商業

Identify groups and patterns in data using k-means, hierarchical clustering, and DBSCAN for cluster discovery, customer segmentation, and unsupervised learning

Configure network security groups and firewall rules to control inbound/outbound traffic and implement network segmentation.

7 product marketing skills + 6 specialist agents for go-to-market strategy, positioning, messaging, competitive intelligence, and launch coordination.

Process real-time data streams and implement streaming pipelines. Use when handling continuous data feeds, implementing event-driven processing, or building real-time analytics pipelines. NOT needed for batch file processing.

Validate input data types, ranges, formats, and business rules. Use when validating API requests, form inputs, or enforcing data constraints.

Identify and merge duplicate records in CRM datasets using fuzzy matching and exact matching. Use when cleaning contact lists, merging records from multiple sources, finding duplicate customers, or consolidating CRM data before sync.

Interact with HubSpot CRM API for managing contacts, companies, and deals. Use when fetching HubSpot contacts, creating or updating CRM records, syncing data with HubSpot, or building HubSpot integrations.

Create visual and logical maps of network topology. Use this skill when documenting network infrastructure, identifying network segments, or creating diagrams of discovered systems.

Perform ABC analysis for inventory classification. Use this skill when categorizing SKUs by value or velocity, applying Pareto principles, segmenting inventory for differential treatment, or prioritizing stock management efforts.

Interact with Salesforce REST API for CRUD operations on CRM objects. Use when fetching contacts from Salesforce, creating leads, updating accounts, querying with SOQL, or building Salesforce integrations.

Create and manipulate Microsoft Word documents programmatically using python-docx. Use when generating Word reports, creating templated documents, producing editable business documents, or building DOCX files with tables and images.

Send automated emails with attachments using SMTP protocols. Use when sending invoice notifications, dispatching payment reminders, emailing reports to stakeholders, or automating email-based workflows.

Parse, transform, and generate JSON data for CRM integrations. Use when processing CRM API responses, extracting contact data from JSON exports, transforming data between systems, or preparing JSON payloads for sync operations.

Analyze and transform tabular CRM data using pandas DataFrames. Use when processing contact records, merging customer datasets, performing data aggregations, cleaning CRM exports, or preparing data for sync operations.

Portfolio analytics including Value at Risk (VaR), Conditional VaR, Sharpe ratio, volatility, and return calculations. Use when analyzing investment performance, measuring portfolio risk exposure, computing expected returns, calculating correlation matrices, or optimizing asset allocation. Implements both parametric and historical risk models.

Make HTTP requests to REST APIs with authentication, handle responses, and manage pagination. Use when connecting to external APIs, fetching data from CRM systems, syncing records between services, or implementing OAuth/API key authentication flows.

Transform and map data between different schemas and formats. Use when converting CRM records between systems, normalizing field names, flattening nested structures, or applying business rules to data transformations.

Implement OAuth 2.0 authentication flows for CRM API access. Use when authenticating with Salesforce, HubSpot, or other CRM APIs, managing access tokens, refreshing expired tokens, or building OAuth-based integrations.

Implement scheduling algorithms for logistics operations. Use this skill when sequencing tasks, allocating time slots, resolving resource conflicts, or optimizing job shop and flow shop scheduling problems.

Validate data fields against schemas, rules, and constraints. Use when validating invoice data integrity, checking required fields, enforcing business rules, verifying data types and formats, or ensuring data quality before processing.