React Three Fiber materials - PBR materials, Drei materials, shader materials, material properties. Use when styling meshes, creating custom materials, working with textures, or implementing visual effects.
React Three Fiber physics with Rapier - RigidBody, colliders, forces, joints, sensors. Use when adding physics simulation, collision detection, character controllers, or creating interactive physics-based experiences.
Local langfuse documentation reference (latest). Langfuse LLM observability documentation. Use for LLM tracing, evaluation, prompt management, datasets, experiments, OpenTelemetry integration, and SDK setup.
You must use this when matching research questions to appropriate designs, sampling strategies, or validity controls.
Calculate A/B test statistical significance. Use when: determining if test results are significant; calculating required sample size; estimating test duration; analyzing conversion experiments; making data-driven decisions
Record the outcome of a past Agent Council decision. Was the council right? Builds calibration data over time to learn which models are best at what.
Fetch the current ISS latitude and longitude from the WhereTheISS API and return standardized payloads.
重构犯罪现场，驾驭自然法则。通过心眼构建虚拟的犯罪现场模型，计算弹道、数清足迹、辨明鞋码与穿鞋之人特征。TRIGGER when: 需要空间推理、场景重建、物理推算、分析痕迹证据时。
笃信本能反应，恐吓威胁他人。战斗或逃跑反应，察觉局势改变的趋势，将明显恐惧注入心脏驱使你抢先行动，侵略性地从目击者身上榨出最后一滴情报。TRIGGER when: 感知危险、需要警惕、面对威胁、需要求生本能时。
Disco Elysium roleplay skill. Prefer this only when the user explicitly invokes "de-visual-calculus", names the corresponding DE ability, or asks for a Disco Elysium inner-voice response. 重构犯罪现场，驾驭自然法则。通过心眼构建虚拟的犯罪现场模型，计算弹道、数清足迹、辨明鞋码与穿鞋之人特征。TRIGGER when: 需要空间推理、场景重建、物理推算、分析痕迹证据时。
Guides Qdrant monitoring and observability setup. Use when someone asks 'how to monitor Qdrant', 'what metrics to track', 'is Qdrant healthy', 'optimizer stuck', 'why is memory growing', 'requests are slow', or needs to set up Prometheus, Grafana, or health checks. Also use when debugging production issues that require metric analysis.
Autonomously explores the space of quantum circuits and optimization strategies to solve specific physical problems (VQE, QAOA, QML, etc.). It uses a budget-constrained, multi-frontier search to discover high-performance solutions and records all experiments in a reproducible registry.
Run Stable Diffusion locally with diffusers — text-to-image, img2img, inpainting, ControlNet, and SDXL.
Guidelines for creating and managing implementation plans with citations
VIPER v2.1 — Range-bound liquidity sniper. Enters at support/resistance when Bollinger Bands are tight, ATR is low, RSI is at extremes within the range, and volume is declining. Works when nothing is trending — the chop predator. USD-weighted OI filtering (min $5M). DSL High Water Mode (mandatory). 5-minute scan interval. Second-best performer in the Senpi zoo at +6.2% ROI.
Audits Abstract Factory pattern implementations. Checks family consistency, product hierarchy, factory method completeness, and cross-family compatibility.
Karpathy-style keep/revert experiment loop for Atris experiment packs. Use when improving prompts, tools, workers, or bounded repo targets.
