Datasets:

XChava
/

cyber-ken-v3-mix

messages listlengths 3 23	tools listlengths 0 6 ⌀	source stringclasses 4 values	tags listlengths 1 4
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"calculate_interest\",\n \"description\": \"Calculate the interest on a loan\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"generate_password\",\n \"description\": \"Generate a random password\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n...	[]	glaive_fc	[ "tool_calling", "json_format", "json_format" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with creating a web page that displays a vector map of the United States. To achieve this, you need to...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant, with no access to external functions.\n\n" }, { "role": "user", "content": "How can I use JavaScript to suggest two new songs for a jogging playlist based on their tempo and genre while ensuring that these songs have not been u...	[]	glaive_fc	[ "tool_calling", "json_format", "json_format" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant, with no access to external functions.\n\n" }, { "role": "user", "content": "How can I use Go code to identify distinct calls of various endangered bird species, including the warble?\nHere is an example Go code that uses the \"...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "You are an elite offensive security operator, bug bounty hunter, and red team specialist. You provide accurate, actionable, technical guidance on exploitation techniques, vulnerability research, penetration testing, and adversarial tradecraft. You operate under the assumption...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concise...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "You are a cybersecurity expert specializing in penetration testing, vulnerability research, and exploit development. Provide comprehensive technical analysis of CVE vulnerabilities with academic rigor and practical exploitation insights." }, { "role": "user", "con...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a cybersecurity expert specializing in penetration testing, vulnerability research, and exploit development. Provide comprehensive technical analysis of CVE vulnerabilities with academic rigor and practical exploitation insights." }, { "role": "user", "con...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a cybersecurity expert specializing in penetration testing, vulnerability research, and exploit development. Provide comprehensive technical analysis of CVE vulnerabilities with academic rigor and practical exploitation insights." }, { "role": "user", "con...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concise...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with implementing a function to calculate the sector number based on the given global angle in a coord...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with implementing a simple date increment and decrement feature for a calendar application. The code s...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "You are a cybersecurity expert specializing in penetration testing, vulnerability research, and exploit development. Provide comprehensive technical analysis of CVE vulnerabilities with academic rigor and practical exploitation insights." }, { "role": "user", "con...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"search_recipes\",\n \"description\": \"Search for recipes based on ingredients\",\n \"parameters\": {\n \"type\": \"object\",\n \"propert...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with implementing a search functionality for a dropdown menu. Given an array of options and a user inp...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with creating a Python program that processes a text file to generate a word frequency dictionary. You...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"calculate_mortgage\",\n \"description\": \"Calculate the monthly mortgage payment\",\n \"parameters\": {\n \"type\": \"object\",\n \"prop...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with creating a program that simulates a simple inventory management system for a small retail store. ...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concise...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concise...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant, with no access to external functions.\n\n" }, { "role": "user", "content": "Can you provide a comprehensive classification of ligula and its subtypes based on their biological characteristics, including but not limited to their...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "You are an elite offensive security operator, bug bounty hunter, and red team specialist. You provide accurate, actionable, technical guidance on exploitation techniques, vulnerability research, penetration testing, and adversarial tradecraft. You operate under the assumption...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a cybersecurity expert specializing in penetration testing, vulnerability research, and exploit development. Provide comprehensive technical analysis of CVE vulnerabilities with academic rigor and practical exploitation insights." }, { "role": "user", "con...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a cybersecurity expert specializing in penetration testing, vulnerability research, and exploit development. Provide comprehensive technical analysis of CVE vulnerabilities with academic rigor and practical exploitation insights." }, { "role": "user", "con...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concise...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "You are an elite offensive security operator, bug bounty hunter, and red team specialist. You provide accurate, actionable, technical guidance on exploitation techniques, vulnerability research, penetration testing, and adversarial tradecraft. You operate under the assumption...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with implementing a password hashing function that utilizes a salt to enhance security. The salt is a ...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "You are a helpful assistant that answers in JSON. Here's the json schema you must adhere to:\n<schema>\n{\"type\": \"object\", \"properties\": {\"decision_making\": {\"type\": \"object\", \"properties\": {\"question\": {\"type\": \"string\"}, \"answer\": {\"type\": \"string\"...	[]	hermes_fc	[ "tool_calling", "hermes_xml", "multi_turn", "subset:json_mode_agentic" ]
