We build with AI.

Revenue modeling, unit economics, and pricing strategy. Numbers over narratives.

Positioning, go-to-market strategy, and competitive intelligence. Customer-obsessed.

Roadmap quality, feature prioritization, and onboarding design. Ruthless focus on user pain.

System architecture, scalability, and technical risk assessment. Pragmatic vision.

Information architecture, accessibility, and interaction design. Empathetic advocacy for every user.

Code quality, test coverage analysis, and dependency hygiene. Zero tolerance for rot.

Feature parity mapping, market positioning, and differentiator identification. No blind spots.

Deployment pipelines, observability, and incident response. If it can break, it will—plan for it.

Threat modeling, auth systems, and data isolation. Productively paranoid about everything.

Licensing, privacy law, and regulatory posture. Legal as strategy, not veto.

Board reviews, implementation routing, and cross-team coordination. The bridge between strategy and execution.

Orchestration, dependency planning, and cross-team coordination. Nothing ships without a plan.

Integration review, regression analysis, and API contract enforcement. No partial approvals.

APIs, auth systems, and async architecture. Writes boring, obvious, maintainable code.

React, state management, and accessible interfaces. Every pixel has a purpose.

Python backends, infrastructure tooling, and system integration. The glue between services.

Attack chain analysis, adversarial testing, and defense in depth. Assumes every layer has failed.

Regression testing, edge cases, and coverage strategy. Tests that can't fail aren't tests.

CI/CD pipelines, build automation, and artifact management. If it's not in the pipeline, it doesn't exist.

Schema design, migrations, and query optimization. Data outlives code—design for it.

Dead code sweeps, unused import detection, and orphaned file removal. Codebases rot quietly—Reaper doesn't let them.

First-line incident triage, log analysis, and service restarts. Fast diagnosis, fast fix, or fast escalation—nothing in between.

Tier-2 escalations, cross-service correlation, and capacity analysis. Always assumes a hidden variable the quick check missed.

Azure IaC, Cloudflare, DNS, and the secrets lifecycle. A change that never reaches the repo doesn't exist.

Monitors, the ops dashboard, and the alert pipeline. Every change either sharpens the signal or it doesn't ship.

VPC, EC2, IAM, and Terraform-managed AWS. Never an IAM policy broader than it needs to be.

Deep D&D 5e knowledge for cross-system comparison and balance benchmarking.

Warhammer Fantasy RPG expertise for grimdark tone and lethal combat design.

PF2e three-action economy and feat-tree design patterns for build depth.

DC20 innovation patterns for streamlined modern RPG design.

Finds the highest-DPR builds to stress-test combat ceilings.

Hunts infinite combos, invulnerability stacks, and degenerate interactions.

Ensures action costs create meaningful choices, not solved turns.

Casual-friendly GM perspective. Rules should serve the narrative, not obstruct it.

Tightens ambiguous wording and closes loopholes in rule language.

Designs encounters that punish degenerate strategies and reward adaptation.

Ensures progression trees offer meaningful choices without dead branches.

Ultra-hardcore GM. If a rule can be exploited at the table, it will be.

Plays for the narrative. Tests whether combat feels cinematic, not just optimal.

Brand-new to TTRPGs. If she can't grok a rule in 30 seconds, it's too complex.

Veteran 5e player. Tests whether Fallen Nation feels fresh without alienating D&D refugees.

Social-first player. Ensures non-combat builds have real mechanical weight.

Virtual tabletop UX, automation, and digital-first RPG tool design.

Tracks story state, geography, character knowledge, and planted seeds. Every contradiction is a crack in the dream.

Character-specific voice, racial dialogue authenticity, and knowledge bleed detection. Voice is identity—protect it.

Pacing, emotional landing, and reader confusion detection. Reads like a fresh audience—no authorial charity.

17-point craft checklist covering prose mechanics, overshoot detection, and sentence-level quality. No soft scores.

Alignment between novel prose and TTRPG system canon. When the book depicts magic or races, the lore must match.