messages listlengths 3 3 | domain stringclasses 17
values | meta dict |
|---|---|---|
[
{
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"seed": "Walk through documentation step by step as it applies to race condition.",
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"task": "tool_call",
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"completion_tokens": 1239,
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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... | soc_threat_intel | {
"seed": "Explain malware triage in Splunk and show a short, correct example.",
"subtopic": "malware triage",
"task": "exploit_walkthrough",
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"completion_tokens": 1395,
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[
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"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": "Walk through design patterns step by step as it applies to hash map.",
"subtopic": "design patterns",
"task": "defense",
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"completion_tokens": 1625,
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[
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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... | web_security | {
"seed": "Explain XSS variants in cookie flags and show a short, correct example.",
"subtopic": "XSS variants",
"task": "defense",
"prompt_tokens": 385,
"completion_tokens": 1960,
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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... | soc_threat_intel | {
"seed": "Explain alert triage in EDR and show a short, correct example.",
"subtopic": "alert triage",
"task": "exploit_walkthrough",
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"completion_tokens": 1628,
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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... | computer_engineering | {
"seed": "What are the common mistakes with interrupt handlers when using inline asm?",
"subtopic": "interrupt handlers",
"task": "tool_call",
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"completion_tokens": 1910,
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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... | os_security | {
"seed": "What are the common mistakes with SELinux/AppArmor policy when using setuid?",
"subtopic": "SELinux/AppArmor policy",
"task": "tool_call",
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"completion_tokens": 1860,
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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... | memory_corruption | {
"seed": "Walk through stack buffer overflow step by step as it applies to GOT/PLT.",
"subtopic": "stack buffer overflow",
"task": "exploit_walkthrough",
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"completion_tokens": 1565,
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[
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"seed": "Optimize a addrof/fakeobj function whose bottleneck is isolate/heap layout.",
"subtopic": "isolate/heap layout",
"task": "tool_call",
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"completion_tokens": 1661,
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[
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"role": "system",
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"seed": "Explain alert triage in EDR and show a short, correct example.",
"subtopic": "alert triage",
"task": "analysis",
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"completion_tokens": 1906,
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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... | software_engineering | {
"seed": "What are the common mistakes with REST APIs when using Python?",
"subtopic": "REST APIs",
"task": "defense",
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"completion_tokens": 2433,
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[
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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... | programming_general | {
"seed": "Implement a small profiler routine demonstrating build systems.",
"subtopic": "build systems",
"task": "tool_call",
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"completion_tokens": 2766,
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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... | penetration_testing | {
"seed": "Implement a small reverse shell routine demonstrating exploitation fundamentals.",
"subtopic": "exploitation fundamentals",
"task": "analysis",
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"completion_tokens": 2266,
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[
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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... | web_security | {
"seed": "Walk through SSRF step by step as it applies to SameSite.",
"subtopic": "SSRF",
"task": "code_review",
