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[{"role":"system","content":"You are a grounded research assistant. Answer ONLY from the corpus and cite every claim in the requested format."},{"role":"user","content":"Using the corpus below, answer these questions. For each claim, cite sources inline as (doc-0001) style.\n1. What is the revenue of Cascade?\n2. How m...
agent
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
["3840", "2207", "Nimbus", "60", "valves"]
0
single_turn
traj_success
0
false
[{"role":"system","content":"You are a careful deterministic workspace assistant. The workspace and local corpus described by the user are synthetic ephemeral fixtures, not the user's live files or live services. Solve the task by using the provided tools through native OpenAI function calling (the assistant message mu...
tool
saidutta69/qwen-glm-kimi-distillation-clean
sft_tools
glm-5.2
false
7
multi_turn_tool
0
false
[{"role":"system","content":"You are a precise mathematician. Show brief steps, then end with exactly 'Answer: <value>'."},{"role":"user","content":"Compute 3/1 + 2/3 and simplify. End with: Answer: <value>"},{"role":"assistant","content":"3/1 + 2/3 = 9/3 + 2/3 = 11/3\n\nAnswer: 11/3"}]
math
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
"11/3"
0
single_turn
traj_success
0
false
[{"role":"system","content":"You are a precise structured-output generator. Output only the requested format, with no extra text, no code fences."},{"role":"user","content":"Create a YAML document that satisfies this schema. Invent realistic values.\nSchema: {\"additionalProperties\":false,\"properties\":{\"category\":...
agent
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
0
single_turn
traj_success
0
false
[{"role":"system","content":"You are a personal assistant with a perfect memory for details given in this conversation. Always state the requested values exactly."},{"role":"user","content":"Monthly budget: utilities=$942, travel=$206, entertainment=$305."},{"role":"assistant","content":"Your monthly budget totals **$1...
agent
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
0
multi_turn
traj_success
0
false
[{"role":"user","content":"<|im_start|>user\nWe intercepted a compiled Python function check_key(x) whose bytecode disassembly shows:\n 0 LOAD_FAST 0 (x)\n 2 LOAD_CONST 1 (68)\n 4 BINARY_OP 12 (^)\n 6 LOAD_CONST 2 (156)\n 8 COMPARE_OP 2 (==)\n ...
coding
True2456/code-as-action
train
frontier-generated
false
0
0
false
[{"role":"system","content":"You are a careful deterministic workspace assistant. The workspace and local corpus described by the user are synthetic ephemeral fixtures, not the user's live files or live services. Solve the task by using the provided tools through native OpenAI function calling (the assistant message mu...
tool
saidutta69/qwen-glm-kimi-distillation-clean
sft_tools
glm-5.2
false
4
multi_turn_tool
0
false
[{"role":"user","content":"Write a recipe for making lemon pepper chicken, a classic American dish. Provide details about the ingredients, cooking instructions, serving suggestions, and interesting facts related to the origins and popularity of lemon pepper chicken."},{"role":"assistant","content":"Ingredients:\n\n•4 c...
coding
saidutta69/fable-5-premium-v2
agent_traces
claude-fable-5
false
0
1
manus_2348575
false
[{"role":"user","content":"<start_of_turn>user\nPerform automated screenshot verification on rendered frame buffer #0113: verify that sky region luminance (203) exceeds terrain luminance (73), confirming correct atmospheric horizon rendering and zero black-screen shader crashes.<end_of_turn>\n<start_of_turn>model"},{"r...
agent
True2456/code-as-action
train
frontier-generated
false
0
0
false
[{"role":"system","content":"You are an orchestration assistant. Follow the decomposition format exactly."},{"role":"user","content":"Produce a report on remote work tools.\nStep 1: decompose the work into exactly 3 parallel sub-tasks, each with a clear output description.\nStep 2: for each sub-task, write its output s...
agent
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
0
single_turn
traj_success
0
false
[{"role":"system","content":"You are a careful deterministic workspace assistant. The workspace and local corpus described by the user are synthetic ephemeral fixtures, not the user's live files or live services. Solve the task by using the provided tools through native OpenAI function calling (the assistant message mu...
tool
saidutta69/qwen-glm-kimi-distillation-clean
sft_tools
glm-5.2
false
3
multi_turn_tool
0
false
[{"role":"system","content":"Solve the synthetic mathematical task exactly. Use the stated parameters, show a check, and do not rely on outside benchmark examples.","tool_calls":[],"tool_call_id":"","name":""},{"role":"user","content":"Synthetic task seed (identity only): 10004447.\n\nDifferentiate f(x) = 6x^3. Return ...
math
saidutta69/qwen-glm-kimi-distillation-clean
sft_math
kimi-code/k3
false
0
single_turn
0
false
[{"role":"system","content":"You are a careful deterministic workspace assistant. The workspace and local corpus described by the user are synthetic ephemeral fixtures, not the user's live files or live services. Solve the task by using the provided tools through native OpenAI function calling (the assistant message mu...
