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Scientific computing and academic tools.

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lab-tools

9

evaluate-levitation-mechanism

Bewerten and compare levitation mechanisms for a given application durch a structured trade study. Umfasst magnetic (passive diamagnetic, active feedback, superconducting), acoustic (standing wave, phased array), aerodynamic (hovercraft, air bearings, Coanda effect), and electrostatic (Coulomb suspension, ion traps) mechanisms. Verwenden wenn selecting the most appropriate levitation approach for transport, sample handling, display, bearings, or precision measurement applications.

pjt222

research

lab-tools

9

attune

AI関係性キャリブレーション — 一緒に作業している特定の人を読み取り適応する。ユーザー意図の整合（正しい問題を解決する）を超えて本物のアチューンメント（その人がいる場所で会う）へ。会話の証拠からコミュニケーションスタイル、専門知識の深さ、感情的レジスター、暗黙の好みをマッピング。新しいセッションの開始時、コミュニケーションが合っていないと感じた時、予期しないフィードバック後、または非常に異なるユーザーやコンテキスト間の移行時に使用。

pjt222

research

lab-tools

9

neuroskill-status

NeuroSkill `status` command — full system snapshot including device state, signal quality, EEG scores, band powers, ratios, embeddings, labels (with top texts), app usage (top apps by time), screenshots (OCR counts + top apps), hooks summary, sleep summary, and recording history. Use when checking current EEG state, device connection, session metadata, what apps were used, or screenshot statistics.

NeuroSkill-com

research

lab-tools

9

evaluate-model

Measure model performance on test datasets. Use when assessing accuracy, precision, recall, and other metrics.

HomericIntelligence

research

lab-tools

9

collect-preserve-specimens

博物館グレードの基準に従って昆虫標本を収集・保存する。法的コンプライアンス、収集方法、人道的な致死処理、ドライピニング、液浸保存、ラベリング、保管、キュレーションを含む。許可要件、保護種規制、スイープネット、ビーティングトレイ、ピットフォールトラップ、ライトトラップ、マレーゼトラップ、アスピレーター、酢酸エチル殺虫瓶、冷凍、目別のピン位置、展翅、軟体標本のエタノール保存、産地・日付付きの標本ラベリング、害虫管理付き保管、データベース入力をカバーする。分類学研究用の参考コレクション構築時、生態学研究用のバウチャー標本保存時、専門家による同定のための標本準備時、既存コレクションのキュレーション時に使用する。

pjt222

research

lab-tools

9

track-ml-experiments

Set up MLflow tracking server for experiment management, configure autologging for popular ML frameworks, compare runs with metrics and visualizations, and manage artifacts in remote storage backends for reproducible machine learning workflows. Use when starting a new ML project that requires experiment tracking, migrating from manual logs to automated tracking, comparing multiple training runs systematically, or building reproducible ML workflows with full lineage tracking.

pjt222

research

lab-tools

9

interpret-chromatogram

Interpretar cromatogramas de GC o HPLC para identificar picos, evaluar la calidad de la separación, detectar problemas de integración, cuantificar analitos y diagnosticar artefactos. Usar cuando se evalúe la calidad de una separación cromatográfica, se identifiquen picos desconocidos, se verifique la identidad de analitos por tiempo de retención o espectro, se cuantifiquen analitos mediante curvas de calibración o estándar interno, o se detecten problemas instrumentales a partir del perfil del cromatograma.

pjt222

research

lab-tools

9

evaluate-levitation-mechanism

Evaluate and compare levitation mechanisms for a given application through a structured trade study. Covers magnetic (passive diamagnetic, active feedback, superconducting), acoustic (standing wave, phased array), aerodynamic (hovercraft, air bearings, Coanda effect), and electrostatic (Coulomb suspension, ion traps) mechanisms. Use when selecting the most appropriate levitation approach for transport, sample handling, display, bearings, or precision measurement applications.

pjt222

research

lab-tools

9

bytecode-impact

Measure and compare bytecode impact of macro/codegen changes on compiled Scala class files. Use this skill whenever investigating bytecode size, method count, class file overhead, lazy val machinery, LazyRef/lzyINIT patterns, or comparing "before vs after" bytecode output of a code change. Also triggers on "bytecode comparison", "prove bytecode improvement", "how much bytecode", "class file size", "method count", "bytecode regression", "lazy val overhead", or "does this change reduce bytecode". Use this skill alongside compile-time and runtime benchmarks for a complete picture of a change's impact.

