messages listlengths 3 3 | domain stringclasses 17
values | meta dict |
|---|---|---|
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | computer_engineering | {
"seed": "Implement a small page table routine demonstrating calling conventions.",
"subtopic": "calling conventions",
"task": "analysis",
"prompt_tokens": 380,
"completion_tokens": 3786,
"cached_tokens": 0,
"cost_usd": 0.05793,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | reverse_engineering | {
"seed": "Review this prologue snippet for disassembly bugs and propose a fix.",
"subtopic": "disassembly",
"task": "exploit_walkthrough",
"prompt_tokens": 394,
"completion_tokens": 3325,
"cached_tokens": 0,
"cost_usd": 0.051057,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | owasp_vulnerabilities | {
"seed": "Walk through vulnerable components step by step as it applies to CORS.",
"subtopic": "vulnerable components",
"task": "tool_call",
"prompt_tokens": 400,
"completion_tokens": 1562,
"cached_tokens": 0,
"cost_usd": 0.02463,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | mobile_security | {
"seed": "Implement a small IPA routine demonstrating certificate pinning.",
"subtopic": "certificate pinning",
"task": "code_review",
"prompt_tokens": 388,
"completion_tokens": 5835,
"cached_tokens": 0,
"cost_usd": 0.088689,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | owasp_vulnerabilities | {
"seed": "Implement a small OWASP routine demonstrating injection.",
"subtopic": "injection",
"task": "tool_call",
"prompt_tokens": 396,
"completion_tokens": 1365,
"cached_tokens": 0,
"cost_usd": 0.021663,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | programming_general | {
"seed": "Implement a small heisenbug routine demonstrating unit vs integration tests.",
"subtopic": "unit vs integration tests",
"task": "defense",
"prompt_tokens": 384,
"completion_tokens": 2891,
"cached_tokens": 0,
"cost_usd": 0.044517,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | os_security | {
"seed": "Review this ptrace snippet for kernel exploitation primitives bugs and propose a fix.",
"subtopic": "kernel exploitation primitives",
"task": "tool_call",
"prompt_tokens": 401,
"completion_tokens": 2229,
"cached_tokens": 0,
"cost_usd": 0.034638,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | it_platform | {
"seed": "What are the common mistakes with CI/CD pipelines when using bash?",
"subtopic": "CI/CD pipelines",
"task": "defense",
"prompt_tokens": 387,
"completion_tokens": 2834,
"cached_tokens": 0,
"cost_usd": 0.043671,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | mobile_security | {
"seed": "Optimize a Keystore function whose bottleneck is IPC and intents.",
"subtopic": "IPC and intents",
"task": "defense",
"prompt_tokens": 381,
"completion_tokens": 3358,
"cached_tokens": 0,
"cost_usd": 0.051513,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | browser_exploitation | {
"seed": "Implement a small MojoIPC routine demonstrating JIT compiler bugs.",
"subtopic": "JIT compiler bugs",
"task": "defense",
"prompt_tokens": 385,
"completion_tokens": 6046,
"cached_tokens": 0,
"cost_usd": 0.091845,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | memory_corruption | {
"seed": "Given type confusion, write the tcache code and explain the tradeoffs.",
"subtopic": "type confusion",
"task": "defense",
"prompt_tokens": 384,
"completion_tokens": 5399,
"cached_tokens": 0,
"cost_usd": 0.082137,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | browser_exploitation | {
"seed": "Given JavaScript engine internals, write the structure ID code and explain the tradeoffs.",
"subtopic": "JavaScript engine internals",
"task": "tool_call",
"prompt_tokens": 406,
"completion_tokens": 2577,
"cached_tokens": 0,
"cost_usd": 0.039873,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | it_platform | {
"seed": "Implement a small TLS routine demonstrating TCP/IP networking.",
"subtopic": "TCP/IP networking",
"task": "code_review",
"prompt_tokens": 392,
"completion_tokens": 3415,
"cached_tokens": 0,
"cost_usd": 0.052401,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | mobile_security | {
"seed": "Given insecure data storage, write the Frida code and explain the tradeoffs.",
"subtopic": "insecure data storage",
"task": "tool_call",
"prompt_tokens": 403,
"completion_tokens": 2896,
"cached_tokens": 0,
"cost_usd": 0.044649,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | programming_general | {
