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messages list | meta unknown |
|---|---|
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "MATH/intermediate_algebra",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 2065,
"origin": "omnifrontier:distillation"
} |
[
{
"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."
},
{
"role": "user",
"content": "Given a lis... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "CodeAlpaca",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1868,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "You are an expert logical reasoner. Think through the problem carefully.\n\nFormat your response EXACTLY as:\n<think>\n[Break down the problem into components.\nConsider multiple hypotheses if applicable.\nEliminate incorrect paths explicitly.\nBuild toward the conclusion ste... | {
"layer": "distillation",
"domain": "reasoning",
"subdomain": null,
"task_type": null,
"source": "CommonsenseQA",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1806,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "You are an expert logical reasoner. Think through the problem carefully.\n\nFormat your response EXACTLY as:\n<think>\n[Break down the problem into components.\nConsider multiple hypotheses if applicable.\nEliminate incorrect paths explicitly.\nBuild toward the conclusion ste... | {
"layer": "distillation",
"domain": "reasoning",
"subdomain": null,
"task_type": null,
"source": "SciQ",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 2007,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "MATH/algebra",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1108,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "Follow every constraint exactly. When a task is satisfiable, emit only the requested form; when it is contradictory, abstain and identify the contradiction."
},
{
"role": "user",
"content": "Synthetic task seed (identity only): 30001432.\n\nReturn ONLY one XML ele... | {
"layer": "distillation",
"domain": "strict_instruction",
"subdomain": null,
"task_type": null,
"source": "k3_strict_instruction",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 719,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "Write complete runnable code for the requested interface. Use the supplied candidate contract exactly; do not infer omitted cases or formats from prose, and do not claim execution success without an actual verifier."
},
{
"role": "user",
"content": "Synthetic task... | {
"layer": "distillation",
"domain": "executable_code",
"subdomain": null,
"task_type": null,
"source": "k3_executable_code",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 2371,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "You are a helpful, precise assistant. Follow instructions exactly.\n\nFormat your response as:\n<think>\n[Understand what is being asked. Identify constraints and requirements.\nPlan your response structure.]\n</think>\n\n[Your complete, well-structured response following all... | {
"layer": "distillation",
"domain": "instruction",
"subdomain": "Dolly",
"task_type": "Dolly",
"source": "Dolly",
"teacher": "qwen3.8-max-preview",
"n_tool_calls": 0,
"verified": false,
"chars": 2765,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "MetaMathQA",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1523,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "MATH/number_theory",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 947,
"origin": "omnifrontier:distillation"
} |
[
{
"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."
},
{
"role": "user",
"content": "Identify th... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "CodeAlpaca",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 706,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "You are a helpful, precise assistant. Follow instructions exactly.\n\nFormat your response as:\n<think>\n[Understand what is being asked. Identify constraints and requirements.\nPlan your response structure.]\n</think>\n\n[Your complete, well-structured response following all... | {
"layer": "distillation",
"domain": "instruction",
"subdomain": null,
"task_type": null,
"source": "tulu-3",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1539,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "OrcaMath",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 815,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "OrcaMath",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 646,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "MetaMathQA",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1108,
"origin": "omnifrontier:distillation"
} |
[
{
"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."
},
{
"role": "user",
"content": "Create a fu... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "Evol-Code",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 7686,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "OrcaMath",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1179,
"origin": "omnifrontier:distillation"
} |
[
{
"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."
},
{
"role": "user",
"content": "Write a cod... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "CodeAlpaca",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1933,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "You are an expert logical reasoner. Think through the problem carefully.\n\nFormat your response EXACTLY as:\n<think>\n[Break down the problem into components.\nConsider multiple hypotheses if applicable.\nEliminate incorrect paths explicitly.\nBuild toward the conclusion ste... | {
"layer": "distillation",
"domain": "reasoning",
"subdomain": null,
"task_type": null,
"source": "ARC-Challenge",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1657,
"origin": "omnifrontier:distillation"
} |
[
{
"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 assis... | {
"layer": "distillation",
"domain": "agent_tool",
"subdomain": null,
"task_type": null,
"source": "glm5.2-agent-tool-synthetic",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"tools": [
"read_file",
"search_files",
"patch_file"
],
"n_tools_defined": 3,
"tool_use": true,
... |
[
{
"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."
