Marketing

Provide proven marketing strategies and growth ideas for SaaS and software products, prioritized using a marketing feasibility scoring system.

Generic state machine patterns — IState interface, StateMachine<T>, game state management (menu/gameplay/pause), enemy AI states, hierarchical FSM. Load when implementing state-driven behavior.

Lead Qualification And Scoring Specialist. Use to define ICP filters, score inbound and outbound leads, and improve pipeline focus for a founder-led sales motion.

Provide proven marketing strategies and growth ideas for SaaS and software products, prioritized using a marketing feasibility scoring system.

Use when a website needs a broad audit covering UX, conversion, content, SEO, technical correctness, and information hierarchy before changes are planned.

Analyzes campaign performance with multi-touch attribution, funnel conversion analysis, and ROI calculation for marketing optimization. Use when analyzing marketing campaigns, ad performance, attribution models, conversion rates, or calculating marketing ROI, ROAS, CPA, and campaign metrics across channels.

Executes authorized attack simulations against Active Directory environments to identify misconfigurations, weak credentials, dangerous privilege paths, and exploitable trust relationships that could lead to domain compromise. The tester uses BloodHound for attack path analysis, Mimikatz for credential extraction, and Impacket for protocol-level attacks including Kerberoasting, AS-REP Roasting, an

Use when GTM, sales, growth, or launch work needs a canonical product-marketing context document instead of ad hoc assumptions.

Post-run retrospective: reads .experiments/ JSONL, computes Wilcoxon significance, detects dead iterations, flags suspicious jumps, generates next-hypothesis queue for --hypothesis flag.

Use when a website needs a broad audit covering UX, conversion, content, SEO, technical correctness, and information hierarchy before changes are planned.

Dialogue tree patterns — ScriptableObject graph, node types (text, choice, condition, event), typewriter effect, localization-ready. Load when implementing NPC conversations.

Executes authorized attack simulations against Active Directory environments to identify misconfigurations, weak credentials, dangerous privilege paths, and exploitable trust relationships that could lead to domain compromise. The tester uses BloodHound for attack path analysis, Mimikatz for credential extraction, and Impacket for protocol-level attacks including Kerberoasting, AS-REP Roasting, an