Publications
What we learn, published in full.
What we learn building the corpus, published in full.
Product: -[SECURE]-Proactive Security. Coordinated Agents.
Find risk before your next release. Multi-agent penetration testing and security scanning give your team evidence to investigate, prioritize fixes, and retest changes.
Product: -[SECURE]-Continuous Security
Web2 penetration testing and Web3 contract audits in one workbench. Follow the investigation, inspect replay evidence, and retest EVM findings across versions.
Product: -[CONTAIN]-Post-train Cybersecurity RL [Batch 1 Samples]
Three tasks from the -[CONTAIN]- pack, shown end to end. All three are live, isolated Docker environments with an automatic grader; none is derived from a public CTF, write-up, or exploit PoC.
Product: -[CONTAIN]-LLM Training Dataset & Data Customization
Our cybersecurity RL pack, in full: every task is a Docker environment with a prompt and a grader that re-queries the live system. Claude Opus and GLM 5.3 currently score pass@3 = 0.
Hello World from CounterICE !!!
ICE doesn't wait for a human to notice a breach. Why we are called Counter ICE, who we are, and why the next security problem is a live game between models — not a patch, not an audit.