messages list | tier int64 | src string |
|---|---|---|
[
{
"role": "user",
"content": "…[earlier truncated]…\n: preview_screenshot timed out after 30s. The preview window may be stuck (modal dialog, navigation hang, or unresponsive renderer). Check preview_console_logs for errors.\nAssistant action: mcp__Claude_Preview__preview_console_logs {\"serverId\": \"ba456... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nector('link[rel=\\\"icon\\\"]'); if (l) l.remove(); return 'removed'; })()\"}\nResult: \"removed\"\nAssistant action: mcp__Claude_Preview__preview_screenshot {\"serverId\": \"ba456321-2520-43d4-8180-05f69d5a0984\"}\nResult: preview_screenshot timed out af... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\ntudio\\static\\style.css has been updated successfully. (file state is current in your context — no need to Read it back)\nAssistant: Now the rewritten app.js with the xterm terminal client:\nAssistant action: Write {\"file_path\": \"C:\\\\Users\\\\aranr\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\ngithub\\\\teich\\\\src\\\\teich\\\\studio\\\\static\\\\index.html\", \"content\": \"<!DOCTYPE html>\\n<html lang=\\\"en\\\">\\n<head>\\n <meta charset=\\\"utf-8\\\" />\\n <meta name=\\\"viewport\\\" content=\\\"width=device-width, initial-scale=1\\\" />... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n-strong: #3a3a42;\\n\\n --text: #f0f0f3;\\n --text-dim: #a6a6b0;\\n --text-faint: #6c6c77;\\n\\n --green: #3ecf8e;\\n --red: #ef5a5f;\\n --yellow: #e7bb4a;\\n\\n --radius: 12px;\\n --radius-sm: 8px;\\n --mono: \\\"Cascadia Code\\\", \\\"SF Mono\\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\npage and asset responses\"}\nResult: 200 0.002611s\r\n200 850917 bytes 0.006481s\r\n200 0.003364s\nAssistant action: mcp__Claude_Preview__preview_eval {\"serverId\": \"ba456321-2520-43d4-8180-05f69d5a0984\", \"expression\": \"document.readyState\"}\nResul... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nd5308fa-8b76-4e05-a289-d074850f1ae4\"}\nResult: [1] RootWebArea: \"Teich Studio\"\n [4] generic\n [5] complementary\n [7] image: \"Teich\"\n [10] StaticText: \"Teich \"\n [11] InlineTextBox: \"Teich \"\n [12] StaticText: \"Studio... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n \"Teich\"\n [10] StaticText: \"Teich \"\n [11] InlineTextBox: \"Teich \"\n [12] StaticText: \"Studio\"\n [13] InlineTextBox: \"Studio\"\n [15] StaticText: \"C:\\Users\\user\\AppData\\Local\\Temp\\studio-demo\"\n [16] I... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n \"C:\\Users\\user\\AppData\\Local\\\"\n [18] InlineTextBox: \"…\"\n [19] navigation\n [20] button: \"Setup\"\n [21] image\n [23] StaticText: \"Setup\"\n [24] InlineTextBox: \"Setup\"\n [25] button: \... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\next: \"Prompts\"\n [29] InlineTextBox: \"Prompts\"\n [31] StaticText: \"1\"\n [32] InlineTextBox: \"1\"\n [33] button: \"Generate\"\n [34] image\n [36] StaticText: \"Ge …[truncated]\nAssistant action... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nata = json.dumps(body).encode() if body is not None else None\\n req = urllib.request.Request(BASE + path, data=data, method=method)\\n if data:\\n req.add_header(\\\"Content-Type\\\", \\\"application/json\\\")\\n with urllib.request.urlop... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n(\\\"Content-Type\\\", \\\"application/json\\\")\\n with urllib.request.urlopen(req, timeout=30) as resp:\\n return json.loads(resp.read())\\n\\n\\nasync def main():\\n session = api(\\\"POST\\\", \\\"/api/sessions\\\", {\\\"provider\\\": \\\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nAppData\\Local\\Temp\\studio-demo\"\n [16] InlineTextBox: \"C:\\Users\\user\\AppData\\Local\\Temp\\studio-demo\"\n [17] InlineTextBox: \"C:\\Users\\user\\AppData\\Local\\\"\n [18] InlineTextBox: \"…\"\n [19] navigation\n [... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n\"\\\"\\\"\\nimport asyncio\\nimport json\\nimport re\\nimport sys\\nimport urllib.request\\n\\nimport websockets\\n\\nBASE = \\\"http://127.0.0.1:8426\\\"\\nANSI = re.compile(r\\\"\\\\x1b\\\\[[0-9;?]