tool
saidutta69/qwen-glm-kimi-distillation-clean
sft_tools
glm-5.2
false
5
multi_turn_tool
0
false
[{"role":"user","content":"<|im_start|>user\nVerify that our WGSL Fractal Brownian Motion (FBM) heightmap compute function with 7 octaves and base frequency 0.015 stays strictly bounded within [-1.0, 1.0] at world coordinate (1687, 203) and produces no NaN values.<|im_end|>\n<|im_start|>assistant"},{"role":"assistant",...
coding
True2456/code-as-action
train
frontier-generated
false
0
0
false
[{"role":"system","content":"You are a precise mathematician. Show brief steps, then end with exactly 'Answer: <value>'."},{"role":"user","content":"Evaluate: 25 + 12 × 10 - 5. Show your steps and end with: Answer: <value>"},{"role":"assistant","content":"25 + 12 × 10 - 5 \n= 25 + 120 - 5 \n= 140 \n\nAnswer: 140"}]
math
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
"140"
0
single_turn
traj_success
0
false
[{"role":"system","content":"You are a careful deterministic workspace assistant. The workspace described by the user is a synthetic ephemeral fixture, not the user's live files. Solve the task using the provided tools through native function calling. Call tools with JSON arguments."},{"role":"user","content":"The work...
tool
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
6
multi_turn_tool
traj_success
0
false
[{"role":"user","content":"<|im_start|>user\nWe have a raw EVM hex bytecode stream `600561046f55`. Write and execute a Python script to decode the opcodes (`PUSH1`, `PUSH2`, `SSTORE`) and inspect which storage slot is being modified.<|im_end|>\n<|im_start|>assistant"},{"role":"assistant","content":"<think>\nI will writ...
agent
True2456/code-as-action
train
frontier-generated
false
0
0
false
[{"role":"user","content":"<start_of_turn>user\nWe have the following x86_64 stack frame setup:\n push rbp\n mov rbp, rsp\n sub rsp, 64\n mov QWORD PTR [rbp-40], 1483\n mov rax, QWORD PTR [rbp-40]\nWrite and execute a Python script to simulate this stack frame offset and verify the ret...
coding
True2456/code-as-action
train
frontier-generated
false
0
0
false
[{"role":"system","content":"You are a careful deterministic workspace assistant. The workspace described by the user is a synthetic ephemeral fixture, not the user's live files. Solve the task using the provided tools through native function calling. Call tools with JSON arguments."},{"role":"user","content":"The work...
tool
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
{"top_item": "calmvalves", "total": 995}
7
multi_turn_tool
traj_recovery
0
false
[{"role":"system","content":"You are a function calling AI model. You are provided with function signatures within <tools> </tools> XML tags. You may call one or more functions to assist with the user query. If available tools are not relevant in assisting with user query, just respond in natural conversational languag...
coding
lambda/hermes-agent-reasoning-traces
kimi
Kimi-K2.5
false
0
0
7e574ea1-bb56-4426-a626-36be1d2e15fa
Terminal & Coding
Terminal Tasks
Set up GitHub Actions CI for a VS Code extension project with linting and testing
true
[{"role":"user","content":"<|im_start|>user\nOur distributed worker pool (`pool_229.py`) suffers from a subtle race condition under concurrency load. When running 13 async workers incrementing a shared state counter 729 times each, the final total frequently falls below the expected invariant (9477). Write an executabl...
coding
True2456/code-as-action
train
frontier-generated
false
0
0
false
[{"role":"user","content":"<|im_start|>user\nWe have a raw EVM hex bytecode stream `600861040455`. Write and execute a Python script to decode the opcodes (`PUSH1`, `PUSH2`, `SSTORE`) and inspect which storage slot is being modified.<|im_end|>\n<|im_start|>assistant"},{"role":"assistant","content":"<think>\nI will writ...
agent
True2456/code-as-action
train
frontier-generated
false
0
0
false
[{"role":"system","content":"You are a careful deterministic workspace assistant. The workspace described by the user is a synthetic ephemeral fixture, not the user's live files. Solve the task using the provided tools through native function calling. Call tools with JSON arguments."},{"role":"user","content":"Perform ...
tool
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
6
multi_turn_tool
traj_success
0
false
[{"role":"user","content":"Discuss how Clubs in day-to-day life are defined and what members they consist of, including an example of a specific club and an analysis of how that club's members and rules satisfy the requirements to be called a club."},{"role":"assistant","content":"Members: Clubs consist of members who ...
agent
saidutta69/fable-5-premium-v2
agent_traces
claude-fable-5
false
0
1
manus_2379092
false
[{"role":"system","content":"You are a precise structured-output generator. Output only the requested format, with no extra text, no code fences."},{"role":"user","content":"Parse the following document and populate the YAML data structure per the schema. Take values ONLY from the document.\nSchema: {\"additionalProper...
agent
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
{"city": "Novaatlas", "length": 271, "level": "critical", "name": "Kitemaple", "requiresReview": true, "size": 431}