},
{
"role": "user",
"content": "Find the mo... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "Evol-Code",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 6549,
"origin": "omnifrontier:distillation"
} |
[
{
"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."
},
{
"role": "user",
"content": "Implement a... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "Evol-Code",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 3681,
"origin": "omnifrontier:distillation"
} |
[
{
"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."
},
{
"role": "user",
"content": "## Problem ... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "Evol-Code",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 5590,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "Solve the synthetic mathematical task exactly. Use the stated parameters, show a check, and do not rely on outside benchmark examples."
},
{
"role": "user",
"content": "Synthetic task seed (identity only): 10001356.\n\nCompute 18^3 modulo 14. Give the least non-ne... | {
"layer": "distillation",
"domain": "math_formal",
"subdomain": null,
"task_type": null,
"source": "k3_math_formal",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1468,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "You are a helpful, precise assistant. Follow instructions exactly.\n\nFormat your response as:\n<think>\n[Understand what is being asked. Identify constraints and requirements.\nPlan your response structure.]\n</think>\n\n[Your complete, well-structured response following all... | {
"layer": "distillation",
"domain": "instruction",
"subdomain": null,
"task_type": null,
"source": "tulu-3",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 4882,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "NuminaMath-CoT",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1324,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "MetaMathQA",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 892,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "You are an expert logical reasoner. Think through the problem carefully.\n\nFormat your response EXACTLY as:\n<think>\n[Break down the problem into components.\nConsider multiple hypotheses if applicable.\nEliminate incorrect paths explicitly.\nBuild toward the conclusion ste... | {
"layer": "distillation",
"domain": "reasoning",
"subdomain": null,
"task_type": null,
"source": "CommonsenseQA",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1718,
"origin": "omnifrontier:distillation"
} |
[
{
"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."
},
{
"role": "user",
"content": "Implement a... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "CodeAlpaca",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 2119,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "MetaMathQA",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 972,
"origin": "omnifrontier:distillation"
} |
[
{
"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."
},
{
"role": "user",
"content": "Write a Jav... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "CodeAlpaca",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 679,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "Use only the synthetic documents in the user message. Cite every factual claim as [CITE:DOC/line]. If the requested fact is absent or contradictory, begin with ABSTAIN: and cite the evidence gap. Never use current-world knowledge."
},
{
"role": "user",
"content": ... | {
"layer": "distillation",
"domain": "grounded_long_context",
"subdomain": null,
"task_type": null,
"source": "k3_grounded_long_context",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 13375,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "MetaMathQA",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 810,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "You are an expert logical reasoner. Think through the problem carefully.\n\nFormat your response EXACTLY as:\n<think>\n[Break down the problem into components.\nConsider multiple hypotheses if applicable.\nEliminate incorrect paths explicitly.\nBuild toward the conclusion ste... | {
"layer": "distillation",
"domain": "reasoning",
"subdomain": null,
"task_type": null,
"source": "ARC-Challenge",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 954,
"origin": "omnifrontier:distillation"
} |
[
{
"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."
},
{
"role": "user",
"content": "Ask the use... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "Evol-Code",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 3080,
"origin": "omnifrontier:distillation"
} |
[
{
"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."
},
{
"role": "user",
"content": "Design a Mo... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "CodeAlpaca",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 14056,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "Use only the synthetic documents in the user message. Cite every factual claim as [CITE:DOC/line]. If the requested fact is absent or contradictory, begin with ABSTAIN: and cite the evidence gap. Never use current-world knowledge."
},
{
"role": "user",
"content": ... | {
"layer": "distillation",
"domain": "grounded_long_context",
"subdomain": null,
"task_type": null,
"source": "k3_grounded_long_context",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 10406,
"origin": "omnifrontier:distillation"
} |
[
{
"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."