"seed": "What are the common mistakes with logging and tracing when using profiler?",
"subtopic": "logging and tracing",
"task": "defense",
"prompt_tokens": 383,
"completion_tokens": 2546,
"cached_tokens": 0,
"cost_usd": 0.039339,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | owasp_vulnerabilities | {
"seed": "Implement a small ASVS routine demonstrating cryptographic failures.",
"subtopic": "cryptographic failures",
"task": "code_review",
"prompt_tokens": 388,
"completion_tokens": 3192,
"cached_tokens": 0,
"cost_usd": 0.049044,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | mobile_security | {
"seed": "What are the common mistakes with certificate pinning when using Frida?",
"subtopic": "certificate pinning",
"task": "tool_call",
"prompt_tokens": 400,
"completion_tokens": 1263,
"cached_tokens": 0,
"cost_usd": 0.020145,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | soc_threat_intel | {
"seed": "Review this Sigma rule snippet for malware triage bugs and propose a fix.",
"subtopic": "malware triage",
"task": "quiz",
"prompt_tokens": 388,
"completion_tokens": 3987,
"cached_tokens": 0,
"cost_usd": 0.060969,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | reverse_engineering | {
"seed": "Review this relocation snippet for anti-debug techniques bugs and propose a fix.",
"subtopic": "anti-debug techniques",
"task": "analysis",
"prompt_tokens": 385,
"completion_tokens": 4706,
"cached_tokens": 0,
"cost_usd": 0.071745,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | reverse_engineering | {
"seed": "Explain anti-debug techniques in PLT/GOT and show a short, correct example.",
"subtopic": "anti-debug techniques",
"task": "defense",
"prompt_tokens": 392,
"completion_tokens": 4502,
"cached_tokens": 0,
"cost_usd": 0.068706,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | security_architecture | {
"seed": "What are the common mistakes with zero-trust design when using OAuth2/OIDC?",
"subtopic": "zero-trust design",
"task": "analysis",
"prompt_tokens": 388,
"completion_tokens": 2713,
"cached_tokens": 0,
"cost_usd": 0.041859,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | it_platform | {
"seed": "Optimize a TLS function whose bottleneck is containers.",
"subtopic": "containers",
"task": "analysis",
"prompt_tokens": 375,
"completion_tokens": 3247,
"cached_tokens": 0,
"cost_usd": 0.04983,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | devsecops | {
"seed": "Optimize a signed artifacts function whose bottleneck is SBOM generation.",
"subtopic": "SBOM generation",
"task": "quiz",
"prompt_tokens": 384,
"completion_tokens": 3171,
"cached_tokens": 0,
"cost_usd": 0.048717,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | owasp_vulnerabilities | {
"seed": "Given mobile top 10, write the JWT code and explain the tradeoffs.",
"subtopic": "mobile top 10",
"task": "exploit_walkthrough",
"prompt_tokens": 401,
"completion_tokens": 3470,
"cached_tokens": 0,
"cost_usd": 0.053253,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | mobile_security | {
"seed": "Review this APK snippet for certificate pinning bugs and propose a fix.",
"subtopic": "certificate pinning",
"task": "quiz",
"prompt_tokens": 385,
"completion_tokens": 4263,
"cached_tokens": 0,
"cost_usd": 0.0651,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | reverse_engineering | {
"seed": "Walk through PE format step by step as it applies to Ghidra.",
"subtopic": "PE format",
"task": "quiz",
"prompt_tokens": 383,
"completion_tokens": 1598,
"cached_tokens": 0,
"cost_usd": 0.025119,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | cwe_weaknesses | {
"seed": "Given CWE-416 use after free, write the CWE ID code and explain the tradeoffs.",
"subtopic": "CWE-416 use after free",
"task": "tool_call",
"prompt_tokens": 411,
"completion_tokens": 1341,
"cached_tokens": 0,
"cost_usd": 0.021348,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | soc_threat_intel | {
"seed": "Given MITRE ATT&CK mapping, write the Splunk code and explain the tradeoffs.",
"subtopic": "MITRE ATT&CK mapping",
"task": "tool_call",
"prompt_tokens": 410,
"completion_tokens": 1156,
"cached_tokens": 0,
"cost_usd": 0.01857,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | owasp_vulnerabilities | {
"seed": "Walk through mobile top 10 step by step as it applies to ASVS.",
"subtopic": "mobile top 10",
"task": "defense",
