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.
้ๆ็ฏ็ฝช็ฐๅบ๏ผ้ฉพ้ฉญ่ช็ถๆณๅใ้่ฟๅฟ็ผๆๅปบ่ๆ็็ฏ็ฝช็ฐๅบๆจกๅ๏ผ่ฎก็ฎๅผน้ใๆฐๆธ ่ถณ่ฟนใ่พจๆ้็ ไธ็ฉฟ้ไนไบบ็นๅพใTRIGGER when: ้่ฆ็ฉบ้ดๆจ็ใๅบๆฏ้ๅปบใ็ฉ็ๆจ็ฎใๅๆ็่ฟน่ฏๆฎๆถใ
็ฌไฟกๆฌ่ฝๅๅบ๏ผๆๅๅจ่ไปไบบใๆๆๆ้่ทๅๅบ๏ผๅฏ่งๅฑๅฟๆนๅ็่ถๅฟ๏ผๅฐๆๆพๆๆงๆณจๅ ฅๅฟ่้ฉฑไฝฟไฝ ๆขๅ ่กๅจ๏ผไพต็ฅๆงๅฐไป็ฎๅป่ ่บซไธๆฆจๅบๆๅไธๆปดๆ ๆฅใTRIGGER when: ๆ็ฅๅฑ้ฉใ้่ฆ่ญฆๆใ้ขๅฏนๅจ่ใ้่ฆๆฑ็ๆฌ่ฝๆถใ
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. ้ๆ็ฏ็ฝช็ฐๅบ๏ผ้ฉพ้ฉญ่ช็ถๆณๅใ้่ฟๅฟ็ผๆๅปบ่ๆ็็ฏ็ฝช็ฐๅบๆจกๅ๏ผ่ฎก็ฎๅผน้ใๆฐๆธ ่ถณ่ฟนใ่พจๆ้็ ไธ็ฉฟ้ไนไบบ็นๅพใTRIGGER when: ้่ฆ็ฉบ้ดๆจ็ใๅบๆฏ้ๅปบใ็ฉ็ๆจ็ฎใๅๆ็่ฟน่ฏๆฎๆถใ
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 โ text-to-image, img2img, inpainting, ControlNet, and SDXL.
Guidelines for creating and managing implementation plans with citations
VIPER v2.1 โ 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 โ 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.
