Build the evaluation harness that gates every fine-tuning run — golden sets, per-failure-mode graders, judge calibration, and base-model…
Run the user's own examples against several AI models (Claude, Gemini, OpenAI, or any Open
Eval and improve a skill against golden cases — run the target skill blind in a fresh, context-free subagent on each example input, grade…
Use when testing Ralph's hat collection presets, validating preset configurations, or auditing the preset library for bugs and UX issues.
Guides evaluation of RAG pipeline retrieval and generation quality.
PluginEval quality methodology — dimensions, rubrics, statistical methods, and scoring formulas.
Look up EVE Online mission guides from eve-survival.org.
Hard-won ground rules for building EvenHub apps on Even Realities G2 smart glasses — SDK limits, audio/mic/VAD, TTS latency, rendering…
Use when documenting event objectives, requirements, and alignment across
Use when implementing decoupled communication between nodes — global EventBus autoload with typed signals
Event deduplication with canonical selection, reputation scoring, and hash-based grouping for multi-source data aggregation.
Message queue patterns with BullMQ, Kafka, RabbitMQ - saga, outbox, dead letter queue, exactly-once semantics.
Project directory path (default current directory)
Event Modeling facilitation technique — brainstorm events, identify commands and views, define aggregate boundaries, write Given-When-Then…
Complex event flow patterns for Valkyrie MoM scenarios.
Event prospecting skill. Takes a conference / event speakers URL, extracts the people, filters their companies against the user's ICP…
Store state as immutable event log instead of current values.
Event Sourcing and CQRS as DDD implementation patterns — when to use, aggregate event streams, projections, snapshots, sagas, upcasting…
Audits and implements event-driven architectures to ensure robust state management and data integrity.
Migrate to event-sourcing architecture with event extraction, store setup, and CQRS implementation
Event sourcing patterns for storing state as a sequence of events.