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"completion_tokens": 2423,
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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... | security_architecture | {
"seed": "Given secure SDLC, write the mTLS code and explain the tradeoffs.",
"subtopic": "secure SDLC",
"task": "analysis",
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"completion_tokens": 2077,
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[
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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... | memory_corruption | {
"seed": "Given use-after-free, write the canary code and explain the tradeoffs.",
"subtopic": "use-after-free",
"task": "quiz",
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"completion_tokens": 2345,
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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... | os_security | {
"seed": "Review this SMEP snippet for credential protection bugs and propose a fix.",
"subtopic": "credential protection",
"task": "code_review",
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"completion_tokens": 2492,
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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... | cwe_weaknesses | {
"seed": "Review this exploitability snippet for CWE-352 CSRF bugs and propose a fix.",
"subtopic": "CWE-352 CSRF",
"task": "analysis",
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"completion_tokens": 2589,
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"seed": "Implement a small iptables routine demonstrating network segmentation.",
"subtopic": "network segmentation",
"task": "code_review",
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"completion_tokens": 2587,
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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... | programming_general | {
"seed": "Walk through documentation step by step as it applies to race condition.",
"subtopic": "documentation",
"task": "defense",
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"completion_tokens": 2530,
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{
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"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": "Review this profiler snippet for error handling bugs and propose a fix.",
"subtopic": "error handling",
"task": "exploit_walkthrough",
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"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 SharedPreferences snippet for IPC and intents bugs and propose a fix.",
"subtopic": "IPC and intents",
"task": "code_review",
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"completion_tokens": 3196,
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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... | soc_threat_intel | {
"seed": "What are the common mistakes with adversary TTP tracking when using YARA?",
"subtopic": "adversary TTP tracking",
"task": "defense",
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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... | owasp_vulnerabilities | {
"seed": "Walk through mobile top 10 step by step as it applies to input validation.",
"subtopic": "mobile top 10",
"task": "exploit_walkthrough",
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"completion_tokens": 2604,
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"seed": "Implement a small microsegmentation routine demonstrating firewall rule design.",
"subtopic": "firewall rule design",
"task": "code_review",
"prompt_tokens": 390,
"completion_tokens": 2868,
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"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 calling conventions, write the endianness code and explain the tradeoffs.",
"subtopic": "calling conventions",
"task": "defense",
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"completion_tokens": 2684,
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"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": "Review this TLS snippet for Linux administration bugs and propose a fix.",
"subtopic": "Linux administration",
"task": "code_review",
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"completion_tokens": 3417,
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"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 namespaces routine demonstrating DNS.",
"subtopic": "DNS",
"task": "exploit_walkthrough",
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"completion_tokens": 2425,
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"cost_usd": 0.037551,
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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... | owasp_vulnerabilities | {
"seed": "Walk through insecure design step by step as it applies to rate limiting.",
"subtopic": "insecure design",
"task": "defense",
"prompt_tokens": 384,
"completion_tokens": 2026,
"cached_tokens": 0,
"cost_usd": 0.031542,
