Skill UI

This framework moves beyond simple storage solutions (like vector databases) to treat memory as a complex metabolic system. It provides tools and methodologies to audit, price, and govern an agent's memory, focusing especially on the forgetting policy. Key functions include cost profiling (construction vs. query energy), classifying stored records (fact/skill/log), and ensuring a mandatory forgetting policy to prevent state bloat and maintain performance.

A comprehensive guide covering advanced offensive methodologies for data exfiltration. Techniques include abusing DNS (dnscat2, iodine), tunneling over HTTPS/CDN, utilizing ICMP, and exploiting cloud storage services. This knowledge is critical for authorized red team engagements and post-exploitation simulations, mapping directly to MITRE ATT&CK tactics like T1048 and T1041.

A sub-agent skill that turns exploration findings or user input into a structured SDD change proposal, covering intent, scope, capabilities, approach, risks, and success criteria. Persists proposal.md via engram, openspec, or hybrid storage.

This sub-agent is specialized in generating precise delta specifications (delta specs). It analyzes a given proposal to identify added, modified, or removed system behaviors, creating structured requirements and scenarios to document the proposed changes accurately. It follows defined conventions for persistence across various artifact storage modes (Engram, OpenSpec, Hybrid).

Creates a personal, motivating daily focus board in a browser canvas, driven by conversation with an AI partner. Tracks task statuses with progress notes, supports numeric goals with progress bars, and includes neurodivergent-friendly features like focus mode, kind carryover, brain-dump box, reduced motion, and gentle deadline countdowns. Priorities via Eisenhower matrix, daily mantra, check-in, and end-of-day recap. Persists in localStorage.

This skill assists in designing tenant-scoped memory systems for AI agents, covering retrieval, retention, and storage strategies. It guides planning for RAG, conversation history, and vector stores while ensuring data isolation across sessions. Users learn to establish semantic and episodic records, manage permissions, and test retrieval quality before deployment.

This skill facilitates the end-to-end deployment of web applications and websites, supporting full-stack architectures including backend APIs, databases, and file storage. It is used when the user wishes to publish a project to a public, live URL, managing the entire deployment lifecycle from template selection to status checking and updates.

Master Azure Infrastructure as Code using ARM templates and Bicep. Learn to create modular deployments for virtual networks, VMs, and storage accounts. Manage dependencies and secure configurations efficiently. Ideal for DevOps engineers automating cloud resource provisioning and lifecycle management.

Master secure authentication and authorization implementation using industry-standard patterns. Covers user login systems, REST/GraphQL API security, OAuth2, SSO, session management, and RBAC design. Includes guidance on token lifecycle, secrets storage, and threat modeling to protect resource access boundaries effectively.

Configure AWS CloudTrail to enable organization-wide audit logging for compliance and security investigation. This skill covers setting up S3 buckets for log storage, applying security policies, enabling encryption, and creating trails for multi-region activity. It includes configuring event selectors for management and data events, and setting up CloudWatch alarms for unauthorized API calls to meet standards like SOC 2 or HIPAA.

Practical FinOps controls to reduce AWS spend: rightsizing, autoscaling, Savings Plans and Reserved Instance planning, storage lifecycle policies, budget and anomaly alerts, and cleanup of idle resources using AWS CLI.

Configure and secure Amazon S3 buckets using AWS CLI. Implement versioning, lifecycle rules, encryption, and access policies for production-grade object storage management. Ideal for DevOps and cloud infrastructure tasks.