*[a-zA-Z]|\\\\x1b\\\\][^\\\\x07]*\\\\x07|\\\\x1b[=>]|\\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nad8dfe0f-4460-46e5-a368-6a5de26f706e starting\r\n------ terminal output (cleaned, last 2500 chars) ------\r\nTraceback (most recent call last):\r\n File \"C:\\Users\\user\\Documents\\github\\teich\\.claude\\tmp\\ws_term_test.py\", line 63, in <module>\r\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nuv\\python\\cpython-3.13.3-windows-x86_64-none\\Lib\\asyncio\\runners.py\", line 195, in run\r\n return runner.run(main)\r\n ~~~~~~~~~~^^^^^^\r\n File \"C:\\Users\\user\\AppData\\Roaming\\uv\\python\\cpython-3.13.3-windows-x86_64-none\\Lib\\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n984 stopped\nAssistant action: mcp__Claude_Preview__preview_start {\"name\": \"teich-studio\"}\nResult: {\n \"serverId\": \"6d5308fa-8b76-4e05-a289-d074850f1ae4\",\n \"port\": 8426,\n \"name\": \"teich-studio\",\n \"reused\": false\n}\nServer started ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n\\\"\\\", \\\"\\\".join(output))\\n print(\\\"------ terminal output (cleaned, last 2500 chars) ------\\\")\\n print(text[-2500:])\", \"new_string\": \" text = ANSI.sub(\\\"\\\", \\\"\\\".join(output))\\n text = text.encode(\\\"ascii\\\", erro... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "1. The save configuration button is glitchy on the setup page.\n2. The logo has a white background for some reason, just use the transparent background svg.\n3. I just launched teich studio and tried starting an interactive claude-code session. The container is live but the ter... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nmay be stuck (modal dialog, navigation hang, or unresponsive renderer). Check preview_console_logs for errors.\nAssistant action: mcp__Claude_Preview__preview_snapshot {\"serverId\": \"6d5308fa-8b76-4e05-a289-d074850f1ae4\"}\nResult: [1] RootWebArea: \"Te... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nd())\\n\\n\\nasync def main():\\n session = api(\\\"POST\\\", \\\"/api/sessions\\\", {\\\"provider\\\": \\\"pi\\\"})\\n sid = session[\\\"id\\\"]\\n prin …[truncated]\nResult: File created successfully at: C:\\Users\\user\\Documents\\github\\teic... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "1. The save configuration button is glitchy on the setup page.\n2. The logo has a white background for some reason, just use the transparent background svg.\n3. I just launched teich studio and tried starting an interactive claude-code session. The container is live but the ter... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "1. The save configuration button is glitchy on the setup page.\n2. The logo has a white background for some reason, just use the transparent background svg.\n3. I just launched teich studio and tried starting an interactive claude-code session. The container is live but the ter... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "1. The save configuration button is glitchy on the setup page.\n2. The logo has a white background for some reason, just use the transparent background svg.\n3. I just launched teich studio and tried starting an interactive claude-code session. The container is live but the ter... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nainer and launching claude-code …\". When discarding the trace, for a moment I saw the claude-code terminal UI. just very briefly. The issue is the same for the other interactive sessions as well.\nAssistant: Three clear fixes. The terminal one I can alre... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\npact TUI output until the process exits.\\n chunk = process.stdout.read1(4096)\\n if not chunk:\\n break\"}\nResult: <tool_use_error>String to replace not found in file.\nString: decoder = codecs.getincremental... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n exactly why you saw the UI flash on discard). It needs `read1()`, which returns whatever is available.\nAssistant action: Edit {\"replace_all\": false, \"file_path\": \"C:\\\\Users\\\\aranr\\\\Documents\\\\github\\\\teich\\\\src\\\\teich\\\\studio\\\\int... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\ns = self._process\n155\t assert process is not None and process.stdout is not None\n156\t decoder = codecs.getincrementaldecoder(\"utf-8\")(errors=\"replace\")\n157\t fd = process.stdout.fileno()\n158\t while True:\n159\t ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n~~~~~~~~~~~~~~~~~~~~^^^^^^\r\n File \"C:\\Users\\user\\AppData\\Roaming\\uv\\python\\cpython-3.13.3-windows-x86_64-none\\Lib\\asyncio\\base_events.py\", line 719, in run_until_complete\r\n return future.result()\r\n ~~~~~~~~~ …[truncated]\nA... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "1. The save configuration button is glitchy on the setup page.