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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... | browser_exploitation | {
"seed": "What are the common mistakes with JavaScript engine internals when using GC?",
"subtopic": "JavaScript engine internals",
"task": "analysis",
"prompt_tokens": 385,
"completion_tokens": 3015,
"cached_tokens": 0,
"cost_usd": 0.04638,
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[
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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... | software_engineering | {
"seed": "Walk through algorithms step by step as it applies to mutex.",
"subtopic": "algorithms",
"task": "tool_call",
"prompt_tokens": 397,
"completion_tokens": 1206,
"cached_tokens": 0,
"cost_usd": 0.019281,
"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... | it_platform | {
"seed": "Given shell scripting, write the Prometheus code and explain the tradeoffs.",
"subtopic": "shell scripting",
"task": "quiz",
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"completion_tokens": 3267,
"cached_tokens": 0,
"cost_usd": 0.05016,
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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... | memory_corruption | {
"seed": "What are the common mistakes with race-condition TOCTOU when using arbitrary write?",
"subtopic": "race-condition TOCTOU",
"task": "analysis",
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"completion_tokens": 3639,
"cached_tokens": 0,
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"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... | os_security | {
"seed": "Review this setuid snippet for syscall auditing bugs and propose a fix.",
"subtopic": "syscall auditing",
"task": "defense",
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"completion_tokens": 3631,
"cached_tokens": 0,
"cost_usd": 0.055608,
"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... | memory_corruption | {
"seed": "What are the common mistakes with format string when using canary?",
"subtopic": "format string",
"task": "exploit_walkthrough",
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"completion_tokens": 4282,
"cached_tokens": 0,
"cost_usd": 0.065421,
"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... | web_security | {
"seed": "Given insecure deserialization, write the SameSite code and explain the tradeoffs.",
"subtopic": "insecure deserialization",
"task": "code_review",
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"completion_tokens": 4305,
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"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": "What are the common mistakes with atomics and memory ordering when using register?",
"subtopic": "atomics and memory ordering",
"task": "analysis",
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"completion_tokens": 2550,
"cached_tokens": 0,
"cost_usd": 0.039399,
"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... | devsecops | {
"seed": "Explain CI/CD security gates in cosign and show a short, correct example.",
"subtopic": "CI/CD security gates",
"task": "tool_call",
"prompt_tokens": 407,
"completion_tokens": 1012,
"cached_tokens": 0,
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"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... | cwe_weaknesses | {
"seed": "Walk through CWE-502 unsafe deserialization step by step as it applies to sink.",
"subtopic": "CWE-502 unsafe deserialization",
"task": "analysis",
"prompt_tokens": 388,
"completion_tokens": 2612,
"cached_tokens": 0,
"cost_usd": 0.040344,
"mock": false
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"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": "What are the common mistakes with calling conventions when using volatile?",
"subtopic": "calling conventions",
"task": "quiz",
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"completion_tokens": 2150,
"cached_tokens": 0,
"cost_usd": 0.033405,
"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... | soc_threat_intel | {
"seed": "Review this diamond model snippet for MITRE ATT&CK mapping bugs and propose a fix.",
"subtopic": "MITRE ATT&CK mapping",
"task": "defense",
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"completion_tokens": 4020,
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"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... | cwe_weaknesses | {
"seed": "Review this CWE ID snippet for CWE-22 path traversal bugs and propose a fix.",
"subtopic": "CWE-22 path traversal",
"task": "code_review",
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"completion_tokens": 1459,
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"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": "Implement a small YARA routine demonstrating malware triage.",
"subtopic": "malware triage",
"task": "exploit_walkthrough",
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"completion_tokens": 1763,
