed-source training pipelines.

Provenance

This dataset was assembled from Fable 5 agent traces collected by Glint Research and companion trace material contributed through the TeichAI ecosystem. The Pi Agent trace projection was generated from fable5_cot_merged.jsonl so the corpus can be inspected through the Hugging Face Agent Traces viewer.

Related Links

NOTE

Please stop trying to give us more fable 5 data
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