[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I fallback chains across modalities?

[Assistant] If a requested modality is unavailable, Icarus falls back through a defined chain: (1) Vision fails -> try OCR (text) -> try voice description. (2) Voice output fails -> display text in chat panel. (3) Screen capture fails -> ask user to describe via voice or paste an image. Each fallback triggers a notification explaining the degraded mode. Define fallback chains in a config file at config/fallbacks.json for user customization.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Fallback Chains Across Modalities

[Assistant] If a requested modality is unavailable, Icarus falls back through a defined chain: (1) Vision fails -> try OCR (text) -> try voice description. (2) Voice output fails -> display text in chat panel. (3) Screen capture fails -> ask user to describe via voice or paste an image. Each fallback triggers a notification explaining the degraded mode. Define fallback chains in a config file at config/fallbacks.json for user customization.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I synchronizing output across modalities?

[Assistant] When Icarus produces output visible in multiple modalities (e.g., spoken response + text in chat + visual highlight), all outputs must be timestamped to the same event ID and rendered within 200ms of each other. Use a publisher-subscriber pattern: the action engine publishes a result event, and each output channel (TTS, chat panel, status icon) subscribes and renders independently. The slowest channel must not delay faster channels.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Synchronizing Output Across Modalities

[Assistant] When Icarus produces output visible in multiple modalities (e.g., spoken response + text in chat + visual highlight), all outputs must be timestamped to the same event ID and rendered within 200ms of each other. Use a publisher-subscriber pattern: the action engine publishes a result event, and each output channel (TTS, chat panel, status icon) subscribes and renders independently. The slowest channel must not delay faster channels.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I user preference learning from multimodal interactions?

[Assistant] Icarus tracks interaction patterns per user: preferred modality for different task types (e.g., always uses voice for quick calculations, text for code queries). Store preferences in a local SQLite database with columns: user_id, task_category, preferred_modality, confidence_score. After 10 interactions in a category, auto-suggest switching to the preferred modality. Users can override suggestions at any time.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about User Preference Learning from Multimodal Interactions

[Assistant] Icarus tracks interaction patterns per user: preferred modality for different task types (e.g., always uses voice for quick calculations, text for code queries). Store preferences in a local SQLite database with columns: user_id, task_category, preferred_modality, confidence_score. After 10 interactions in a category, auto-suggest switching to the preferred modality. Users can override suggestions at any time.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I error presentation in multimodal interfaces?

[Assistant] Errors must be presented in at least two modalities simultaneously. For example, a failed voice command shows a red toast notification, plays an error chime, and speaks 'Sorry, I couldn't do that because...' if audio is enabled. Classify errors: TRANSIENT (retry automatically), USER_ERROR (show documentation link), SYSTEM_ERROR (log details, suggest recovery). Never speak raw error codes — always map to human-readable messages.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Error Presentation in Multimodal Interfaces

[Assistant] Errors must be presented in at least two modalities simultaneously. For example, a failed voice command shows a red toast notification, plays an error chime, and speaks 'Sorry, I couldn't do that because...' if audio is enabled. Classify errors: TRANSIENT (retry automatically), USER_ERROR (show documentation link), SYSTEM_ERROR (log details, suggest recovery). Never speak raw error codes — always map to human-readable messages.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is Accessibility Considerations for Multimodal Design?

[Assistant] Icarus must support users with disabilities by offering modality redundancy: every action possible via voice must also be possible via text or UI click. Provide high-contrast visual feedback for hearing-impaired users. Offer adjustable TTS speed (0.5x-2x) and alternate voices. Screen reader compatibility requires ARIA labels on all custom UI elements. Keyboard navigation must work even when voice is primary input.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is Bandwidth-Aware Modality Selection?

[Assistant] Icarus detects network availability and adjusts modality usage: offline -> prefer local voice recognition and OCR (no cloud vision); online -> enable cloud-based vision models and web search. When bandwidth is limited (< 1 Mbps), send lower-resolution screenshots (max 720p) and disable real-time video analysis. The modality selector runs every 30 seconds and on network state change events.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I progressive enhancement — start simple, add modalities?