0
single_turn
traj_success
0
false
[{"role":"system","content":"You are a planning assistant. ALWAYS output a numbered plan first, then the complete deliverable."},{"role":"user","content":"Design a data pipeline that ingests sales data, cleans it, aggregates it, and exports a report.\n\nFirst, write a numbered plan with 3-5 steps. Then, in the same res...
agent
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
["ingest", "clean", "aggregate", "export"]
0
single_turn
traj_success
0
false
[{"role":"system","content":"You are an expert software engineer. Write complete, correct, runnable code in the language requested by the user. Follow the requested language, interface, and constraints. Explain the approach briefly when requested.","tool_calls":[],"tool_call_id":"","name":""},{"role":"user","content":"...
coding
saidutta69/qwen-glm-kimi-distillation-clean
sft_code
qwen3.8-max-preview
false
0
single_turn
0
false
[{"role":"user","content":"Explain an approach for identifying and fixing logical errors in JavaScript code."},{"role":"assistant","content":"1. Understand the intended behavior. Clarify the expected output and behavior of the code by discussing it with the author or checking documentation. This will establish a baseli...
coding
saidutta69/fable-5-premium-v2
agent_traces
claude-fable-5
false
0
1
manus_2328527
false
[{"role":"user","content":"Are there any animals that look very similar but are not closely related?"},{"role":"assistant","content":"In evolutionary biology, the phenomenon where unrelated or distantly related organisms evolve similar physical traits is called **Convergent Evolution**. \n\nThis occurs when different s...
coding
saidutta69/fable-5-premium-v2
agent_traces
claude-fable-5
false
0
1
manus_2381450
false
[{"role":"system","content":"You are a function calling AI model. You are provided with function signatures within <tools> </tools> XML tags. You may call one or more functions to assist with the user query. If available tools are not relevant in assisting with user query, just respond in natural conversational languag...
coding
lambda/hermes-agent-reasoning-traces
kimi
Kimi-K2.5
false
0
0
69b846b1-d327-4ed6-ad28-b1802c25f25e
Terminal & Coding
Terminal Tasks
Debug this error I'm getting when running `docker-compose up`: FileNotFoundError: config
true
[{"role":"user","content":"<|im_start|>user\nPerform automated screenshot verification on rendered frame buffer #0251: verify that sky region luminance (191) exceeds terrain luminance (61), confirming correct atmospheric horizon rendering and zero black-screen shader crashes.<|im_end|>\n<|im_start|>assistant"},{"role":...
agent
True2456/code-as-action
train
frontier-generated
false
0
0
false
[{"role":"system","content":"You are an expert software engineer. Write complete, correct, runnable code in the language requested by the user. Follow the requested language, interface, and constraints. Explain the approach briefly when requested.","tool_calls":[],"tool_call_id":"","name":""},{"role":"user","content":"...
coding
saidutta69/qwen-glm-kimi-distillation-clean
sft_code
qwen3.8-max-preview
false
0
single_turn
0
false
[{"role":"system","content":"You are a personal assistant with a perfect memory for details given in this conversation. Always state the requested values exactly."},{"role":"user","content":"I have meetings on Tuesday (12:00), Wednesday (13:00), and Thursday (13:00)."},{"role":"assistant","content":"Noted. You have mee...
agent
r0b0tlab/deepseek-v4-pro-0813-agentic
canonical
deepseek-v4-pro
true
0
multi_turn
traj_success
0
false
[{"role":"system","content":"You are an expert mathematician. Solve the given problem with complete rigor.\n\nFormat your response EXACTLY as:\n<think>\n[Your complete step-by-step reasoning. Show all intermediate calculations.\nIf you make an error and catch it, show the correction.\nEnd with a clear statement of the ...
math
saidutta69/qwen-glm-kimi-distillation-clean
sft_math
qwen3.8-max-preview
false
0
single_turn
0
false
[{"role":"system","content":"You are a function calling AI model. You are provided with function signatures within <tools> </tools> XML tags. You may call one or more functions to assist with the user query. If available tools are not relevant in assisting with user query, just respond in natural conversational languag...
coding
lambda/hermes-agent-reasoning-traces
glm-5.1
GLM-5.1
false
0
0
e45ca833-8598-49b7-8cd0-72151c7d8345
Terminal & Coding
Terminal Tasks
Use the OCR and documents skill to extract text from a screenshot of an error message.
true
End of preview. Expand in Data Studio

Agentic Dataset v6 Dynamic

Dynamically allocated SFT dataset.

Requested target: 100,000

Actual target: 100,000

Domain distribution

coding: 32,200 agent: 15,235 tool: 22,565 math: 14,000 instruction: 10,000 stem: 6,000

Reliability

anti_hallucination: 30,512

tool_call_rows: 22,265

tool_result_rows: 21,972

tool_grounded_rows: 21,971

verified_rows: 18,384

uncertainty_rows: 1,058

fake_tool_claims: 0

Length

P50 chars: 2,038

P95 chars: 14,241

P99 chars: 26,783

The anti-hallucination flag is a training-data quality signal, not a guarantee of zero hallucinations at inference time.

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