Datasets:

sahilempire
/

redsec-security-sft-v1

messages list
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...
[ { "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...

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RedSec Security SFT v1

A chat-formatted supervised fine-tuning dataset for security-focused language models, intended for authorized red-team, penetration-testing, and defensive use. Each record is a {"messages": [...]} conversation with an optional system turn, a user turn, and an assistant turn.

Split	Rows
train	55,459
validation	1,155
test	1,155
total	57,769

Sources and attribution

This is a derivative work. It combines, reformats, deduplicates, and splits two Apache-2.0 datasets. All credit for the underlying content goes to their authors.

Trendyol/Trendyol-Cybersecurity-Instruction-Tuning-Dataset (Apache-2.0): system/user/assistant cyber-defense instruction data.
CyberNative/Code_Vulnerability_Security_DPO (Apache-2.0): vulnerability and secure-code pairs. The question field was used as the user turn and the chosen field as the assistant turn.

This dataset is released under Apache-2.0 to match its sources, with their license and attribution notices preserved here.

Changes from the sources

Mapped both sources to a unified chat format, {"messages": [...]}.
Kept system prompts where present.
Dropped rows with empty user or assistant content.
Deduplicated by SHA-256 of the message content.
Split into train, validation, and test (about 96/2/2).

Intended use

Fine-tuning security assistants for authorized security testing and research. Not for unauthorized access or harmful use.

Reproducibility

Regenerable from the project builder that produced it (data/build_v1.py): load both sources, map to chat format, dedup, and split.

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