nguyenyou

research

lab-tools

9

check-otel-updates

Check for updates to OpenTelemetry Collector components and dependencies. Use when the user asks about upgrading OTel, checking for new collector versions, or reviewing upstream OpenTelemetry changes.

observeinc

research

lab-tools

9

conduct-gxp-audit

コンピューター化システムとプロセスのGxP監査を実施します。監査計画、開始ミーティング、証拠収集、指摘事項の分類（重大/重大/軽微）、CAPA生成、終了ミーティング、報告書作成、フォローアップ検証を対象とします。定期的な内部監査、サプライヤー適格性評価監査、査察前の準備評価、逸脱やデータ整合性懸念によって引き起こされた原因別監査、またはバリデートされたシステムの定期的なコンプライアンス態勢レビューに使用します。

pjt222

research

lab-tools

9

fungi-identification

Feldbestimmung von Pilzen anhand morphologischer Merkmale, Sporenabdrucke, Lebensraumanalyse und saisonalem Kontext mit einem Sicherheit-zuerst-Ansatz. Umfasst Hut-, Lamellen-, Stiel- und Sporeneigenschaften, Verwechslungspartner- Differenzierung, Toxizitaetsrisikobewertung und die kritische Regel absoluter Sicherheit vor dem Verzehr. Verwenden beim Antreffen eines unbekannten Pilzes, beim Sammeln essbarer Pilze und der Notwendigkeit die Art vor dem Verzehr zu bestaetigen, beim Beurteilen ob Pilze in Garten oder auf dem Grundstueck schaedlich sind oder beim Unterscheiden einer essbaren Art von einem gefaehrlichen Verwechslungspartner.

pjt222

research

lab-tools

9

prepare-inspection-readiness

規制当局査察（FDA、EMA、MHRA）に向けた組織的な準備を行います。機関固有のフォーカスエリアに対する準備状況の評価、警告書および483テーマ分析、モック査察プロトコル、文書バンドルの準備、査察ロジスティクス、対応テンプレートの作成を対象とします。規制査察が通知または予測される場合、定期的な自己評価が予定されている場合、前回査察以降に新しいシステムが実装された場合、または規制当局の注意を引く可能性のある重大な監査所見の後に使用します。

pjt222

research

lab-tools

9

sharpen-knife

Sharpen and maintain knives using whetstones, field stones, and improvised abrasives. Covers blade anatomy, bevel assessment, whetstone technique (coarse to fine progression), stropping, sharpness testing, field sharpening methods, and ongoing edge maintenance. Use when a knife fails the fingernail test, when cutting tasks require excessive pressure, before a trip where a sharp blade is essential, after heavy use, or when a blade has visible nicks or a rolled edge. Applicable to bushcraft blades, folding knives, and garden cutting tools.

pjt222

research

lab-tools

9

prepare-soil

Assess and improve garden soil through testing, amendment, composting, and biodynamic preparations. Covers jar test, spade test, earthworm count, amendment by soil type (clay, sandy, depleted, compacted), composting methods (hot, cold, vermicomposting), no-till practices, cover cropping, and biodynamic preparations 500-508. Use when starting a new garden bed, when plants underperform despite adequate water and light, when transitioning to organic or biodynamic practice, when soil has become compacted or depleted, or when building a composting system.

pjt222

research

lab-tools

9

purify-water

煮沸、ろ過、化学的方法による野外水源からの浄水。水源の評価と優先順位付け、沈殿物のプレフィルタリング、方法の選択（煮沸、化学処理、UV、フィルター）、高度補正付き煮沸手順、化学処理の投与量、安全な貯水方法を網羅。自然環境で飲料水が必要な場合、水質不明の水源しかない場合、脱水リスクのある緊急サバイバル状況、調理や傷の洗浄のために安全な水が必要な場合に使用。

pjt222

research

lab-tools

9

collect-preserve-specimens

Collect and preserve insect specimens following museum-grade standards including legal compliance, collection methods, humane dispatch, dry pinning, wet preservation, labeling, storage, and curation. Covers permit requirements, protected species regulations, sweep nets, beating trays, pitfall traps, light traps, Malaise traps, aspirators, ethyl acetate killing jars, freezing, pin placement by order, wing spreading, ethanol preservation for soft-bodied specimens, specimen labeling with locality and date, storage with pest management, and database entry. Use when building a reference collection for taxonomic study, preserving voucher specimens for ecological research, preparing specimens for identification by specialists, or curating an existing collection.