\n2. The logo has a white background for some reason, just use the transparent background svg.\n3. I just launched teich studio and tried starting an interactive claude-code session. The container is live but the ter... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "1. The save configuration button is glitchy on the setup page.\n2. The logo has a white background for some reason, just use the transparent background svg.\n3. I just launched teich studio and tried starting an interactive claude-code session. The container is live but the ter... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n_UP\nAssistant action: Bash {\"command\": \"uv run python .claude/tmp/ws_claude_test.py 2>&1 | head -40\", \"description\": \"Run claude-code WS timing test\", \"timeout\": 150000}\nResult: session: 40cae88e-0aaa-44e3-afa0-991116682a9a\r\n[ 0.0s] ws con... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nreturns as soon as *any* bytes are available, unlike\n161\t # BufferedReader.read(n) which blocks until n bytes or EOF.\n162\t chunk = os.read(fd, 65536)\n163\t except OSError:\n164\t break\n165\t ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n-code\\\"})\\n sid = session[\\\"id\\\"]\\n print(\\\"session:\\\", sid, flush=True)\\n t0 = time.monotonic()\\n uri = f\\\"ws://127.0.0.1:8 …[truncated]\nResult: File created successfully at: C:\\Users\\user\\Documents\\github\\teich\\.claude... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n4ffb74fb5\\nexport MSYS_NO_PATHCONV=1\\ntimeout 25 docker exec -i -e TERM=xterm-256color --user codex -w /workspace $C script -qfec \\\"stty cols 120 rows 30 2>/dev/null; exec claude --model claude-sonnet-4-6 --permission-mode bypassPermissions\\\" /dev/n... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "1. The save configuration button is glitchy on the setup page.\n2. The logo has a white background for some reason, just use the transparent background svg.\n3. I just launched teich studio and tried starting an interactive claude-code session. The container is live but the ter... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n\"SID=$(curl -s -X POST http://127.0.0.1:8426/api/sessions -H \\\"Content-Type: application/json\\\" -d '{\\\"provider\\\":\\\"claude-code\\\"}' | python -c \\\"import json,sys;print(json.load(sys.stdin)['id'])\\\") && echo $SID > /tmp/sid.txt && sleep 8 ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nessions/$(cat /tmp/sid.txt)/discard >/dev/null; docker ps --format \\\"{{.Names}}\\\" | grep teich-studio | xargs -r docker rm -f; echo cleaned\", \"description\": \"Clean up test session containers\"}\nAssistant action: mcp__Claude_Preview__preview_stop ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n069 /tmp/claude_out.bin\n^[7^[[r^[8^[[?25h^[[?25l^[[?2004h^[[?1004h^[[?2031h^[[38;5;174mWelcome^[[9Gto^[[12GClaude^[[19GCode^[[24G^[[38;5;246mv2.1.173^[[39m^M^M\n..........................................................^M^M\n^M^M\n^[[6G*^[[46GM-bM-^VM-^H... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nWelcome\\x1b[9Gto\\x1b[12GClaude\\x1b[19GCode\\x1b[24G\\x1b[38;5;246mv2.1.173\\x1b['\r\n[ 1.3s] 8 chars '\\x1b[>0q\\x1b[c'\r\n[ 6.3s] (no data for 5s)\r\n[ 11.3s] (no data for 5s)\r\n[ 16.3s] (no data for 5s)\r\n[ 21.3s] (no data for 5s)\r\n[... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\ne_Preview__preview_start input={\"name\": \"teich-studio\"}\nResult: {\n \"serverId\": \"198775ee-daff-4b8e-8c04-004c9c2aa59b\",\n \"port\": 8426,\n \"name\": \"teich-studio\",\n \"reused\": false\n}\nServer started successfully on port 8426.\nAssista... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n (no data for 5s)\r\n[ 61.4s] (no data for 5s)\r\n[ 66.4s] (no data for 5s)\r\n[ 71.4s] (no data for 5s)\r\n[ 76.4s] (no data for 5s)\r\ntotal chars: 2315\r\ndiscarded\nAssistant action: Grep {\"pattern\": \"brand-logo|btn:hover|btn:active|sticky-acti... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n0px 500px at -10% -20%, rgba(242, 92, 26, 0.07), transparent 60%),\n54- radial-gradient(700px 500px at 110% 120%, rgba(242, 92, 26, 0.04), transparent 60%);\n55: pointer-events: none;\n56- z-index: 0;\n57-}\n--\n97-.brand { display: flex; gap: 11px; ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nused\": false\n}\nServer started successfully on port 8426.