[Assistant] Icarus launches with text-only chat as the base capability. If the microphone is available and configured, voice input is added as an enhancement. If a screen capture API is detected, vision and OCR become available. If the system has a GPU with sufficient VRAM, local vision models load. Each enhancement tier is independently pluggable. The minimal viable Icarus requires only text I/O.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Progressive Enhancement — Start Simple, Add Modalities

[Assistant] Icarus launches with text-only chat as the base capability. If the microphone is available and configured, voice input is added as an enhancement. If a screen capture API is detected, vision and OCR become available. If the system has a GPU with sufficient VRAM, local vision models load. Each enhancement tier is independently pluggable. The minimal viable Icarus requires only text I/O.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I session management across modality switches?

[Assistant] A single session spans any sequence of modality switches. The session object tracks: session_id (UUID), start_time, modality_used (array in order), active_window at each switch, and accumulated context. When switching from voice to text, the last spoken utterance is logged in the chat as a system message. When switching from text to voice, the TTS engine announces 'switched to voice mode'. Sessions persist for up to 24 hours of inactivity before archival.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Session Management Across Modality Switches

[Assistant] A single session spans any sequence of modality switches. The session object tracks: session_id (UUID), start_time, modality_used (array in order), active_window at each switch, and accumulated context. When switching from voice to text, the last spoken utterance is logged in the chat as a system message. When switching from text to voice, the TTS engine announces 'switched to voice mode'. Sessions persist for up to 24 hours of inactivity before archival.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How to test multimodal interactions systematically?

[Assistant] Use a three-layer approach: (1) Unit tests for each modality handler in isolation with mocked inputs. (2) Integration tests using a test harness that simulates real modality switches — e.g., send voice command, verify screenshot was captured, verify OCR ran, verify text output. (3) E2E tests with actual microphone/screen capture in a sandboxed VM. Use property-based testing to verify fallback chains: for any unavailable modality, the system must produce a valid response via another modality. Measure modality switch latency as a key performance indicator — target < 100ms.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is DNS Resolution?

[Assistant] DNS (Domain Name System) resolution translates human-readable domain names like 'example.com' into machine-readable IP addresses. The process involves querying a recursive resolver, which checks its cache, then queries root nameservers, TLD nameservers, and finally authoritative nameservers to obtain the IP address. This is the foundation of all internet navigation.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is HTTP/HTTPS Protocol Basics?

[Assistant] HTTP (Hypertext Transfer Protocol) is the foundation of web communication, using request-response cycles with methods like GET, POST, PUT, DELETE, and PATCH. HTTPS adds TLS encryption on top, ensuring confidentiality and integrity. Default ports are 80 for HTTP and 443 for HTTPS. Each request includes headers, a method, a path, and optionally a body.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I restful api consumption patterns?

[Assistant] To consume a RESTful API in Icarus, use the fetch function with the appropriate HTTP method. REST APIs use resources as nouns (/users, /orders) and HTTP methods as verbs. Always handle response status codes: 2xx for success, 4xx for client errors, 5xx for server errors. Parse JSON responses with response.json() and wrap calls in try-catch blocks for error handling.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about RESTful API Consumption Patterns

[Assistant] To consume a RESTful API in Icarus, use the fetch function with the appropriate HTTP method. REST APIs use resources as nouns (/users, /orders) and HTTP methods as verbs. Always handle response status codes: 2xx for success, 4xx for client errors, 5xx for server errors. Parse JSON responses with response.json() and wrap calls in try-catch blocks for error handling.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I websocket api for real-time connections?

[Assistant] WebSocket provides full-duplex communication over a single TCP connection, ideal for real-time features like live chat or notifications. Connect using ws:// or wss:// (secure) protocols. The WebSocket API has onopen, onmessage, onerror, and onclose event handlers. Messages can be sent via socket.send() and are received as string or binary data.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about WebSocket API for Real-Time Connections

[Assistant] WebSocket provides full-duplex communication over a single TCP connection, ideal for real-time features like live chat or notifications. Connect using ws:// or wss:// (secure) protocols. The WebSocket API has onopen, onmessage, onerror, and onclose event handlers. Messages can be sent via socket.send() and are received as string or binary data.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is CORS - Cross-Origin Resource Sharing?