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"seed": "Implement a small same-origin policy routine demonstrating prototype pollution.",
"subtopic": "prototype pollution",
"task": "quiz",
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"completion_tokens": 4816,
"cached_tokens": 0,
"cost_usd": 0.073404,
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"seed": "Implement a small iptables routine demonstrating egress filtering.",
"subtopic": "egress filtering",
"task": "tool_call",
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"completion_tokens": 1500,
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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... | web_security | {
"seed": "Optimize a OAuth flow function whose bottleneck is CSRF.",
"subtopic": "CSRF",
"task": "quiz",
"prompt_tokens": 383,
"completion_tokens": 2241,
"cached_tokens": 0,
"cost_usd": 0.034764,
"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": "Walk through API design step by step as it applies to linker.",
"subtopic": "API design",
"task": "code_review",
"prompt_tokens": 389,
"completion_tokens": 2942,
"cached_tokens": 0,
"cost_usd": 0.045297,
"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 ptrace routine demonstrating sandboxing.",
"subtopic": "sandboxing",
"task": "code_review",
"prompt_tokens": 384,
"completion_tokens": 3945,
"cached_tokens": 0,
"cost_usd": 0.060327,
"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 detection rules when using Suricata?",
"subtopic": "detection rules",
"task": "quiz",
"prompt_tokens": 387,
"completion_tokens": 1986,
"cached_tokens": 0,
"cost_usd": 0.030951,
"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 ring0 routine demonstrating sandboxing.",
"subtopic": "sandboxing",
"task": "analysis",
"prompt_tokens": 375,
"completion_tokens": 3701,
"cached_tokens": 0,
"cost_usd": 0.05664,
"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": "Given key management, write the PKI code and explain the tradeoffs.",
"subtopic": "key management",
"task": "code_review",
"prompt_tokens": 390,
"completion_tokens": 3800,
"cached_tokens": 0,
"cost_usd": 0.05817,
"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": "Implement a small Snyk routine demonstrating SAST and DAST.",
"subtopic": "SAST and DAST",
"task": "exploit_walkthrough",
"prompt_tokens": 394,
"completion_tokens": 1876,
"cached_tokens": 0,
"cost_usd": 0.029322,
"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": "quiz",
"prompt_tokens": 389,
"completion_tokens": 2430,
"cached_tokens": 0,
"cost_usd": 0.037617,
"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 rate limiting routine demonstrating injection.",
"subtopic": "injection",
"task": "tool_call",
"prompt_tokens": 397,
"completion_tokens": 2219,
"cached_tokens": 0,
"cost_usd": 0.034476,
"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": "Walk through type systems step by step as it applies to B-tree.",
"subtopic": "type systems",
"task": "quiz",
"prompt_tokens": 388,
"completion_tokens": 2980,
"cached_tokens": 0,
"cost_usd": 0.045864,
"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": "Explain bit manipulation in page table and show a short, correct example.",
"subtopic": "bit manipulation",
"task": "tool_call",
"prompt_tokens": 402,
"completion_tokens": 2493,
"cached_tokens": 0,
"cost_usd": 0.038601,
"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 kASLR snippet for syscall auditing bugs and propose a fix.",
"subtopic": "syscall auditing",
"task": "defense",
"prompt_tokens": 383,
"completion_tokens": 2423,
"cached_tokens": 0,
"cost_usd": 0.037494,
"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": "Review this async/await snippet for concurrency bugs and propose a fix.",
"subtopic": "concurrency",
"task": "defense",
"prompt_tokens": 383,
"completion_tokens": 2336,
"cached_tokens": 0,
"cost_usd": 0.036189,
"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": "Optimize a capabilities function whose bottleneck is kernel exploitation primitives.",
"subtopic": "kernel exploitation primitives",
"task": "analysis",
"prompt_tokens": 380,
"completion_tokens": 3288,
"cached_tokens": 0,
"cost_usd": 0.05046,
"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": "quiz",
"prompt_tokens": 390,
"completion_tokens": 5781,
"cached_tokens": 0,
"cost_usd": 0.087885,
"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 prototype pollution when using OAuth flow?",
"subtopic": "prototype pollution",
"task": "quiz",
"prompt_tokens": 387,
"completion_tokens": 3068,
"cached_tokens": 0,
"cost_usd": 0.047181,
"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-125 out-of-bounds read when using sink?",
"subtopic": "CWE-125 out-of-bounds read",
"task": "defense",
"prompt_tokens": 401,
"completion_tokens": 2868,
"cached_tokens": 0,
"cost_usd": 0.044223,
"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 grooming.",
"subtopic": "double free",
"task": "code_review",
"prompt_tokens": 389,
"completion_tokens": 3072,
"cached_tokens": 0,
"cost_usd": 0.047247,