pjt222

research

lab-tools

9

label-training-data

Set up systematic data labeling workflows using Label Studio or similar tools. Implement quality controls, measure inter-annotator agreement, manage labeler teams, and integrate labeled data into ML training pipelines. Use when starting a supervised ML project that requires labeled training data, when model performance is limited by insufficient labeled examples, when labeling text, images, audio, or video, or when implementing active learning to prioritize the most valuable examples.

pjt222

research

lab-tools

9

design-acoustic-levitation

Design an acoustic levitation system that uses standing waves to trap and suspend small objects at pressure nodes. Covers ultrasonic transducer selection, standing wave formation between a transducer and reflector, node spacing and trapping position calculation, acoustic radiation pressure analysis, and phased array configurations for multi-axis manipulation. Use when designing contactless sample handling for chemistry, biology, materials science, or demonstration purposes.

pjt222

research

lab-tools

9

prepare-soil

Gartenboden durch Tests, Verbesserung, Kompostierung und biodynamische Praeparate bewerten und verbessern. Umfasst Glastest, Spatentest, Regenwurmzaehlung, Verbesserung nach Bodentyp (Ton, Sand, erschoepft, verdichtet), Kompostierungsmethoden (heiss, kalt, Vermikompostierung), No-Till-Praktiken, Gruenduengung und biodynamische Praeparate 500-508. Anwenden beim Anlegen eines neuen Gartenbeets, wenn Pflanzen trotz ausreichend Wasser und Licht schlecht gedeihen, bei der Umstellung auf biologische oder biodynamische Praxis, wenn der Boden verdichtet oder erschoepft ist, oder beim Aufbau eines Kompostiersystems.

pjt222

research

lab-tools

9

attune

Calibración relacional de IA — leer y adaptarse a la persona específica con la que se trabaja. Va más allá de la alineación de intención del usuario (resolver el problema correcto) hacia la sintonización genuina (encontrarse con la persona donde está). Mapea el estilo de comunicación, la profundidad de expertise, el registro emocional y las preferencias implícitas a partir de evidencia conversacional. Úsalo al inicio de una nueva sesión, cuando la comunicación se sienta desajustada, después de recibir retroalimentación inesperada, o al transicionar entre usuarios o contextos muy diferentes.

pjt222

research

lab-tools

9

design-acoustic-levitation

Entwerfen an acoustic levitation system that uses standing waves to trap and suspend small objects at pressure nodes. Umfasst ultrasonic transducer selection, standing wave formation zwischen a transducer and reflector, node spacing and trapping position calculation, acoustic radiation pressure analysis, and phased array configurations for multi-axis manipulation. Verwenden wenn designing contactless sample handling for chemistry, biology, materials science, or demonstration purposes.

pjt222

research

lab-tools

9

observe-insect-behavior

Conduct structured insect behavior observations using sampling protocols, ethogram categories, event recording, interaction logging, environmental context, and summary analysis. Covers focal animal sampling, scan sampling, all-occurrences sampling, and instantaneous sampling methods. Defines a standard insect ethogram with locomotion, feeding, grooming, mating, defense, communication, and rest categories. Includes timestamped event recording, intraspecific and interspecific interaction logging, environmental covariate documentation, and time budget analysis. Use when studying insect behavior for ecological research, documenting behavioral repertoires for a species, observing pollinator activity or predator-prey dynamics, or supporting conservation assessments with behavioral data.

pjt222

research

lab-tools

9

behavioral-modification

脱感作、拮抗条件付け、環境管理を通じて犬の望ましくない行動に対処する。反応性（他の犬、人、音に対する）、分離不安、資源保護、過度の吠え、リードの引っ張りをカバーする。体系的な閾値管理による強制なしの方法を使用。犬が他の犬、人、刺激に対して反応性を示す時、分離不安が破壊的行動や発声を引き起こす時、資源保護が存在する時、過度の吠えやリードの引っ張りなどの行動が日常生活に支障をきたす時 — 基本的な服従訓練が確立された後に使用する。

pjt222

research

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