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Write and debug Python regressions with PyFixest using a reference for model formulas, estimation functions, and standard errors. It also covers extracting results, comparing models, and producing regression tables and plots, including models that account for group differences.
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Turn security findings into candidate code fixes with review results and summaries. Depending on the input, use independent source review or a pipeline with execution checks, then provide diffs for a person to review and apply.
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Build reproducible empirical analyses in R, from data cleaning to statistical modeling and publication tables and figures. Covers economics, epidemiology, and machine learning approaches to causal inference, which estimates effects of interventions.
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检出GitHub的PR，修复lint代码规范问题和TypeScript类型错误，完成提交与推送。支持来自分支仓库的PR，并通过重复类型检查验证修复。
将标识代码修复的字符串与文件哈希写入带签名的清单，通过各次发布的历史记录检查修复是否丢失，并追踪修复丢失或问题复发所关联的提交。
Implement PR review actions already selected for fixes, run relevant checks, and create focused commits. Post progress and completion replies, resolve applicable threads, and update the action records and their Markdown summary.
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Address existing feedback on a GitHub pull request, a proposed code change. Evaluate comments against the code, apply valid fixes, and verify replies and thread resolution, with options for local handoff or resuming saved work.
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Interpret n8n validation results and work through fixes for missing settings, broken references, and expression errors. Distinguishes blocking errors from advisory warnings, explains validation profiles, and guides review of automatic fixes and execution failures.
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Helps address Google Cloud Security Command Center findings by planning targeted fixes for permissions, misconfigurations, vulnerabilities, and combined attack paths. It includes impact checks, verification, rollback steps, and execution after user approval.
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Improve research code, results, and paper drafts through repeated review by a second Codex agent. The workflow implements fixes, checks them again, and records assessments and unresolved issues across up to four rounds.
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Iteratively improve research by having Claude Code review code, results, and drafts while Codex implements fixes. Repeat until the assessment meets the stopping criteria or the round limit is reached, preserving feedback and unresolved issues.
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Run repeated reviews of research work, implement fixes, and request another assessment for up to four rounds by default. The workflow records progress and stops when both the review score and verdict meet its acceptance rules.
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Monitor automated build and test runs in Nx Cloud, review suggested fixes, and apply or improve them when runs fail. Set monitoring limits and approval preferences, then follow subsequent runs to check the outcome.
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Improve R code used in empirical economics by finding slow operations, reducing memory use, and optimizing data processing and regressions. It covers large panel datasets and repeated calculations, with checks that optimized code preserves the original results.
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持续开展OpenClaw整体质量验证，从复现缺陷、修复根因到独立审查和确认合并，将真实环境及压力测试的证据和进度记录在可续接的报告中。
协助在Claude Code中配置Plankton，在每次编辑文件后自动格式化并检查代码。还涵盖剩余违规的自动修复、复查，以及防止检查规则被放宽的保护措施。
通过Paperclip对单个Terminal-Bench任务进行有次数和时间限制的试验，记录证据、诊断停止原因并管理产品修复审批，持续使用同一隔离工作副本复测。
检查拉取请求中的评审意见和合并冲突，完成修复与验证。提交或推送前进行只读交叉评审，依据差异和验证结果判断意见，并报告处理结果及遗留问题。
根据已审核的合并请求计划，完成获准的修改与验证，保留贡献者的作者信息，并且只合并所有者明确授权的请求组，以证据说明合并结果和暂缓原因。
Audit the macOS and Windows branches of Mole CLI for safety risks, excess complexity, outdated information, performance issues, and lessons missing from tests or rules. Challenge each finding before reporting it, then implement and record approved fixes.
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Review changed code from four angles: reuse, simplicity, efficiency, and whether fixes address the underlying mechanism. Applies suitable improvements within the reviewed scope while preserving intended behavior, and reports fixes or skipped findings.
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Complete a Dependabot update across a monorepo by updating matching dependency versions in other packages and regenerating bun.lock. Check the changed files, preserve existing version prefixes, then commit and push the fixes.
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Match scientific labels to ontology identifiers, standardized IDs for concepts such as tissues, cell types, and diseases. Checks existing IDs, labels, obsolete terms, and prefixes to support metadata annotation, submission preparation, and table audits.
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Reviews Cherry Studio code and documentation against product decisions, architecture rules, implementation checks, and conventions. It selects a review approach based on scope and available agents, then reports findings with guidance for fixes.
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