"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 Metasploit snippet for network scanning bugs and propose a fix.",
"subtopic": "network scanning",
"task": "analysis",
"prompt_tokens": 380,
"completion_tokens": 3119,
"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... | devsecops | {
"seed": "Review this Semgrep snippet for policy as code bugs and propose a fix.",
"subtopic": "policy as code",
"task": "tool_call",
"prompt_tokens": 398,
"completion_tokens": 3467,
"cached_tokens": 0,
"cost_usd": 0.053199,
"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 ring0 snippet for kernel exploitation primitives bugs and propose a fix.",
"subtopic": "kernel exploitation primitives",
"task": "code_review",
"prompt_tokens": 390,
"completion_tokens": 2947,
"cached_tokens": 0,
"cost_usd": 0.045375,
"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": "Explain data structures in generics and show a short, correct example.",
"subtopic": "data structures",
"task": "code_review",
"prompt_tokens": 390,
"completion_tokens": 1916,
"cached_tokens": 0,
"cost_usd": 0.02991,
"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 renderer sandbox escape when using structure ID?",
"subtopic": "renderer sandbox escape",
"task": "defense",
"prompt_tokens": 387,
"completion_tokens": 3821,
"cached_tokens": 0,
"cost_usd": 0.058476,
"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 APK function whose bottleneck is Android Keystore.",
"subtopic": "Android Keystore",
"task": "quiz",
"prompt_tokens": 384,
"completion_tokens": 3390,
"cached_tokens": 0,
"cost_usd": 0.052002,
"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 principle of least privilege?",
"subtopic": "zero-trust design",
"task": "quiz",
"prompt_tokens": 393,
"completion_tokens": 1909,
"cached_tokens": 0,
"cost_usd": 0.029814,
"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 IDOR snippet for vulnerable components bugs and propose a fix.",
"subtopic": "vulnerable components",
"task": "tool_call",
"prompt_tokens": 400,
"completion_tokens": 1256,
"cached_tokens": 0,
"cost_usd": 0.02004,
"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": "Implement a small sink routine demonstrating CWE-79 cross-site scripting.",
"subtopic": "CWE-79 cross-site scripting",
"task": "code_review",
"prompt_tokens": 401,
"completion_tokens": 2665,
"cached_tokens": 0,
"cost_usd": 0.041178,
"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": "Explain JavaScript engine internals in V8 and show a short, correct example.",
"subtopic": "JavaScript engine internals",
"task": "quiz",
"prompt_tokens": 392,
"completion_tokens": 2297,
"cached_tokens": 0,
"cost_usd": 0.035631,
"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": "Walk through design patterns step by step as it applies to Rust.",
"subtopic": "design patterns",
"task": "tool_call",
"prompt_tokens": 400,
"completion_tokens": 2090,
"cached_tokens": 0,
"cost_usd": 0.03255,
"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": "Walk through SIEM detection engineering step by step as it applies to Suricata.",
"subtopic": "SIEM detection engineering",
"task": "code_review",
"prompt_tokens": 393,
"completion_tokens": 2930,
"cached_tokens": 0,
"cost_usd": 0.045129,
"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 adversary TTP tracking in EDR and show a short, correct example.",
"subtopic": "adversary TTP tracking",
"task": "exploit_walkthrough",
"prompt_tokens": 402,
"completion_tokens": 2539,
"cached_tokens": 0,
"cost_usd": 0.039291,
"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 plist?",
"subtopic": "certificate pinning",
"task": "tool_call",
"prompt_tokens": 400,
"completion_tokens": 1902,
"cached_tokens": 0,
"cost_usd": 0.02973,
"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 insecure data storage step by step as it applies to APK.",
"subtopic": "insecure data storage",
"task": "exploit_walkthrough",
"prompt_tokens": 400,
"completion_tokens": 1948,
"cached_tokens": 0,
"cost_usd": 0.03042,
"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": "What are the common mistakes with double free when using heap spray?",
"subtopic": "double free",
"task": "quiz",
"prompt_tokens": 387,
"completion_tokens": 2036,
"cached_tokens": 0,
"cost_usd": 0.031701,
"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": "Explain refactoring in iterator and show a short, correct example.",
"subtopic": "refactoring",
"task": "code_review",
"prompt_tokens": 388,
"completion_tokens": 2192,
"cached_tokens": 0,
"cost_usd": 0.034044,
"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": "Given trust boundaries, write the ABAC code and explain the tradeoffs.",
"subtopic": "trust boundaries",
"task": "defense",
"prompt_tokens": 384,
"completion_tokens": 2747,
"cached_tokens": 0,
"cost_usd": 0.042357,
"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": "Review this sink snippet for CSRF bugs and propose a fix.",
"subtopic": "CSRF",
"task": "exploit_walkthrough",
"prompt_tokens": 394,
"completion_tokens": 2611,
"cached_tokens": 0,