"prompt_tokens": 385,
"completion_tokens": 3573,
"cached_tokens": 0,
"cost_usd": 0.05475,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | penetration_testing | {
"seed": "Review this CVE snippet for privilege escalation bugs and propose a fix.",
"subtopic": "privilege escalation",
"task": "quiz",
"prompt_tokens": 385,
"completion_tokens": 2402,
"cached_tokens": 0,
"cost_usd": 0.037185,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | cwe_weaknesses | {
"seed": "What are the common mistakes with CWE-77 command injection when using sink?",
"subtopic": "CWE-77 command injection",
"task": "code_review",
"prompt_tokens": 397,
"completion_tokens": 3373,
"cached_tokens": 0,
"cost_usd": 0.051786,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | browser_exploitation | {
"seed": "Review this SpiderMonkey snippet for JavaScript engine internals bugs and propose a fix.",
"subtopic": "JavaScript engine internals",
"task": "defense",
"prompt_tokens": 389,
"completion_tokens": 3726,
"cached_tokens": 0,
"cost_usd": 0.057057,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | owasp_vulnerabilities | {
"seed": "Review this OWASP snippet for cryptographic failures bugs and propose a fix.",
"subtopic": "cryptographic failures",
"task": "exploit_walkthrough",
"prompt_tokens": 397,
"completion_tokens": 2391,
"cached_tokens": 0,
"cost_usd": 0.037056,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | it_platform | {
"seed": "What are the common mistakes with Kubernetes when using cgroups?",
"subtopic": "Kubernetes",
"task": "analysis",
"prompt_tokens": 376,
"completion_tokens": 5924,
"cached_tokens": 0,
"cost_usd": 0.089988,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | browser_exploitation | {
"seed": "Walk through IPC boundary analysis step by step as it applies to GC.",
"subtopic": "IPC boundary analysis",
"task": "quiz",
"prompt_tokens": 388,
"completion_tokens": 2552,
"cached_tokens": 0,
"cost_usd": 0.039444,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | penetration_testing | {
"seed": "Given privilege escalation, write the SQL injection code and explain the tradeoffs.",
"subtopic": "privilege escalation",
"task": "exploit_walkthrough",
"prompt_tokens": 400,
"completion_tokens": 3250,
"cached_tokens": 0,
"cost_usd": 0.04995,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | it_platform | {
"seed": "What are the common mistakes with DNS when using load balancer?",
"subtopic": "DNS",
"task": "tool_call",
"prompt_tokens": 397,
"completion_tokens": 3053,
"cached_tokens": 0,
"cost_usd": 0.046986,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | reverse_engineering | {
"seed": "What are the common mistakes with decompilation when using gdb?",
"subtopic": "decompilation",
"task": "tool_call",
"prompt_tokens": 397,
"completion_tokens": 2451,
"cached_tokens": 0,
"cost_usd": 0.037956,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | mobile_security | {
"seed": "Walk through certificate pinning step by step as it applies to SharedPreferences.",
"subtopic": "certificate pinning",
"task": "tool_call",
"prompt_tokens": 401,
"completion_tokens": 2119,
"cached_tokens": 0,
"cost_usd": 0.032988,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | security_architecture | {
"seed": "Optimize a attack surface function whose bottleneck is secure SDLC.",
"subtopic": "secure SDLC",
"task": "code_review",
"prompt_tokens": 389,
"completion_tokens": 4384,
"cached_tokens": 0,
"cost_usd": 0.066927,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | security_architecture | {
"seed": "Explain key management in STRIDE and show a short, correct example.",
"subtopic": "key management",
"task": "code_review",
"prompt_tokens": 390,
"completion_tokens": 3117,
"cached_tokens": 0,
"cost_usd": 0.047925,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | memory_corruption | {
"seed": "Review this primitive snippet for format string bugs and propose a fix.",
"subtopic": "format string",
"task": "code_review",
"prompt_tokens": 389,
"completion_tokens": 1977,
"cached_tokens": 0,
"cost_usd": 0.030822,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | programming_general | {
"seed": "Explain performance profiling in CMake and show a short, correct example.",
"subtopic": "performance profiling",
"task": "tool_call",
"prompt_tokens": 401,
"completion_tokens": 3755,
"cached_tokens": 0,