},
{
"role": "user",
"content": "Write code ... | {
"layer": "distillation",
"domain": "code",
"subdomain": null,
"task_type": null,
"source": "CodeAlpaca",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 4123,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "You are a helpful, precise assistant. Follow instructions exactly.\n\nFormat your response as:\n<think>\n[Understand what is being asked. Identify constraints and requirements.\nPlan your response structure.]\n</think>\n\n[Your complete, well-structured response following all... | {
"layer": "distillation",
"domain": "instruction",
"subdomain": null,
"task_type": null,
"source": "Dolly",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 4279,
"origin": "omnifrontier:distillation"
} |
[
{
"role": "system",
"content": "Use only the synthetic documents in the user message. Cite every factual claim as [CITE:DOC/line]. If the requested fact is absent or contradictory, begin with ABSTAIN: and cite the evidence gap. Never use current-world knowledge."
},
{
"role": "user",
"content": ... | {
"layer": "distillation",
"domain": "grounded_long_context",
"subdomain": null,
"task_type": null,
"source": "k3_grounded_long_context",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 23549,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "MATH/algebra",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1196,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
"domain": "math",
"subdomain": null,
"task_type": null,
"source": "MetaMathQA",
"teacher": null,
"n_tool_calls": null,
"verified": false,
"chars": 1321,
"origin": "omnifrontier:distillation"
} |
[
{
"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 st... | {
"layer": "distillation",
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End of preview.
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
Alien SI Frontier — v3
Alien SI 27B training corpus · author: Barbu Mario Mihael
728,814 examples · 1.98 GB · 15 layers · offensive security, exploit engineering, agentic trajectories
Refusal audit — three stages
This release contains zero alignment refusals. Verified, not assumed.
| Stage | Method | Result |
|---|---|---|
| 1 | Regex tier-1 + tier-2 | 82 removed |
| 2 | LLM classifier, 2 passes (DeepSeek) | 1,190 candidates → 161 flagged → 54 alignment removed, 100 capability kept |
| 3 | Manual inspection of residue | 2 removed, 8 confirmed legitimate |
Total removed: 138
Why two-pass matters
A naive filter removes "I can't compile and run code, but here is the expected output" — that's capability, not refusal. Removing it teaches the model to lie about what it can do.
Pass 2 separates:
- alignment (removed): "I won't define a function that promotes state censorship", "I will not provide formulas as that could enable harmful purposes", "I do not feel comfortable…", "for educational purposes only" safety fences
- capability (kept): "I can't generate a reCAPTCHA key — those are issued by Google's servers"
Augmentation — v3 additions
220 synthesized examples targeting the corpus's real gaps, generated by a frontier professor model:
- aug_adversary (60) — multi-phase adversary emulation: Kerberoasting, DCSync, ADCS ESC1/ESC8, RBCD, NTLM coercion, BYOVD, container escape, cloud IMDS, OAuth replay. Each with exact commands, tool outputs, detection gaps.
- aug_exploit (60) — exploit development from primitive to reliable weaponization: heap overflow, UAF, type confusion, format string. Gadget derivation, mitigation bypass, reliability analysis.
- aug_reasoning (60) — explicit offensive reasoning in
<think>blocks: enumerate ≥4 paths, cost/detection tradeoff, failure modes. Addresses the 186 reasoning traces gap in v2. - aug_web3d (40) — WebGL/WebGPU side channels, SDR keyfob reverse engineering, drone telemetry, GPS spoofing detection.
Layers
pentest402,654coding202,279distillation55,818cyber_security35,449web3d_sdr20,605reverse_engineering2,682cve1,655mitre686reasoning_si568atomic_red_team270apt_analysis105aug_adversary59aug_reasoning59aug_exploit59aug_web3d39
Format
{"messages": [{"role":"system","content":"..."},{"role":"user","content":"..."},{"role":"assistant","content":"..."}],
"meta": {"layer":"...","source":"...","author":"Barbu Mario Mihael"}}
Load
from datasets import load_dataset
ds = load_dataset("Frontiers/alien-si-frontier-v2")
Integrity
SHA-256 in MANIFEST.json. Verified post-upload against remote blob hashes.
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