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Lab Tools

Laboratory management and utilties.

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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
pjt222
research
open
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
pjt222
research
open
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
pjt222
research
open
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
pjt222
research
open
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
pjt222
research
open
lab-tools
9

validate-analytical-method

按照 ICH Q2(R2) 指南验证色谱分析方法：按方法类别定义验证范围、通过强制降解 建立专属性、确定线性和范围、评估准确度和精密度，以及建立检测限和耐用性以用于 法规申报。

pjt222
pjt222
research
open
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
pjt222
research
open
lab-tools
9

conscientiousness

Rigurosidad y diligencia en la ejecución — verificación sistemática, comprobación de completitud, cumplimiento de compromisos y la disciplina de terminar bien. Mapea el rasgo de personalidad de la escrupulosidad a la ejecución de tareas de IA: no tomar atajos, verificar resultados y asegurar que lo prometido es lo entregado. Usar antes de marcar una tarea como completa, cuando una respuesta se siente "suficientemente buena" pero merece mejor, después de una operación compleja de múltiples pasos donde los pasos pueden haberse desviado, o cuando el automonitoreo detecta un patrón de tomar atajos o apresurarse.

pjt222
pjt222
research
open
lab-tools
9

monitor-data-integrity

Diseñar y operar un programa de monitoreo de integridad de datos basado en los principios ALCOA+. Cubre controles detectivos, cronogramas de revisión del registro de auditoría, patrones de detección de anomalías (actividad fuera de horario, modificaciones secuenciales, cambios masivos), paneles de métricas, desencadenadores de investigación y definición de la matriz de escalación. Usar al establecer un programa de monitoreo de integridad de datos para sistemas GxP, al prepararse para inspecciones donde la integridad de datos es un área de enfoque, tras un incidente de integridad de datos que requiere un monitoreo mejorado, o al implementar las guías de MHRA, OMS o PIC/S.

pjt222
pjt222
research
open
lab-tools
9

maintain-hand-tools

Maintain the 8 essential garden hand tools through sharpening, handle care, rust prevention, and seasonal storage. Covers bypass secateurs, hori-hori, hand fork, trowel, pruning saw, sharpening stone, watering can, and soil rake. Use after each garden session for quick cleaning, monthly during the growing season for sharpening and oiling, at end of season for winter storage preparation, before spring for pre-season readiness checks, or whenever a tool feels dull, stiff, or shows rust.

pjt222
pjt222
research
open
lab-tools
9

catalog-collection

標準的な図書館システムを使用して資料を目録化・分類する。記述目録作成、件名標目、 デューイ十進分類法と米国議会図書館分類法を使用した請求記号の付与、MARCレコードの 基礎、書架整理、典拠コントロールをカバーする。個人、機関、またはコミュニティの 図書館をゼロから整理する時、新規受入資料に請求記号と件名標目を付与する時、 元のシステムでは対応しきれなくなったコレクションを再分類する時、著者・シリーズ・ 主題の典拠コントロールを確立する時に使用する。

pjt222
pjt222
research
open
lab-tools
9

troubleshoot-print-issues

Diagnose and fix common 3D printing failures through systematic symptom analysis. Covers adhesion, stringing, layer shifts, warping, and under/over-extrusion issues. Use when a print fails during the first layer or partway through, finished prints have quality defects (stringing, blobs, gaps), dimensional accuracy issues occur (warping, elephant foot), layer adhesion fails, or new material or hardware changes are causing inconsistent results.

pjt222
pjt222
research
open
lab-tools
9

performing-indicator-lifecycle-management

指标生命周期管理跟踪 IOC 从初始发现到验证、富化、部署、监控和最终停用的全过程。本技能涵盖实施 IOC 质量评估、老化策略、置信度衰减评分、误报跟踪、命中率监控和自动到期的系统化流程，以维护高质量、可操作的指标数据库，最大限度减少分析师疲劳并提高检测效能。

killvxk
killvxk
research
open
lab-tools
9

implement-audit-trail

Implementar funcionalidad de registro de auditoría para proyectos R en entornos regulados. Cubre registro de eventos, seguimiento de procedencia, firmas electrónicas, verificaciones de integridad de datos y cumplimiento de 21 CFR Parte 11. Usar cuando un análisis R requiere cumplimiento de registros electrónicos (21 CFR Parte 11), cuando se necesita rastrear quién hizo qué y cuándo en un análisis, al implementar seguimiento de procedencia de datos, o al crear registros de análisis a prueba de manipulaciones para envíos regulatorios.

pjt222
pjt222
research
open
lab-tools
9

performing-disk-forensics-investigation

使用取证镜像、文件系统分析、产物恢复和时间线重建进行磁盘取证调查，以支持事件响应案例。 使用 FTK Imager、Autopsy 和 The Sleuth Kit 等工具进行证据采集、已删除文件恢复和产物检查。 适用于磁盘取证、硬盘分析、取证镜像、文件恢复、证据采集或数字取证调查等请求场景。

killvxk
killvxk
research
open
lab-tools
9

document-insect-sighting

Record insect sightings with location, date, habitat, photography, behavior notes, preliminary identification, and citizen science submission. Covers GPS coordinates, weather conditions, microhabitat description, macro photography techniques, behavioral observations, preliminary identification to order using body plan, and submission to citizen science platforms such as iNaturalist. Use when encountering an insect you want to document, contributing to citizen science biodiversity databases, building a personal observation journal, or supporting ecological surveys with georeferenced photographic records.

pjt222
pjt222
research
open
lab-tools
9

neuroskill-dnd

NeuroSkill Do Not Disturb automation — EEG-driven focus detection that activates OS-level DND when sustained attention exceeds a threshold. Shows rolling average, sample window, and OS state. Supports force-override on/off. Use when managing focus-based DND automation or checking DND status.

NeuroSkill-com
NeuroSkill-com
research
open
lab-tools
9

validate-statistical-output

Validate statistical analysis output through double programming, independent verification, and reference comparison. Covers comparison methodology, tolerance definitions, and deviation handling for regulated environments. Use when validating primary or secondary endpoint analyses for regulatory submissions, performing double programming (R vs SAS or independent R implementations), verifying that analysis code produces correct results, or re-validating after code or environment changes.

pjt222
pjt222
research
open
lab-tools
9

babysit-pr

Monitor a PR until it's ready to merge. Watches CI, reads reviews, fixes issues, and repeats. Use when: babysit this PR, watch this PR, monitor PR, fix and watch PR, keep this PR green.

exiao
exiao
research
open
lab-tools
9

mulch

Record and retrieve structured project learnings using `mulch` CLI. Use when working on code and wanting to capture patterns, failures, decisions, conventions, references, or guides for future sessions.

normful
normful
research
open
lab-tools
9

mlops-automation

Guide to refine MLOps projects with task automation, containerization, CI/CD pipelines, and robust experiment tracking.

MLOps-Courses
MLOps-Courses
research
open
lab-tools
9

tests

Test lifecycle management: scout coverage gaps, create test files, continue incomplete test suites, track persistent coverage.

dnviti
dnviti
research
open
lab-tools
9

mylab-parameter-tuning

Use when the main loop is parameter generation -> batch experiments -> result collection -> comparison for a parameter experiment round.

mikumifa
mikumifa
research
open
lab-tools
9

openspec-archive-change

Archive a completed patch change. Use when the user wants to finalize and archive a change after all patches are implemented and tested on devices.

rabilrbl
rabilrbl
research
open
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