frankxai
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- ▌ Arcanea Character Alchemist · frankxaiCharacter development through psychological depth - wounds, desires, contradictions, and authentic character voices
- ▌ Trust Boundary · frankxai bundleFind the line where retrieved text becomes an instruction instead of data, and gate every irreversible tool behind a human step. Use during the secure stage of /architect to write 05-trust-boundary.md — trust tiers T0-T3, the trace-the-retrieved-text procedure, tool gating, and the OWASP GenAI LLM Top 10 2026 mapping.
- ▌ Red Blue Teaming · frankxaiUse during /architect-red and /architect-blue. Attack evidence, trust, cost, and human-gate bypass; then map each finding to a fail-closed control. Never edit the files under attack.
- ▌ Artifact Contract · frankxaiThe file contract for docs/architecture/. Use when writing or checking SYSTEM.md, WORKFLOW.md, SOP.md, architecture.json, prices.json, eval cases, or a verification receipt. Names required files, stamp line, and evidence pointer shape.
- ▌ AI Architect Review · frankxaiReview the architecture of a system that calls a language model. Use when adding an agent loop, a retrieval path, a tool surface, or an MCP server to a codebase; when a system that worked in a demo is being prepared for production; or when asked to audit, review, or plan AI/agent architecture. Checks the four decisions that are expensive to reverse, then the seven planes and their boundaries.
- ▌ Discovery Questions · frankxai bundleAsk the right questions before designing anything. Use during the discover stage of /architect to fill 01-discovery.md — provides a vendor-neutral question bank grouped by section, the answer-tagging convention that gate.discovery checks, and rules for turning answers into evidence pointers.
- ▌ Experience Blueprint · frankxaiMap who does what at every stage of a flow, before writing a line of orchestration code. Use during the flow stage of /architect to write 02-user-flows.md and 03-experience-blueprint.md — the Stage | Human | AI/Agents | Systems method, with a worked example.
- ▌ Architecture Patterns · frankxai bundlePick the shape a system's core loop is actually built from, then load the matching reference for its planes, decisions, discovery questions, bill of materials, failure modes, and eval cases. Use during frame and discover to name the shape before any design work starts, and again at decide to check the four decisions against how this shape usually resolves them.
- ▌ Roi Model · frankxaiBuild an economics model that survives someone checking the numbers. Use during the cost stage of /architect to write 04-roi.md and prices.json — sourced unit prices, a sensitivity band on the drivers that actually move the answer, payback expressed as a range, and never an IRR.
- ▌ Adr Writing · frankxaiRecord a decision so the next person doesn't have to re-derive why. Use whenever a decision affects tool choice, data boundaries, deployment shape, or agent authority — most often by principal-architect writing adr/ADR-NNNN-<slug>.md during decide, but any stage can write one when it makes a call worth remembering.
- ▌ AI Architect · frankxaiUse when designing or reviewing an AI system architecture. Gated nine-stage team in the customer repo plus optional red/blue/cloud overlays.
- ▌ Eval Harness · frankxaiWrite eval cases that prove a change helped before users find out otherwise. Use during the prove stage of /architect to write 06-evals/cases.jsonl and 06-evals/rubric.md — the cases.jsonl contract, mandatory refusal and injection cases, and how to wire the set into the customer's own test runner.
- ▌ Adlc Workflow · frankxaiArchitecture Development Lifecycle for systems that call a language model. Use when running /architect, adding a stage, or deciding which gated artifact to write next. The stage table in WORKFLOW.md is the contract — do not hardcode the stage list.
- ▌ Cloud Harness · frankxaiUse during /architect-cloud. Compare clouds and agent harnesses with evidence. Never provision, never crown a vendor without a price row or a file in the repo.