\nAssistant action: Bash {\"command\": \"sleep 3 && uv run python .claude/tmp/ws_claude_test.py 2>&1 | head -25\", \"description\": \"Re-run claude-code WS timing test on fresh server\", \"timeout... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n/tmp/ws_claude_test.py 2>&1 | head -25\", \"description\": \"Re-run claude-code WS timing test on fresh server\", \"timeout\": 150000}\nResult: session: 9a49cf65-ed02-4259-aec3-a5dc0550a251\r\n[ 0.0s] ws connected\r\n[ 1.3s] 13 chars '\\x1b7\\x1b... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nwidth: 0; }\n110\t.brand-name { font-weight: 700; font-size: 15.5px; white-space: nowrap; }\nAssistant action: Edit {\"replace_all\": false, \"file_path\": \"C:\\\\Users\\\\aranr\\\\Documents\\\\github\\\\teich\\\\src\\\\teich\\\\studio\\\\static\\\\style... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\ndth: 0; }\n98-\n99:.brand-logo {\n100- width: 38px; height: 38px;\n101- flex-shrink: 0;\n--\n263- transition: all var(--speed);\n264-}\n265:.btn:hover { border-color: var(--border-strong); transform: translateY(-1px); }\n266:.btn:active { transform: tr... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n.btn:hover { border-color: var(--border-strong); transform: translateY(-1px); }\n266:.btn:active { transform: translateY(0); }\n267-.btn.primary {\n268- background: linear-gradient(180deg, var(--accent-2), var(--accent));\n--\n279-.btn.small { padding: 5... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "<launch-selected-element>\n<element tag=\"button\" has-screenshot=\"true\" id=\"btn-save-config\" class=\"btn primary\">\n <text>\"Save configuration\"</text>\n <path>div#app > main.main > section#view-setup > div.sticky-actions</path>\n <html><button class=\"btn primary\" i... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "<launch-selected-element>\n<element tag=\"button\" has-screenshot=\"true\" id=\"btn-save-config\" class=\"btn primary\">\n <text>\"Save configuration\"</text>\n <path>div#app > main.main > section#view-setup > div.sticky-actions</path>\n <html><button class=\"btn primary\" i... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "<launch-selected-element>\n<element tag=\"button\" has-screenshot=\"true\" id=\"btn-save-config\" class=\"btn primary\">\n <text>\"Save configuration\"</text>\n <path>div#app > main.main > section#view-setup > div.sticky-actions</path>\n <html><button class=\"btn primary\" i... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\npx at 110% 120%, rgba(242, 92, 26, 0.04), transparent 60%);\n55: pointer-events: none;\n56- z-index: 0;\n57-}\n--\n97-.brand { display: flex; gap: 11px; align-items: center; padding: 2px 8px 20px; min-width: 0; }\n98-\n99:.brand-logo {\n100- width: 38p... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "<launch-selected-element>\n<element tag=\"button\" has-screenshot=\"true\" id=\"btn-save-config\" class=\"btn primary\">\n <text>\"Save configuration\"</text>\n <path>div#app > main.main > section#view-setup > div.sticky-actions</path>\n <html><button class=\"btn primary\" i... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "Make the training scripts for self distillation fine-tuning. I will be using traces like the one found on huggingface armand0e/qwen3.7-max-pi-traces as the base data. but we need to do on-policy SDFT instead of destructive SFT\nAssistant: I'll first look at the project director... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "Make the training scripts for self distillation fine-tuning. I will be using traces like the one found on huggingface armand0e/qwen3.7-max-pi-traces as the base data. but we need to do on-policy SDFT instead of destructive SFT\nAssistant: I'll first look at the project director... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "Make the training scripts for self distillation fine-tuning. I will be using traces like the one found on huggingface armand0e/qwen3.7-max-pi-traces as the base data. but we need to do on-policy SDFT instead of destructive SFT\nAssistant: I'll first look at the project director... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "<launch-selected-element>\n<element tag=\"button\" has-screenshot=\"true\" id=\"btn-save-config\" class=\"btn primary\">\n <text>\"Save configuration\"</text>\n <path>div#app > main.main > section#view-setup > div.sticky-actions</path>\n <html><button class=\"btn primary\" i... