Task Taxonomy

Orchestrate complex multi-step workflows: planning, tool execution, error handling, and iterative refinement.

Implement a new feature across multiple files, including tests, following project conventions and architecture.

Review code for security vulnerabilities (injection, auth issues, crypto flaws) and recommend fixes.

Clean historical financial data, identify trends and seasonality, and build a forecast model with confidence intervals.

Synthesize 30 research sources into a coherent position paper with citations, identifying consensus and disagreements.

Execute multi-step web tasks via tool use: navigation, form filling, data extraction.

Agentic ETL with schema inference, transformation, error recovery, and validation.

Research agent orchestrating search, calculation, and retrieval tools for complex queries.

Extract key clauses from legal contracts and flag non-standard or risky terms for attorney review.

Diagnose and fix bugs in an unfamiliar codebase by analyzing error messages, stack traces, and relevant code sections.

Triage security operations center alerts, classify severity, correlate indicators, and recommend response actions.

Draft negotiation or persuasive emails for high-stakes external communication (investor updates, contract negotiations, crisis response).

Analyze incident reports and produce ranked root causes with supporting evidence.

Estimate Total, Serviceable, and Obtainable market sizes with stated assumptions.

Flag regulation violations (GDPR, HIPAA, SOX) in documents or policies with citations.

Convert natural language questions into SQL queries for a known database schema.

Analyze datasets, select appropriate chart types, generate visualization code, and craft narrative insights.

Generate grounded answers from multi-chunk retrieval input with inline citations.

Extract key takeaways, numbers, and forward guidance from earnings call transcripts.

Translate code from one programming language to an equivalent implementation in another.

Produce structured market and competitor breakdown with positioning, strengths, and gaps.

Identify suspicious patterns in log streams and flag potential security incidents.

Translate 5,000 product descriptions from English to 5 target languages, preserving marketing tone and technical accuracy.

Summarize meeting transcripts and extract action items with owners and deadlines.

Handle initial customer inquiries: answer FAQs, collect issue details, route to specialists, or resolve simple tickets.

Score and rank candidate resumes against job descriptions, flagging key qualifications and gaps.

Create long-form blog draft from an outline and research notes, maintaining consistent voice.

Summarize long podcast/video transcripts into structured summaries with timestamps and key quotes.

Generate tested regex patterns from natural language descriptions with edge case handling.

Generate comprehensive unit tests for functions/classes including edge cases and mocks.

Generate user-facing API documentation from code with examples and type signatures.

Classify emails as phishing attempts with reasoning and confidence indicators.

Qualify leads, answer product questions, and guide prospects through consideration phase.

Analyze conversation transcripts and decide if/how to escalate with reasoning.

Identify and redact personally identifiable information (names, SSNs, addresses, etc.) across a document corpus.

Extract structured data (vendor, date, line items, totals, tax) from scanned or digital invoices and receipts.

Generate executive summary emails from dashboard metrics, highlighting key changes and anomalies.

Flag harmful, abusive, or inappropriate content with severity tier classification.

Generate 5 ad copy variants from a product brief with different angles, tones, and CTAs.

Write SEO-aware product page copy with feature highlights, benefits, and specifications.

Create drip campaign email sequence drafts with personalization slots and clear CTAs.

Answer a specific question from a single document with a concise, grounded response.

Guide new users through product onboarding with contextual help and progress tracking.

Classify 50,000 emails into categories (spam, promotional, personal, work) for inbox organization.

Route incoming support tickets to the correct team queue based on content analysis.

Extract people, organizations, locations, dates, and other named entities from text.

Draft platform-specific social media posts (LinkedIn, Twitter/X, Instagram) with appropriate tone and formatting.

Classify sentiment (positive/negative/neutral) for 10,000 customer product reviews with optional aspect extraction.

Classify user queries into intent labels from a fixed taxonomy for routing or response selection.

Identify the language(s) present in text, including mixed-language content detection.