"cost_usd": 0.040347,
"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 API security top 10, write the CORS code and explain the tradeoffs.",
"subtopic": "API security top 10",
"task": "exploit_walkthrough",
"prompt_tokens": 403,
"completion_tokens": 2876,
"cached_tokens": 0,
"cost_usd": 0.044349,
"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 bash function whose bottleneck is Linux administration.",
"subtopic": "Linux administration",
"task": "defense",
"prompt_tokens": 380,
"completion_tokens": 3643,
"cached_tokens": 0,
"cost_usd": 0.055785,
"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 input validation snippet for broken access control bugs and propose a fix.",
"subtopic": "broken access control",
"task": "tool_call",
"prompt_tokens": 403,
"completion_tokens": 1992,
"cached_tokens": 0,
"cost_usd": 0.031089,
"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 ASLR/DEP/SMEP/SMAP mitigations step by step as it applies to cgroups.",
"subtopic": "ASLR/DEP/SMEP/SMAP mitigations",
"task": "defense",
"prompt_tokens": 397,
"completion_tokens": 2639,
"cached_tokens": 0,
"cost_usd": 0.040776,
"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": "Implement a small SLSA routine demonstrating container hardening.",
"subtopic": "container hardening",
"task": "exploit_walkthrough",
"prompt_tokens": 394,
"completion_tokens": 2348,
"cached_tokens": 0,
"cost_usd": 0.036402,
"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": "Walk through supply-chain integrity step by step as it applies to Snyk.",
"subtopic": "supply-chain integrity",
"task": "defense",
"prompt_tokens": 387,
"completion_tokens": 2503,
"cached_tokens": 0,
"cost_usd": 0.038706,
"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 relocation routine demonstrating PE format.",
"subtopic": "PE format",
"task": "tool_call",
"prompt_tokens": 396,
"completion_tokens": 2272,
"cached_tokens": 0,
"cost_usd": 0.035268,
"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 calling conventions, write the endianness code and explain the tradeoffs.",
"subtopic": "calling conventions",
"task": "quiz",
"prompt_tokens": 387,
"completion_tokens": 1973,
"cached_tokens": 0,
"cost_usd": 0.030756,
"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-125 out-of-bounds read, write the taint code and explain the tradeoffs.",
"subtopic": "CWE-125 out-of-bounds read",
"task": "tool_call",
"prompt_tokens": 419,
"completion_tokens": 3715,
"cached_tokens": 0,
"cost_usd": 0.056982,
"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 addrof/fakeobj routine demonstrating heap grooming.",
"subtopic": "heap grooming",
"task": "quiz",
"prompt_tokens": 387,
"completion_tokens": 2501,
"cached_tokens": 0,
"cost_usd": 0.038676,
"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": "Given sandboxing, write the capabilities code and explain the tradeoffs.",
"subtopic": "sandboxing",
"task": "analysis",
"prompt_tokens": 377,
"completion_tokens": 3101,
"cached_tokens": 0,
"cost_usd": 0.047646,
"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": "Explain stack buffer overflow in ROP and show a short, correct example.",
"subtopic": "stack buffer overflow",
"task": "defense",
"prompt_tokens": 387,
"completion_tokens": 2507,
"cached_tokens": 0,
"cost_usd": 0.038766,
"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": "Implement a small Suricata routine demonstrating MITRE ATT&CK mapping.",
"subtopic": "MITRE ATT&CK mapping",
"task": "code_review",
"prompt_tokens": 397,
"completion_tokens": 3585,
"cached_tokens": 0,
"cost_usd": 0.054966,
"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": "Explain atomics and memory ordering in MMU and show a short, correct example.",
"subtopic": "atomics and memory ordering",
"task": "quiz",
"prompt_tokens": 389,
"completion_tokens": 1359,
"cached_tokens": 0,
"cost_usd": 0.021552,
"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": "Explain stack frames in endianness and show a short, correct example.",
"subtopic": "stack frames",
"task": "defense",
"prompt_tokens": 384,
"completion_tokens": 2700,
"cached_tokens": 0,
"cost_usd": 0.041652,
"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 lateral movement, write the reverse shell code and explain the tradeoffs.",
"subtopic": "lateral movement",
"task": "code_review",
"prompt_tokens": 392,
"completion_tokens": 3571,
"cached_tokens": 0,
"cost_usd": 0.054741,
"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": "What are the common mistakes with vulnerable components when using CSP?",
"subtopic": "vulnerable components",
"task": "tool_call",
"prompt_tokens": 400,
"completion_tokens": 1990,
"cached_tokens": 0,
"cost_usd": 0.03105,
"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 design patterns, write the Java code and explain the tradeoffs.",
"subtopic": "design patterns",
"task": "quiz",
"prompt_tokens": 387,
"completion_tokens": 1648,
"cached_tokens": 0,
"cost_usd": 0.025881,
"mock": false
} |
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