「rl」の検索結果

Prepare for Anthropic-specific technical interviews covering Constitutional AI, RLHF, interpretability, scaling laws, MCP, agentic systems, and AI safety. Activate on "anthropic interview", "constitutional AI prep", "alignment interview", "safety interview", "RLHF opinion", "interpretability prep", "anthropic technical". NOT for general ML interview prep, system design interviews, coding challenges, or behavioral interview practice.

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Strategic patterns for solving intractable problems through cascading approximation, self-improvement, and heterogeneous evaluation from DeepMind's AlphaGo system

日本語の概要は準備中です。原文の説明を表示しています。

Interact with the Binarly Transparency Platform (BTP) via CLI commands for uploading firmware, running scans, downloading BA2 archives, and pushing custom rules. Use when you need to interact with the Binarly Transparency Platform or working with BA2s.

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Corrects fluorophore spillover (conventional compensation) or spectral overlap (spectral unmixing) and applies variance-stabilizing transforms (logicle/biexponential, arcsinh, log) for flow and mass cytometry. Covers spillover-matrix estimation from single-stain controls, AutoSpill, the spillover spreading matrix and why panel design (not compensation) bounds resolution, compensate-then-transform ordering, and arcsinh cofactor choice (5 for CyTOF, ~150 for fluorescence, per-channel via flowVS). Use when correcting spectral overlap, preparing data for gating/clustering, choosing logicle vs arcsinh, deciding a cofactor, or distinguishing compensation from spectral unmixing.

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Creates DE-specific diagnostic and result visualizations using DESeq2/edgeR built-in functions and lightweight ggplot2 wrappers. Covers MA plot (with the shrunken-LFC compression effect), volcano (with the apeglm caveat that p-values are unchanged), PCA on VST/rlog (never raw counts), sample distance heatmaps, top-DE-gene heatmaps with the row-scaling trap, dispersion / BCV plot interpretation, p-value histogram diagnostics, plotCounts for individual genes, blind=TRUE vs FALSE rationale, and the n=3 visualization stake. Use when generating DE diagnostic plots, choosing VST vs rlog for visualization, troubleshooting suspicious plot patterns (shifted MA cloud, batch-dominated PCA, anti-conservative p-value histogram), or building a standard QC figure panel.

日本語の概要は準備中です。原文の説明を表示しています。

Performs differential expression on bulk RNA-seq count data with DESeq2's negative-binomial GLM, Wald and LRT testing, apeglm/ashr/normal LFC shrinkage, independent filtering, Cook's outlier handling, VST/rlog transforms, and design formulas including paired, batch, and interaction terms. Use when running bulk DE, choosing DESeq2 over edgeR or limma-voom, building a paired or interaction design, applying LFC shrinkage for ranking or GSEA, choosing Wald vs LRT, troubleshooting padj=NA, picking VST vs rlog, importing salmon/kallisto via tximport, or analyzing prokaryotic RNA-seq.

日本語の概要は準備中です。原文の説明を表示しています。

Estimates bivariate genetic correlation (rg) between traits from GWAS summary statistics or individual-level genotypes using cross-trait LDSC, HDL, LAVA, rho-HESS, GREML-bivariate, Popcorn, and HDL-L. Use when quantifying shared genetic architecture between two traits, screening MR validity before causal inference, distinguishing global from locus-level rg, estimating trans-ancestry rg, separating partial from full causation via LCV gcp, or producing a STROBE-MR-compliant cross-trait sensitivity battery. Cross-trait LDSC intercept absorbs sample overlap and is NOT a bias; HDL is biased under sample overlap above ~5%. High rg between exposure and outcome motivates CHP-aware MR sensitivity (CAUSE, LHC-MR).

日本語の概要は準備中です。原文の説明を表示しています。

Use when the user wants to connect, set up, or configure Fusionaly in their AI client, or when the fusionaly MCP tools are missing. Verifies the Fusionaly URL and agent key, then adds the MCP server to Claude Code, Codex, Cursor, Gemini CLI, or another client.

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Use when a request needs external sources, current facts, listings, a supplied URL, papers, or library and API documentation. When using Firecrawl for the request, use firecrawl_search to find sources and firecrawl_scrape to read a supplied or discovered URL. Firecrawl also retrieves documents, collects structured data, and tracks website changes. Respect explicit source and tool preferences.

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Claude Code CLIでGitHub PRのコードレビューループを回す。PRのURLを指定し、Claude Codeにレビューさせ、指摘をトリアージしてコードを修正し、再レビューする。PRにリンクされたIssue等は必読として機械的に検証する。

Codex CLIでGitHub PRのコードレビューループを回す。PRのURLを指定し、Codexにレビューさせ、指摘をトリアージしてコードを修正し、再レビューする。PRにリンクされたIssue等は必読として機械的に検証する。

Orchestrator for the Product Design skill set — turn early ideas into reviewable prototypes. Routes to the right sub-skill (get-context, research, audit, ideate, image-to-code, url-to-code, prototype, qa, share) based on where you are in the design process. Use when the user gives a high-level design goal like "design a UI for X", "prototype this idea", "rebuild this screen", "review our flow", or isn't sure which design step they need. Delegates to design-* skills.

