Research

Analyze manufacturing defect detection and quality control systems — computer vision inspection pipelines, SPC control charts, Six Sigma process capability (Cp/Cpk), defect classification taxonomies, root cause analysis tooling, and measurement system analysis. Audit QC codebases for detection accuracy, false reject rates, statistical rigor, and traceability compliance.

Comprehensive academic advisor investigation and evaluation system for graduate school decisions. Investigates professors at any institution worldwide — searches publications (PubMed/Scopus/Scholar/OpenAlex), maps co-author networks, tracks student trajectories (the #1 predictive signal), classifies advisor type, and assesses exploitation/toxicity risk. Automatically applies region-specific search strategies: Chinese institutions (mainland China) use 知乎/小木虫/百度学术/CNKI; international institutio...

2-stage pipeline: trace (causal investigation) -> deep-interview (requirements crystallization) with 3-point injection

Solve CTF reverse engineering challenges using systematic analysis to find flags, keys, or passwords. Use for crackmes, binary bombs, key validators, obfuscated code, algorithm recovery, or any challenge requiring program comprehension to extract hidden information.

Build graph indices (by-topic, by-year, authors, citation-network) from corpus state using definitions in .aiwg/config.yaml. Replaces manual 3-agent dispatch with a single command.

Content strategy, content gaps, editorial calendar, topical authority, content plan, what should I write about. Covers topical authority mapping, gap analysis, brief generation, and 12-week editorial calendar. Most of this skill is strategic reasoning over observable content + WebSearch — no Path B dependencies except for Phase 3 traffic scoring (requires GSC/GA data, which the user can paste in or skip).

How to author a content brief that actually guides a writer (human or AI) to produce a piece that ranks, converts, or both. Per-piece editorial brief: target keyword and cluster, search intent, audience and JTBD, heading structure, entity coverage for AEO/GEO, internal linking strategy, success criteria. The middle path between thin briefs (a keyword and a deadline) and thick briefs (a 4-page document nobody reads). Triggers on content brief, brief the writer, brief the article, brief authori...

Check for co-authorship and institutional conflicts between authors and suggested reviewers to support peer review integrity. Coauthorship and institutional conflict detection supported.

Erklärt pleadings, discovery, disclosure, depositions, privilege, evidence und settlement aus UK US Sicht.

Tracks every commitment made across active research collaborations from email — data sharing promises, co-authorship agreements, analysis contributions, review commitments, and meeting obligations — surfacing those that are unmet or at risk. Use when a researcher wants to hold collaborators accountable and ensure their own commitments are on track. Triggers on "collaboration commitments", "what have collaborators promised", "co-author obligations", "research partnership commitments", "what am...

Generate a comprehensive codebase profile — architecture topology, dependency graph, code quality metrics, security surface, test posture, and infrastructure snapshot. Stack-agnostic. Outputs to .anthril/codebase-profile.md.

Verify citations against the research corpus to prevent hallucinated references and enforce GRADE compliance

Use when formatting references for journal submission, converting between citation styles (APA, MLA, Vancouver, Chicago), generating bibliographies for manuscripts, or ensuring consistent reference formatting. Automatically formats citations and bibliographies in 1000+ academic styles. Ensures reference accuracy, completeness, and compliance with journal requirements. Supports batch conversion and integration with reference managers.

Zero-context verification that every bibliographic entry in the paper is real, correctly attributed, and used in a context the cited paper actually supports. Uses a fresh cross-model reviewer with web/DBLP/arXiv lookup to catch hallucinated authors, wrong years, fabricated venues, version mismatches, and wrong-context citations (cite present but the cited paper does not establish the claim). Use when user says \"审查引用\", \"check citations\", \"citation audit\", \"verify references\", \"引用核对\",...

Check manuscript compliance with medical research reporting guidelines. Supports 33 guidelines including STROBE, CONSORT, STARD, STARD-AI, TRIPOD, TRIPOD+AI, ARRIVE, PRISMA, PRISMA-DTA, PRISMA-P, CARE, SPIRIT, CLAIM, MI-CLEAR-LLM, SQUIRE 2.0, CLEAR, MOOSE, GRRAS, SWiM, AMSTAR 2, and risk of bias tools (QUADAS-2, QUADAS-C, RoB 2, ROBINS-I, ROBINS-E, ROBIS, ROB-ME, PROBAST, PROBAST+AI, NOS, COSMIN, RoB NMA). Generates item-by-item assessment with PRESENT/MISSING/PARTIAL status.

Academic paper writing skill for 3D vision, computer graphics, CAD, and 3D understanding. Covers NeRF, 3DGS, SLAM, point cloud processing, 3D shape understanding/generation, CAD modeling, and reverse engineering. Supports CVPR/ICCV/ECCV/SIGGRAPH/EG/PG/TVCG/CGF and doctoral dissertations.

Monitors internet-facing assets using Censys Search API v2 for host discovery and certificate enumeration. Tracks exposed services, TLS configurations, and new asset appearances with delta alerting via webhook integrations.

Analyze catastrophe modeling systems for natural disaster exposure, PML estimation, and reinsurance optimization. Use when: 'assess cat model', 'evaluate disaster exposure', 'review PML calculations', 'audit reinsurance program', 'check exposure data quality', 'analyze hurricane/earthquake risk models', 'evaluate Oasis or RMS setup'.

Create and maintain onboarding artifacts including file-level onboarding MDs and repo-level entity catalogs. Covers template, folder organization, section conventions, and metadata. Enforces strict 1-to-1 mapping for source files and one entity catalog per repo. Use this whenever creating new onboarding files, repo entity catalogs, or auditing existing onboarding artifacts for format compliance.

Diagnose MSBuild build performance bottlenecks using binary log analysis. Only activate in MSBuild/.NET build context. USE FOR: identifying why builds are slow by analyzing binlog performance summaries, detecting ResolveAssemblyReference (RAR) taking >5s, Roslyn analyzers consuming >30% of Csc time, single targets dominating >50% of build time, node utilization below 80%, excessive Copy tasks, NuGet restore running every build. Covers timeline analysis, Target/Task Performance Summary interpr...

Brev instance operating guidance for NeMo-RL agents working in /home/ubuntu/RL with limited workspace disk, a larger /ephemeral volume, and optional /home/ubuntu/RL/.env secrets. Use when running auto-research campaigns, experiments, training jobs, model or dataset downloads, shared cache-heavy commands, log-producing runs, checkpoint generation, W&B or Hugging Face authenticated workflows, or any workflow that may create large files on Brev.

TikTok Shop brand protection toolkit. Detect unauthorized sellers, counterfeit products, and affiliate abuse. Includes TikTok IP Protection reporting, influencer misuse detection, and complaint templates. No API key required.

eBay brand protection toolkit. Detect unauthorized sellers, counterfeits, and VeRO violations. Includes price monitoring, trademark abuse detection, VeRO complaint templates, and enforcement guides. No API key required.

Amazon brand protection toolkit. Detect hijackers, counterfeits, and unauthorized sellers. Includes MAP violation monitoring, trademark abuse detection, complaint templates for Brand Registry, and test buy evidence collection guides. No API key required.