Cybersecurity and Applied AI career insights
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Founded by Julian Calvo, Ed.D., M.S.
· Applied AI Range marketplace
The Forge is the marketplace for DecipherU Applied AI Range scenarios. Operator tier ($129/mo) plays scenarios beyond the 20-per-month base allowance from the Forge. Frontier tier ($299/mo) can also submit scenarios for editorial review against the public rubric and publication.
Working in cybersecurity? Browse the cybersecurity Forge →
Defender
5 starter scenarios per month. Forge browse only above the cap.
Operator (recommended)
20 scenarios per month plus full Forge browse.
Frontier
Unlimited Range with AI Adversary mode plus Forge contribute.
Real model + advisory refs
Each scenario is anchored on a real model failure, AI incident, or published threat advisory. No abstract "build an AI" prompts.
Multi-phase Applied AI decisions
Problem framing, model and prompt choice, eval, deploy, monitor, rollback, graded on each phase, not just whether the model returned a string.
Career-mapped
Each scenario tags the Applied AI role it most rewards: AI engineer, ML engineer, AI PM, applied researcher. Your score becomes role-specific evidence.
AI Adversary mode
Frontier tier scenarios run an LLM-driven adversary that adapts mid-engagement. Closer to a real red-team exercise than a static rubric.
applied ai
Scenarios for AI engineers, ML engineers, AI product managers, and applied research practitioners. RAG retrieval design, fine-tuning vs prompting, evaluation gates, multi-modal pipelines, agent tool-call safety, cost engineering, model rollback decisions.
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ai for cyber
Scenarios for cybersecurity practitioners adding AI capability: alert triage with LLM classifiers, threat-intel summarization, detection-rule synthesis, SOC copilot integration, model-output validation against false-positive cost.
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cyber for ai
Scenarios for AI engineers adding security capability: prompt injection defense, OWASP LLM Top 10, MITRE ATLAS, model supply-chain integrity, RAG poisoning, excessive-agency limits in agentic systems.
Browse scenarios →
Frontier tier subscribers can submit an Applied AI Range scenario for editorial review against the public rubric. Approved scenarios publish under the contributor's byline with a Frontier credit and are added to the Forge for all tiers to play. The review window is 14 days; the bar is original writing, accurate model + advisory references, and a documented scoring rubric.
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