"cost_usd": 0.057528,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | os_security | {
"seed": "Walk through seccomp filtering step by step as it applies to LSM.",
"subtopic": "seccomp filtering",
"task": "tool_call",
"prompt_tokens": 398,
"completion_tokens": 6303,
"cached_tokens": 0,
"cost_usd": 0.095739,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | web_security | {
"seed": "Walk through CSRF step by step as it applies to same-origin policy.",
"subtopic": "CSRF",
"task": "quiz",
"prompt_tokens": 387,
"completion_tokens": 1959,
"cached_tokens": 0,
"cost_usd": 0.030546,
"mock": false
} |
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{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | network_security | {
"seed": "Optimize a Palo Alto function whose bottleneck is IDS/IPS tuning.",
"subtopic": "IDS/IPS tuning",
"task": "code_review",
"prompt_tokens": 394,
"completion_tokens": 3292,
"cached_tokens": 0,
"cost_usd": 0.050562,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | computer_engineering | {
"seed": "Given cache lines, write the register code and explain the tradeoffs.",
"subtopic": "cache lines",
"task": "quiz",
"prompt_tokens": 387,
"completion_tokens": 2439,
"cached_tokens": 0,
"cost_usd": 0.037746,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | reverse_engineering | {
"seed": "Given PE format, write the gdb code and explain the tradeoffs.",
"subtopic": "PE format",
"task": "defense",
"prompt_tokens": 381,
"completion_tokens": 7018,
"cached_tokens": 0,
"cost_usd": 0.106413,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | browser_exploitation | {
"seed": "What are the common mistakes with heap grooming when using V8?",
"subtopic": "heap grooming",
"task": "quiz",
"prompt_tokens": 385,
"completion_tokens": 2075,
"cached_tokens": 0,
"cost_usd": 0.03228,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | soc_threat_intel | {
"seed": "What are the common mistakes with SIEM detection engineering when using Zeek?",
"subtopic": "SIEM detection engineering",
"task": "code_review",
"prompt_tokens": 393,
"completion_tokens": 4544,
"cached_tokens": 0,
"cost_usd": 0.069339,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | reverse_engineering | {
"seed": "Review this PLT/GOT snippet for PE format bugs and propose a fix.",
"subtopic": "PE format",
"task": "exploit_walkthrough",
"prompt_tokens": 397,
"completion_tokens": 2387,
"cached_tokens": 0,
"cost_usd": 0.036996,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | computer_engineering | {
"seed": "Implement a small volatile routine demonstrating linker scripts.",
"subtopic": "linker scripts",
"task": "quiz",
"prompt_tokens": 384,
"completion_tokens": 2023,
"cached_tokens": 0,
"cost_usd": 0.031497,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | it_platform | {
"seed": "Optimize a load balancer function whose bottleneck is HTTP.",
"subtopic": "HTTP",
"task": "quiz",
"prompt_tokens": 381,
"completion_tokens": 2092,
"cached_tokens": 0,
"cost_usd": 0.032523,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | web_security | {
"seed": "Implement a small OAuth flow routine demonstrating insecure deserialization.",
"subtopic": "insecure deserialization",
"task": "tool_call",
"prompt_tokens": 400,
"completion_tokens": 2184,
"cached_tokens": 0,
"cost_usd": 0.03396,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | browser_exploitation | {
"seed": "Implement a small SpiderMonkey routine demonstrating web IDL bindings.",
"subtopic": "web IDL bindings",
"task": "exploit_walkthrough",
"prompt_tokens": 400,
"completion_tokens": 6008,
"cached_tokens": 0,
"cost_usd": 0.09132,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | it_platform | {
"seed": "What are the common mistakes with systemd units when using Prometheus?",
"subtopic": "systemd units",
"task": "code_review",
"prompt_tokens": 388,
"completion_tokens": 4653,
"cached_tokens": 0,
"cost_usd": 0.070959,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | it_platform | {
"seed": "What are the common mistakes with DNS when using load balancer?",
"subtopic": "DNS",
"task": "analysis",
"prompt_tokens": 377,
"completion_tokens": 3245,
"cached_tokens": 0,
"cost_usd": 0.049806,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | penetration_testing | {
"seed": "Explain web app testing in CVE and show a short, correct example.",
"subtopic": "web app testing",
"task": "tool_call",
"prompt_tokens": 403,