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "<launch-selected-element>\n<element tag=\"button\" has-screenshot=\"true\" id=\"btn-save-config\" class=\"btn primary\">\n <text>\"Save configuration\"</text>\n <path>div#app > main.main > section#view-setup > div.sticky-actions</path>\n <html><button class=\"btn primary\" i... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "Make the training scripts for self distillation fine-tuning. I will be using traces like the one found on huggingface armand0e/qwen3.7-max-pi-traces as the base data. but we need to do on-policy SDFT instead of destructive SFT\nAssistant: I'll first look at the project director... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "<launch-selected-element>\n<element tag=\"button\" has-screenshot=\"true\" id=\"btn-save-config\" class=\"btn primary\">\n <text>\"Save configuration\"</text>\n <path>div#app > main.main > section#view-setup > div.sticky-actions</path>\n <html><button class=\"btn primary\" i... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n armand0e/qwen3.7-max-pi-traces as the base data. but we need to do on-policy SDFT instead of destructive SFT\nAssistant: I'll first look at the project directory and check the dataset structure, then build the SDFT training scripts.\nAssistant action: Po... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "Make the training scripts for self distillation fine-tuning. I will be using traces like the one found on huggingface armand0e/qwen3.7-max-pi-traces as the base data. but we need to do on-policy SDFT instead of destructive SFT\nAssistant: I'll first look at the project director... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "Make the training scripts for self distillation fine-tuning. I will be using traces like the one found on huggingface armand0e/qwen3.7-max-pi-traces as the base data. but we need to do on-policy SDFT instead of destructive SFT\nAssistant: I'll first look at the project director... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "Make the training scripts for self distillation fine-tuning. I will be using traces like the one found on huggingface armand0e/qwen3.7-max-pi-traces as the base data. but we need to do on-policy SDFT instead of destructive SFT\nAssistant: I'll first look at the project director... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "Make the training scripts for self distillation fine-tuning. I will be using traces like the one found on huggingface armand0e/qwen3.7-max-pi-traces as the base data. but we need to do on-policy SDFT instead of destructive SFT\nAssistant: I'll first look at the project director... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nft\\\\sample_data\\\\sample.jsonl; (Get-Content D:\\\\physics\\\\sdft\\\\sample_data\\\\sample.jsonl | Measure-Object -Line).Lines\", \"description\": \"Download smallest trace file for inspection\"}\nResult: 8\nAssistant action: Read {\"file_path\": \"D:... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nools depending on the project.\\n\\nGuidelines:\\n- Use bash for file operations like ls, rg, find\\n- Use read to exam …[truncated]\nAssistant action: Write {\"file_path\": \"D:\\\\physics\\\\sdft\\\\sdft\\\\__init__.py\", \"content\": \"\\\"\\\"\\\"On-p... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nts/armand0e/qwen3.7-max-pi-traces/tree/main'; $files | Sort-Object size | Select-Object -First 5 path, size | Format-Table -AutoSize\", \"description\": \"List dataset files via HuggingFace API\"}\nResult: \u001b[32;1mpath ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nle Organization\n\n**JSONL Files:** The dataset contains 46 files with timestamp-based naming conventions, such as:\n- `2026-05-22T00-38-18-409Z_019e4d1e-6629-7380-a70b-d758f08603fd.jsonl`\n- `2026-05-23T02-36-25-732Z_019e52b0-e704-702f-8c6e-2c263f9a4b5d.... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n\"reverse\\\",\\n beta: float = 0.5,\\n temperature: float = 1.0,\\n chunk_size: int = 128,\\n) -> torch.Tensor:\\n \\\"\\\"\\\"Per-position divergence between two next-token distributions.\\n\\n Args:\\n …[truncated]\nResult: File cre... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\ne\\\": \\\"object\\\",\\n \\\"properties\\\": {\\n \\\"path\\\": {\\\"type\\\": \\\"string\\\", \\\"description\\\": \\\"Path to the file to read\\\"}\\n },\\n \\\"required\\\": [\\\"path\\\"]\\n }\\n }\\n },\\n {\\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n\"# On-policy Self-Distillation Fine-Tuning (SDFT)\\n#\\n# Student: pi_theta(. | context) -- trainable\\n# Teacher: pi_0(. | context + expert turn in-context) -- frozen base weights\\n# Loss: per-token KL(student || teacher) on s... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nte is current in your context — no need to Read it back)\nAssistant action: Write {\"file_path\": \"D:\\\\physics\\\\sdft\\\\requirements.txt\", \"content\": \"torch>=2.4\\ntransformers>=4.51\\npeft>=0.14\\nhuggingface_hub>=0.26\\npyyaml>=6.0\\ntqdm>=4.66... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n expert target tokens\\nthrough the model's chat template.\\n\\nUsage:\\n python scripts/inspect_data.py --examples data/examples.jsonl --index 0\\n python scripts/inspect_data.py --index 0 --model Qwen/Qwen3-8B\\n\\\"\\\"\\\"\\n\\nfrom __future__ i... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n1\\npeft>=0.14\\nhuggingface_hub>=0.26\\npyyaml>=6.0\\ntqdm>=4.66\\n\\n# optional\\n# wandb\\n# flash-attn # pip install flash-attn --no-build-isolation, then set\\n# # model.attn_implementation: flash_attention_2\\n\"}\nResult: File create... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nibution sideways and causing catastrophic forgetting (\\\"destructive SFT\\\").\\nClassic on-policy distillation (GKD / on-policy KD) fixes this by scoring the\\nstudent's *own* rollouts against the teacher's per-token distribution — but the\\ntrace autho... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nl\\\", ...}``; toolCall blocks carry\\n``id``, ``name`` and ``arguments`` (a JSON object).\\n\\nNormalized output messages:\\n\\n {\\\"role\\\": \\\"system\\\" | \\\"user\\\", \\\"content\\\": str}\\n {\\\"role\\\": \\\"assistant\\\", \\\"content\\\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nset and flatten it into per-turn examples.\\n\\nEach assistant turn in each trace becomes one training example:\\n\\n {\\\"trace\\\": <file stem>, \\\"turn\\\": <message index>,\\n \\\"context\\\": [<messages before the turn>],\\n \\\"expert\\\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nude example JSON snippets verbatim if present.\"}\nResult: # Qwen3.7 Max Pi Traces Dataset Overview\n\n## Dataset Purpose\nThis dataset contains agent trace files generated by teich using the qwen/qwen3.7-max model. It includes 47 JSONL files designed for... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n \\\"function\\\",\\n \\\"function\\\": {\\n \\\"name\\\": \\\"bash\\\",\\n \\\"description\\\": \\\"Execute a bash command (ls, grep, find, etc.)\\\",\\n \\\"parameters\\\": {\\n \\\"type\\\": \\\"object\\\",\\n \\\"proper... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n======================\r\n\r\n--- system ---\r\nYou are an expert coding assistant operating inside pi, a coding agent harness. You help users by reading files, executing commands, editing code, and writing new files.\r\n\r\nAvailable tools:\r\n- read: Re... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nent_prompt={len(p)} teacher_prompt={len(tp)} target={len(tgt)}\\\")\\n\\nex = json.loads(lines[0])\\np, tgt = expert_target_ids(tok, ex[\\\"context\\\"], ex[\\\"expert\\\"], tools, kw)\\nprint(\\\"--- target decoded ( …[truncated]\nResult: \u001b[31;1mC:\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nll math OK:\\\", d1.shape, float(d1.mean()))\\n'@\", \"description\": \"Unit-test tokenwise divergence math\"}\nResult: <string>:19: UserWarning: Converting a tensor with requires_grad=True to a scalar may lead to unexpected behavior.\r\nConsider using te... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "how much compute would this take for like a 9B model with high context? ideally we use Qwen3.5-9B and retain it's multimodal capabilities.\nAssistant: Let me verify what Qwen3.5-9B actually is (size class, context, whether it's natively multimodal) before doing the math — it's ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nokenizers.py\", line 1032, in _d …[truncated]\nAssistant action: PowerShell {\"command\": \"python -c \\\"import transformers; print(transformers.__version__)\\\"\", \"description\": \"Check transformers version\"}\nResult: 5.8.0\nAssistant action: Edit {... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "how much compute would this take for like a 9B model with high context? ideally we use Qwen3.5-9B and retain it's multimodal capabilities.