text stringlengths 455 139k | session stringclasses 74
values |
|---|---|
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
make me a fully accurate a... | 92726ffc-0be8-4bd6-8d60-9164883f67d5 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01J... | 92726ffc-0be8-4bd6-8d60-9164883f67d5 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01V... | 92726ffc-0be8-4bd6-8d60-9164883f67d5 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_013... | 92726ffc-0be8-4bd6-8d60-9164883f67d5 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_015... | 92726ffc-0be8-4bd6-8d60-9164883f67d5 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
A session-scoped Stop hook... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01G... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01S... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01T... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_015... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01U... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01J... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01C... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
Please add more recent and... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01W... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
dont search for specific t... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01N... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_012... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01X... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01G... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01W... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01K... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01X... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01C... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
Look for uniqe archetectur... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01M... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01N... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01G... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01P... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_014... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01R... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
Look at some of /home/user... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01T... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01L... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_014... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01M... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01R... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01J... | 660bf750-e54d-4619-93ac-7c1877343220 |
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code, emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
<tool_result id="toolu_01R... | 660bf750-e54d-4619-93ac-7c1877343220 |
End of preview. Expand in Data Studio
Fable-5 Tool-Use SFT — prepared for Qwable-v2 fine-tuning
5,183 single-turn (user → assistant-with-tool-use) pairs from Claude Fable-5 (Anthropic preview model, briefly public 2026-06-10 → 2026-06-22 before being suspended globally under U.S. export-control directives), reformatted into a single-text-column parquet ready for SFTTrainer(dataset_text_field="text") + train_on_responses_only.
Honest scope
This dataset is a tool-use-focused companion to lordx64/agentic-distill-fable-5-sft (4,659 reasoning+tool-use pairs from Glint-Research/Fable-5-traces). It's only ~11% larger than v1 — not a scale upgrade. The trade-off vs v1: drops the cleartext <think> blocks (none are usable from this source — see below) in exchange for 100% tool-use coverage and a slightly broader session distribution.
⚠️ There may be significant overlap with v1. Both datasets ultimately derive from Glint-Research captures of Claude Code Fable-5 sessions. SHA-256 overlap on user-side content has not been measured. Treat this as complementary to v1, not as an independent corpus.
Why this dataset exists
The 2M-row source Glint-Research/Complete-FABLE.5-traces-2M advertises 2M rows but contains only 481 unique Claude Code sessions — the bulk is file-snapshot / queue-op / permission-event noise inflating the row count. Pass 1 of our extractor captured all 481 sessions in the first ~50k of the 2M rows; the remaining 1.95M rows added 16 more sessions. So the source isn't 40x scale — it's the same ~hundreds of sessions with heavy event noise.
Of the assistant rows actually present (~28% of the 2M):
- ~28% are
thinkingblocks with only the cryptographic signature preserved (cleartext blocked by Anthropic's preview-model IP protection) → unusable for SFT - ~53% are real tool_use blocks with signature-verified Fable-5 provenance → usable ✓
- ~1% are cleartext
thinkingbut without signatures → suspect provenance (likely Sonnet fallback during quota, not Fable-5)
This dataset extracts the second category — real Fable-5 agentic tool calls.
Key difference from agentic-distill-fable-5-sft
agentic-distill-fable-5-sft (v1) |
fable-tool-use-sft (this) |
|
|---|---|---|
| Rows | 4,659 | 5,183 |
<think> block in assistant turn |
✓ (cleartext, added by Glint-Research post-hoc) | ✗ (omitted — would have to be empty) |
| Tool-use coverage | 81% of rows end in tool_use | 100% of rows end in tool_use |
| Distribution | One developer's narrow Claude Code sessions | 481 Claude Code sessions from the FABLE.5 public window |
| Unique sessions vs v1 | (reference) | likely majority-overlap — both derive from Glint captures |
Implication: training on this dataset ALONE teaches tool-use format only; the model will have no <think> reasoning capability unless the base model already does. Use it for v2 by:
- Warm-starting from a reasoning-capable base (e.g.
lordx64/Qwen3.6-35B-A3B-Claude-4.7-Opus-Reasoning-Distilled, same pattern as Qwable-v1) - Or mixing with a reasoning corpus during SFT (e.g. include
lordx64/reasoning-distill-opus-4-7-max-sft20-30% by weight)
Row format
<|im_start|>system
You are a coding agent. When you need to read, write, edit, or run code,
emit XML tool calls in this exact format:
<tool_use name="X" id="toolu_01abc">
{"...": "..."}
</tool_use>
Do NOT respond with markdown code blocks. Always use <tool_use> XML.<|im_end|>
<|im_start|>user
{user_or_tool_result}<|im_end|>
<|im_start|>assistant
{visible_text}<tool_use name="X" id="toolu_..."> {...} </tool_use><|im_end|>
The system prompt matches the inference recipe documented on lordx64/Qwable-v1 — training + inference align so the model emits the correct XML format on bare prompts.
What this repo adds on top of upstream
- Format: collapsed into a single
textcolumn with full Qwen chat template. Drop-in forSFTTrainer(dataset_text_field="text"). - Tool serialization:
tool_useblocks rendered as<tool_use name="X" id="Y">…</tool_use>;tool_resultrendered as<tool_result id="X" is_error="…">…</tool_result>. Recoverable by a small regex (no Qwen-native<tool_call>tokens). - Filtering:
- Dropped Claude Code's
<synthetic>rate-limit injections - Dropped assistant turns with no tool_use (this dataset is tool-use-only)
- Dropped assistant turns with empty visible content
- Dropped Claude Code's
- Noise stripping: removed Claude Code slash-command meta blocks (
<local-command-caveat>,<command-name>,<command-message>,<command-args>,<local-command-stdout>) and ANSI escape codes from user-side content. - Secret scrubbing: regex-redacted Groq/Anthropic/OpenAI/OpenRouter/HF/AWS/GitHub/Google API keys that leaked through
Readof.envfiles in the original sessions. - Dedup: SHA-256 over user-content (drops near-duplicate retried prompts).
- Packaging: single parquet under
data/train-*.parquetfor HF datasets auto-detection.
Source data and capture credit go entirely to upstream — we just shaped it for training.
Provenance chain
Claude Code users ──── captured raw session JSONLs during the Fable-5
(multiple authors, public window (2026-06-10 → 2026-06-22), before
via `1EYE4ALL` capture) Anthropic suspended Fable-5 globally
│
▼
1EYE4ALL/Fable-5-traces ──── HF dataset of raw events
│
▼
Crownelius/Complete- ──── deduplicated + cleaned (session-limit
FABLE.5-traces-2M answer-pattern rows removed)
│
▼
Glint-Research/Complete- ──── re-host with provenance metadata
FABLE.5-traces-2M (`row_hash`, `first_source_dataset`, etc.)
│
▼
lordx64/fable-tool-use-sft ──── this dataset: extract (user, asst-with-tool-use)
pairs, Qwen-template, scrub, dedup, push
Authenticity is verified via the cryptographic signatures on the (redacted) thinking blocks — those signatures are valid Anthropic API output, unforgeable, and contain the claude-fable-5 model_id when decoded. The tool_use blocks share the same signed envelope.
License & terms
Inherits AGPL-3.0 from the upstream Glint-Research/Complete-FABLE.5-traces-2M redistribution. Downstream users running models trained on this dataset in a network-accessible service must comply with AGPL §13 (source disclosure for network use).
The underlying content is output from Anthropic's gated claude-fable-5 preview model. Downstream users should verify compliance with Anthropic's usage policies for their specific use case before fine-tuning further or building commercial products.
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