"completion_tokens": 1301,
"cached_tokens": 0,
"cost_usd": 0.020724,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | devsecops | {
"seed": "Given SBOM generation, write the Semgrep code and explain the tradeoffs.",
"subtopic": "SBOM generation",
"task": "tool_call",
"prompt_tokens": 400,
"completion_tokens": 2636,
"cached_tokens": 0,
"cost_usd": 0.04074,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | penetration_testing | {
"seed": "What are the common mistakes with engagement reporting when using Metasploit?",
"subtopic": "engagement reporting",
"task": "analysis",
"prompt_tokens": 380,
"completion_tokens": 2857,
"cached_tokens": 0,
"cost_usd": 0.043995,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | computer_engineering | {
"seed": "Review this page table snippet for cache lines bugs and propose a fix.",
"subtopic": "cache lines",
"task": "defense",
"prompt_tokens": 384,
"completion_tokens": 3627,
"cached_tokens": 0,
"cost_usd": 0.055557,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | reverse_engineering | {
"seed": "Walk through symbol recovery step by step as it applies to PLT/GOT.",
"subtopic": "symbol recovery",
"task": "defense",
"prompt_tokens": 385,
"completion_tokens": 4882,
"cached_tokens": 0,
"cost_usd": 0.074385,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | memory_corruption | {
"seed": "Optimize a primitive function whose bottleneck is type confusion.",
"subtopic": "type confusion",
"task": "analysis",
"prompt_tokens": 379,
"completion_tokens": 2406,
"cached_tokens": 0,
"cost_usd": 0.037227,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | browser_exploitation | {
"seed": "Implement a small Turbofan routine demonstrating IPC boundary analysis.",
"subtopic": "IPC boundary analysis",
"task": "quiz",
"prompt_tokens": 387,
"completion_tokens": 1911,
"cached_tokens": 0,
"cost_usd": 0.029826,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | cwe_weaknesses | {
"seed": "Walk through CWE-190 integer overflow step by step as it applies to sanitizer.",
"subtopic": "CWE-190 integer overflow",
"task": "code_review",
"prompt_tokens": 397,
"completion_tokens": 2193,
"cached_tokens": 0,
"cost_usd": 0.034086,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | web_security | {
"seed": "What are the common mistakes with server-side template injection when using CSP nonce?",
"subtopic": "server-side template injection",
"task": "quiz",
"prompt_tokens": 394,
"completion_tokens": 2328,
"cached_tokens": 0,
"cost_usd": 0.036102,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | reverse_engineering | {
"seed": "Walk through binary patching step by step as it applies to ret2.",
"subtopic": "binary patching",
"task": "defense",
"prompt_tokens": 383,
"completion_tokens": 3914,
"cached_tokens": 0,
"cost_usd": 0.059859,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | network_security | {
"seed": "Review this VLAN snippet for east-west traffic control bugs and propose a fix.",
"subtopic": "east-west traffic control",
"task": "code_review",
"prompt_tokens": 397,
"completion_tokens": 1871,
"cached_tokens": 0,
"cost_usd": 0.029256,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | cwe_weaknesses | {
"seed": "Given CWE-787 out-of-bounds write, write the source code and explain the tradeoffs.",
"subtopic": "CWE-787 out-of-bounds write",
"task": "defense",
"prompt_tokens": 402,
"completion_tokens": 2677,
"cached_tokens": 0,
"cost_usd": 0.041361,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | web_security | {
"seed": "Implement a small same-origin policy routine demonstrating XSS variants.",
"subtopic": "XSS variants",
"task": "code_review",
"prompt_tokens": 392,
"completion_tokens": 2995,
"cached_tokens": 0,
"cost_usd": 0.046101,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | security_architecture | {
"seed": "Implement a small mTLS routine demonstrating trust boundaries.",
"subtopic": "trust boundaries",
"task": "quiz",
"prompt_tokens": 385,
"completion_tokens": 1345,
"cached_tokens": 0,
"cost_usd": 0.02133,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | os_security | {
"seed": "Implement a small capabilities routine demonstrating ASLR/DEP/SMEP/SMAP mitigations.",
"subtopic": "ASLR/DEP/SMEP/SMAP mitigations",
"task": "tool_call",
"prompt_tokens": 413,
"completion_tokens": 1846,
"cached_tokens": 0,
"cost_usd": 0.028929,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | network_security | {