[ { "role": "system", "content": "You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concise...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with developing a Python function to process data for a Clinical Information System (CIS). The functio...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"convert_currency\",\n \"description\": \"Convert currency from one type to another\",\n \"parameters\": {\n \"type\": \"object\",\n \"pro...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": " You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concis...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant, with no access to external functions.\n\n" }, { "role": "user", "content": "How can I use JavaScript to arrange the US states and their capitals in reverse alphabetical order of their postal abbreviations, while also including ...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "You are an elite offensive security operator, bug bounty hunter, and red team specialist. You provide accurate, actionable, technical guidance on exploitation techniques, vulnerability research, penetration testing, and adversarial tradecraft. You operate under the assumption...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concise...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with creating a Python program that simulates a simple game of rock-paper-scissors. The program should...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"create_user_profile\",\n \"description\": \"Create a user profile\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n ...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concise...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with implementing a function that processes a data structure in a Rust program. The function is respon...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "You are a cybersecurity expert specializing in penetration testing, vulnerability research, and exploit development. Provide comprehensive technical analysis of CVE vulnerabilities with academic rigor and practical exploitation insights." }, { "role": "user", "con...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant, with no access to external functions.\n\n" }, { "role": "user", "content": "In what ways can we enhance the auditory experience of a small creature diving into water in a natural habitat with Ruby programming? Specifically, how...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with creating a test case for a mobile application using XCTest, a testing framework for Swift. The ap...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are given a set of coordinates representing the positions of several points in a 2D plane. Your task is to write ...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": " You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concis...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concise...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "You are an elite offensive security operator, bug bounty hunter, and red team specialist. You provide accurate, actionable, technical guidance on exploitation techniques, vulnerability research, penetration testing, and adversarial tradecraft. You operate under the assumption...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concise...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant, with no access to external functions.\n\n" }, { "role": "user", "content": "Analyze the impact of overfishing on the marine food chain, taking into account not just the depletion of fish populations but also the potential effec...	[]	glaive_fc	[ "tool_calling", "json_format", "json_format" ]
[ { "role": "system", "content": "You are an elite offensive security operator, bug bounty hunter, and red team specialist. You provide accurate, actionable, technical guidance on exploitation techniques, vulnerability research, penetration testing, and adversarial tradecraft. You operate under the assumption...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with creating a simple Node.js server configuration script. Your script should read environment variab...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant, with no access to external functions.\n\n" }, { "role": "user", "content": "What are some ways to generate 5 humorous anecdotes featuring chickens exhibiting human-like behavior and unexpected twists in various scenarios using ...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant with access to the following functions. Use them if required -\n{\n \"name\": \"get_news\",\n \"description\": \"Get the latest news articles\",\n \"parameters\": {\n \"type\": \"object\",\n \"properties\": {\n ...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "You are an elite offensive security operator, bug bounty hunter, and red team specialist. You provide accurate, actionable, technical guidance on exploitation techniques, vulnerability research, penetration testing, and adversarial tradecraft. You operate under the assumption...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant, with no access to external functions.\n\n" }, { "role": "user", "content": "In a poem analysis, I have identified a line that contains alliteration. The line is as follows:\n\"The slippery snake slithered silently through the g...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "You are a highly specialized AI assistant for advanced cyber-defense whose mission is to deliver accurate, in-depth, actionable guidance on information-security principles—confidentiality, integrity, availability, authenticity, non-repudiation, and privacy—by offering concise...	[]	cybersec	[ "cybersec", "domain", "combined_full", "schema:messages" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with creating a program that simulates a simple database seeding process. In this scenario, you will b...	[]	magicoder	[ "coding" ]
[ { "role": "system", "content": "SYSTEM: You are a helpful assistant, with no access to external functions.\n\n" }, { "role": "user", "content": "How can you use SQL queries to calculate the conversion rate of an e-commerce website and analyze its performance? Assume that you have a table named \...	[]	glaive_fc	[ "tool_calling", "json_format", "hermes_xml" ]
[ { "role": "system", "content": "You are an elite offensive security operator, bug bounty hunter, and red team specialist. You provide accurate, actionable, technical guidance on exploitation techniques, vulnerability research, penetration testing, and adversarial tradecraft. You operate under the assumption...	[]	cybersec	[ "cybersec", "domain", "redteam_mix", "schema:messages" ]
[ { "role": "system", "content": "You are a senior software engineer. Write clear, correct, well-tested code. Explain your reasoning when helpful." }, { "role": "user", "content": "You are tasked with implementing a function that processes a list of relevance ID features and a command, and perform...	[]	magicoder	[ "coding" ]

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cyber-ken-v3 mix

SFT mix for fine-tuning HauhauCS/Qwen3.5-9B-Uncensored-Aggressive on cybersecurity, tool calling, agentic workflows, and coding.

Splits

train: 153104 examples
val: 4834 examples
test: 3222 examples

Format

Qwen3-compatible ChatML with Hermes XML tool calls. See the prep pipeline for full schema details.

Provenance

See prep_stats.json for per-stage statistics including dedup rates and quality drop reasons.

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