日本語の概要は準備中です。原文の説明を表示しています。

Look up company/business data through Openapi - Italian companies by VAT/tax code or name, European and worldwide company search, shareholders, UBO, AML, PEC/SDI codes, company monitoring. Use for questions like "find data about company X", "who owns VAT number Y", "search companies in France/EU/worldwide".

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世界杯及赛前热身赛的中国竞彩足球诚实分析助手。用于分析世界杯/热身赛比赛、竞彩/足彩/买球、胜平负/让球/比分/总进球/半全场/串关选择、未来几天值得关注的竞彩场次。触发后必须现查赔率、赛程、伤停、首发、战意和市场信息；以诚实分析和风险控制为本，不承诺稳赚，不编造内幕，把投注定位为闲钱娱乐。仅覆盖中国竞彩足球玩法。

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Decide whether commonly-excluded patients (eating disorders, elderly ≥75, upper GI disease) can actually receive a GLP-1 receptor agonist. Use when a clinician asks "can I give semaglutide to a patient with binge eating disorder / anorexia / bulimia", "is liraglutide safe in an 80-year-old", "GLP-1 with GERD or chronic gastritis", "GLP-1 in sarcopenic elderly", or anytime a patient is being ruled out for GLP-1 therapy based on a perceived contraindication. Grounded in Gorgojo-Martínez 2023 §6 (Myths or Reality).

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This skill recommends against initiating cortisol-lowering treatment when there is no established diagnosis of Cushing's syndrome. It is triggered when a clinician considers treating suspected CS based only on borderline biochemical abnormalities or nonspecific signs without confirmatory testing; examples include "suspected CS", "borderline UFC", "no confirmed diagnosis", "consider empiric ketoconazole".

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Work a primary-prevention patient through the 2026 ACC/AHA multisociety dyslipidaemia guideline CPR framework — Calculate (10-year and 30-year PREVENT-ASCVD), Classify (low / borderline / intermediate / high), Personalize (demographic, clinical, biomarker, and reproductive risk enhancers), and Reclassify (coronary artery calcium scoring where appropriate). Use when a clinician asks how to assess ASCVD risk for primary prevention, who needs a statin, borderline risk patient what to do, intermediate risk should I start a statin, risk enhancers to look for, premature family history of ASCVD how does it change risk, pregnancy-related risk factors, PCOS and cardiovascular risk. Grounded in the 2026 ACC/AHA multisociety dyslipidaemia guideline.

日本語の概要は準備中です。原文の説明を表示しています。

X/Twitter via xurl CLI: post, search, DM, media, v2 API.

日本語の概要は準備中です。原文の説明を表示しています。

Specialized skill for building production-ready serverless applications on AWS. Covers Lambda functions, API Gateway, DynamoDB, SQS/SNS event-driven patterns, SAM/CDK deployment, and cold start optimization.

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Design AWS architectures for startups using serverless patterns and IaC templates. Use when asked to design serverless architecture, create CloudFormation templates, optimize AWS costs, set up CI/CD pipelines, or migrate to AWS. Covers Lambda, API Gateway, DynamoDB, ECS, Aurora, and cost optimization.

日本語の概要は準備中です。原文の説明を表示しています。

Deploy web apps with backend APIs, database, and file storage. Use when the user asks to deploy or publish a website or web app and wants a public URL. Uses HTTP API via curl.

日本語の概要は準備中です。原文の説明を表示しています。

Clone or recreate a live website URL, page, or section as React + Tailwind with extracted DOM, CSS, assets, responsive layout, motion, and interactions. Use for live-URL implementation or fidelity repair; not capture-only or diff-only requests.

日本語の概要は準備中です。原文の説明を表示しています。

Author tutorial-style documentation for the gatOS Astro/Starlight docs site (under site/) — the progressive `guides/` series that teaches writing flight-computer / autopilot programs against the gatOS /sim filesystem and its HTTP /v1 mirror. Use this when asked to write, add, or revise a gatOS tutorial or guide, plan the tutorial curriculum, or turn a /sim feature into a lesson. Covers the house style, Starlight/MDX mechanics, the dual-transport (/sim file + HTTP) presentation convention, the reusable code-snippet library, and the beginner→advanced tutorial ladder. Pairs with the `gatos` skill (how the sim works) and docs/TUTORIAL_DATA_REFERENCE.md (the data tutorials are built from).

日本語の概要は準備中です。原文の説明を表示しています。

> Game theory, Monte Carlo simulations, behavioral economics, and competitive war gaming.

日本語の概要は準備中です。原文の説明を表示しています。