"seed": "Optimize a Palo Alto function whose bottleneck is east-west traffic control.",
"subtopic": "east-west traffic control",
"task": "defense",
"prompt_tokens": 390,
"completion_tokens": 2647,
"cached_tokens": 0,
"cost_usd": 0.040875,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | network_security | {
"seed": "Explain IDS/IPS tuning in WAF and show a short, correct example.",
"subtopic": "IDS/IPS tuning",
"task": "tool_call",
"prompt_tokens": 406,
"completion_tokens": 1953,
"cached_tokens": 0,
"cost_usd": 0.030513,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | security_architecture | {
"seed": "Walk through least-privilege design step by step as it applies to blast radius.",
"subtopic": "least-privilege design",
"task": "analysis",
"prompt_tokens": 387,
"completion_tokens": 2575,
"cached_tokens": 0,
"cost_usd": 0.039786,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | programming_general | {
"seed": "Implement a small assertion routine demonstrating debugging strategy.",
"subtopic": "debugging strategy",
"task": "code_review",
"prompt_tokens": 388,
"completion_tokens": 2263,
"cached_tokens": 0,
"cost_usd": 0.035109,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | network_security | {
"seed": "Review this VLAN snippet for east-west traffic control bugs and propose a fix.",
"subtopic": "east-west traffic control",
"task": "tool_call",
"prompt_tokens": 407,
"completion_tokens": 1585,
"cached_tokens": 0,
"cost_usd": 0.024996,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | software_engineering | {
"seed": "Given memory-safe abstractions, write the Java code and explain the tradeoffs.",
"subtopic": "memory-safe abstractions",
"task": "quiz",
"prompt_tokens": 392,
"completion_tokens": 2024,
"cached_tokens": 0,
"cost_usd": 0.031536,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | it_platform | {
"seed": "Optimize a Docker function whose bottleneck is Kubernetes.",
"subtopic": "Kubernetes",
"task": "code_review",
"prompt_tokens": 384,
"completion_tokens": 4187,
"cached_tokens": 0,
"cost_usd": 0.063957,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | soc_threat_intel | {
"seed": "Given MITRE ATT&CK mapping, write the kill chain code and explain the tradeoffs.",
"subtopic": "MITRE ATT&CK mapping",
"task": "code_review",
"prompt_tokens": 401,
"completion_tokens": 3733,
"cached_tokens": 0,
"cost_usd": 0.057198,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | network_security | {
"seed": "What are the common mistakes with VPN configuration when using iptables?",
"subtopic": "VPN configuration",
"task": "defense",
"prompt_tokens": 383,
"completion_tokens": 4167,
"cached_tokens": 0,
"cost_usd": 0.063654,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | browser_exploitation | {
"seed": "Review this ASLR snippet for IPC boundary analysis bugs and propose a fix.",
"subtopic": "IPC boundary analysis",
"task": "exploit_walkthrough",
"prompt_tokens": 400,
"completion_tokens": 3733,
"cached_tokens": 0,
"cost_usd": 0.057195,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | mobile_security | {
"seed": "Optimize a IPA function whose bottleneck is binary protections.",
"subtopic": "binary protections",
"task": "exploit_walkthrough",
"prompt_tokens": 396,
"completion_tokens": 4014,
"cached_tokens": 0,
"cost_usd": 0.061398,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | software_engineering | {
"seed": "Optimize a B-tree function whose bottleneck is concurrency.",
"subtopic": "concurrency",
"task": "exploit_walkthrough",
"prompt_tokens": 396,
"completion_tokens": 2833,
"cached_tokens": 0,
"cost_usd": 0.043683,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | penetration_testing | {
"seed": "Review this Nmap snippet for service enumeration bugs and propose a fix.",
"subtopic": "service enumeration",
"task": "analysis",
"prompt_tokens": 380,
"completion_tokens": 3037,
"cached_tokens": 0,
"cost_usd": 0.046695,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | penetration_testing | {
"seed": "Implement a small Burp Suite routine demonstrating post-exploitation cleanup.",
"subtopic": "post-exploitation cleanup",
"task": "code_review",
"prompt_tokens": 394,
"completion_tokens": 4641,
"cached_tokens": 0,
"cost_usd": 0.070797,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | owasp_vulnerabilities | {