\nAssistant: Let me verify what Qwen3.5-9B actually is (size class, context, whether it's natively multimodal) before doing the math — it's ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n:\\n # Render to text, then encode: tokenize=True changed return types across\\n # transformers major versions (list[int] in v4, BatchEncoding in v5).\\n text = tokenizer.apply_chat_template(\\n messages,\\n tools=tools,\\n a... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "how much compute would this take for like a 9B model with high context? ideally we use Qwen3.5-9B and retain it's multimodal capabilities.\nAssistant: Let me verify what Qwen3.5-9B actually is (size class, context, whether it's natively multimodal) before doing the math — it's ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\n:**\n- Model: `Qwen3_5ForConditionalGeneration`\n- Type: `qwen3_5` (multimodal)\n\n**Text Configuration (32 layers):**\n- Hidden size: 4,096 dimensions\n- Vocabulary: 248,320 tokens\n- Attention heads: 16 (full), 4 (key-value)\n- Intermediate FFN: 12,288\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nle because one of the required library is not installed. Falling back to torch implementation. To install follow https://github.com/fla-org/flash-linear-attention#installation and https://github.com/Dao-AILab/causal-conv1d\u001b[0m\r\ntransformers 5.8.0\r... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nfrom_pretrained(\"Qwen/Qwen3.5-9B\")\n```\n\n## Architecture Details\n\n**Parameters & Structure:**\n- 9 billion parameters with 4,096 hidden dimension\n- 32 transformer layers using a hybrid architecture: \"8 × (3 × (Gated DeltaNet → FFN) → 1 × (Gated At... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\ntle\":\"Qwen3.5 9B API | Together AI\",\"url\":\"https://www.together.ai/models/qwen3-5-9b\"},{\"title\":\"[Deep Dive] Qwen 3.5 Brings Native Multimodality and Long Context to Small Open Models\",\"url\":\"https://trilogyai.substack.com/p/deep-dive-qwe …[... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nM\\\",\\n r=lora_cfg.get(\\\"r\\\", 32),\\n lora_alpha=lora_cfg.get(\\\"alpha\\\", 64),\\n lora_dropout=lora_cfg.get(\\\"dropout\\\", 0.0),\\n target_modules=list(lora_cfg.get(\\\"target_modules\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nel\\\"][\\\"name\\\"])\\n if getattr(tokenizer, \\\"chat_template\\\", None) is None:\\n # multimodal repos sometimes keep the chat template on the processor\\n from transformers import AutoProcessor\\n\\n tokenizer.chat_template =... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\ns\\smoke_qwen3.5.yaml (file state is current in your context — no need to Read it back)\nAssistant action: PowerShell {\"command\": \"cd D:\\\\physics\\\\sdft; python scripts/train_sdft.py --config configs/smoke_qwen3.5.yaml 2>&1 | Select-Object -Last 12\... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\ntorch.bfloat16, **kwargs\\n )\\n except TypeError: # transformers < 4.56 uses torch_dtype\\n lm = AutoModelForCausalLM.from_pretrained(\\n mcfg[\\\"name\\\"], torch_dtype=torch.bfloat16, **kwargs\\n ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nn_implementation: flash_attention_2 # sdpa if flash-attn isn't installed\\n gradient_checkpoi …[truncated]\nResult: File created successfully at: D:\\physics\\sdft\\configs\\sdft-qwen3.5-9b.yaml (file state is current in your context — no need to Read ... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nodelForMultimodalLM:\\\", ok)\\nfrom transformers import AutoConfig\\ncfg = AutoConfig.from_pretrained(\\\"Qwen/Qwen3.5-9B\\\")\\nprint(\\\"model_type:\\\", cfg.model_type)\\ncls = transformers.AutoModelForMultimodalLM if ok else transformers.AutoModelFor... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "ok what's the most I could do on my 5070ti 16gb? Qwen3.5-0.8B only? or would I be able to at least do the 2B or even 4B\nAssistant: Good question — let me answer it empirically rather than just on paper. First I'll get the exact configs of the 2B and 4B (param counts, hidden si... | 1 | Swarm-AI-Research/fable5-traces-sft |
[
{
"role": "user",
"content": "…[earlier truncated]…\nput={\"replace_all\": false, \"file_path\": \"D:\\\\physics\\\\sdft\\\\sdft\\\\trace_parser.py\", \"old_string\": \" elif btype == \\\"toolCall\\\":\\n args = block.get(\\\"arguments\\\", {})\\n if not isinstance(args, str):\\... | 1 | Swarm-AI-Research/fable5-traces-sft |
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