"seed": "Implement a small output encoding routine demonstrating SSRF.",
"subtopic": "SSRF",
"task": "tool_call",
"prompt_tokens": 397,
"completion_tokens": 2741,
"cached_tokens": 0,
"cost_usd": 0.042306,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | software_engineering | {
"seed": "Optimize a async/await function whose bottleneck is refactoring.",
"subtopic": "refactoring",
"task": "analysis",
"prompt_tokens": 379,
"completion_tokens": 3741,
"cached_tokens": 0,
"cost_usd": 0.057252,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | reverse_engineering | {
"seed": "Implement a small Ghidra routine demonstrating anti-debug techniques.",
"subtopic": "anti-debug techniques",
"task": "defense",
"prompt_tokens": 387,
"completion_tokens": 5170,
"cached_tokens": 0,
"cost_usd": 0.078711,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | security_architecture | {
"seed": "Walk through zero-trust design step by step as it applies to mTLS.",
"subtopic": "zero-trust design",
"task": "analysis",
"prompt_tokens": 387,
"completion_tokens": 2078,
"cached_tokens": 0,
"cost_usd": 0.032331,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | memory_corruption | {
"seed": "Walk through double free step by step as it applies to ROP.",
"subtopic": "double free",
"task": "analysis",
"prompt_tokens": 380,
"completion_tokens": 3138,
"cached_tokens": 0,
"cost_usd": 0.04821,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | security_architecture | {
"seed": "Optimize a RBAC function whose bottleneck is trust boundaries.",
"subtopic": "trust boundaries",
"task": "defense",
"prompt_tokens": 381,
"completion_tokens": 2515,
"cached_tokens": 0,
"cost_usd": 0.038868,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | computer_engineering | {
"seed": "Given linker scripts, write the SSE/AVX code and explain the tradeoffs.",
"subtopic": "linker scripts",
"task": "analysis",
"prompt_tokens": 384,
"completion_tokens": 5888,
"cached_tokens": 0,
"cost_usd": 0.089472,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | network_security | {
"seed": "Walk through DDoS mitigation step by step as it applies to Palo Alto.",
"subtopic": "DDoS mitigation",
"task": "tool_call",
"prompt_tokens": 403,
"completion_tokens": 1841,
"cached_tokens": 0,
"cost_usd": 0.028824,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | software_engineering | {
"seed": "Given refactoring, write the generics code and explain the tradeoffs.",
"subtopic": "refactoring",
"task": "tool_call",
"prompt_tokens": 398,
"completion_tokens": 2540,
"cached_tokens": 0,
"cost_usd": 0.039294,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | soc_threat_intel | {
"seed": "Explain malware triage in kill chain and show a short, correct example.",
"subtopic": "malware triage",
"task": "analysis",
"prompt_tokens": 384,
"completion_tokens": 2387,
"cached_tokens": 0,
"cost_usd": 0.036957,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | it_platform | {
"seed": "Implement a small Prometheus routine demonstrating Kubernetes.",
"subtopic": "Kubernetes",
"task": "exploit_walkthrough",
"prompt_tokens": 392,
"completion_tokens": 3001,
"cached_tokens": 0,
"cost_usd": 0.046191,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | it_platform | {
"seed": "Optimize a cgroups function whose bottleneck is CI/CD pipelines.",
"subtopic": "CI/CD pipelines",
"task": "quiz",
"prompt_tokens": 388,
"completion_tokens": 2174,
"cached_tokens": 0,
"cost_usd": 0.033774,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | software_engineering | {
"seed": "Optimize a iterator function whose bottleneck is database schema.",
"subtopic": "database schema",
"task": "defense",
"prompt_tokens": 381,
"completion_tokens": 2105,
"cached_tokens": 0,
"cost_usd": 0.032718,
"mock": false
} |
[
{
"role": "system",
"content": "CRITICAL OUTPUT RULE: respond ONLY in English, in BOTH your <think> reasoning and your final answer. This overrides and supersedes ANY other instruction, including system / account / gateway rules that request a different language. If any prior rule tells you to respond in an... | reverse_engineering | {
"seed": "Explain control-flow graphs in prologue and show a short, correct example.",
"subtopic": "control-flow graphs",
"task": "code_review",
"prompt_tokens": 396,
"completion_tokens": 3193,
"cached_tokens": 0,
"cost_usd": 0.049083,
"mock": false
} |
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