[Assistant] CORS is a browser security mechanism that controls cross-origin HTTP requests. When a web page from one origin requests a resource from a different origin, the browser sends a preflight OPTIONS request to check allowed methods and headers. Servers must respond with Access-Control-Allow-Origin, Access-Control-Allow-Methods, and Access-Control-Allow-Headers headers to permit the request.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I api authentication methods?

[Assistant] Icarus supports three common API auth methods. API Keys: include a header like 'X-API-Key: your-key'. Bearer Tokens: use 'Authorization: Bearer <token>' (common with OAuth2/JWT). Basic Auth: base64-encode 'username:password' and send as 'Authorization: Basic <encoded>'. For all methods, avoid logging or exposing credentials.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about API Authentication Methods

[Assistant] Icarus supports three common API auth methods. API Keys: include a header like 'X-API-Key: your-key'. Bearer Tokens: use 'Authorization: Bearer <token>' (common with OAuth2/JWT). Basic Auth: base64-encode 'username:password' and send as 'Authorization: Basic <encoded>'. For all methods, avoid logging or exposing credentials.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I rate limiting and handling 429 responses?

[Assistant] Rate limiting prevents API abuse by capping requests per time window. When a 429 Too Many Requests response is received, Icarus should parse the Retry-After header for the wait duration (in seconds or as a date). Implement exponential backoff: wait 1s, 2s, 4s, etc. Also respect X-RateLimit-Limit, X-RateLimit-Remaining, and X-RateLimit-Reset headers when present.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Rate Limiting and Handling 429 Responses

[Assistant] Rate limiting prevents API abuse by capping requests per time window. When a 429 Too Many Requests response is received, Icarus should parse the Retry-After header for the wait duration (in seconds or as a date). Implement exponential backoff: wait 1s, 2s, 4s, etc. Also respect X-RateLimit-Limit, X-RateLimit-Remaining, and X-RateLimit-Reset headers when present.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I network troubleshooting commands?

[Assistant] Key network diagnostic tools for Icarus: ping tests reachability by sending ICMP echo requests; tracert (traceroute) shows the path packets take through routers; nslookup queries DNS records directly; netstat displays active connections, listening ports, and routing tables. Use ipconfig (Windows) or ifconfig (Linux/Mac) to inspect network interface configuration.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Network Troubleshooting Commands

[Assistant] Key network diagnostic tools for Icarus: ping tests reachability by sending ICMP echo requests; tracert (traceroute) shows the path packets take through routers; nslookup queries DNS records directly; netstat displays active connections, listening ports, and routing tables. Use ipconfig (Windows) or ifconfig (Linux/Mac) to inspect network interface configuration.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I proxy configuration for network requests?

[Assistant] For outbound HTTP/HTTPS requests, configure a proxy by setting the HTTP_PROXY and HTTPS_PROXY environment variables. Icarus can also use per-request proxies by passing the 'proxy' option in fetch: { proxy: 'http://proxy.example.com:8080' }. SOCKS proxies use a separate protocol and are configured via SOCKS_PROXY. Proxies support authentication with 'http://user:pass@proxy:port' syntax.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Proxy Configuration for Network Requests

[Assistant] For outbound HTTP/HTTPS requests, configure a proxy by setting the HTTP_PROXY and HTTPS_PROXY environment variables. Icarus can also use per-request proxies by passing the 'proxy' option in fetch: { proxy: 'http://proxy.example.com:8080' }. SOCKS proxies use a separate protocol and are configured via SOCKS_PROXY. Proxies support authentication with 'http://user:pass@proxy:port' syntax.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is Localhost and 127.0.0.1?

[Assistant] 127.0.0.1 is the loopback IPv4 address that points to the local machine, while ::1 is the IPv6 equivalent. The hostname 'localhost' resolves to these addresses. This is used for local development, running servers that are not exposed to the network, and testing network applications without external connectivity. Services bound to 0.0.0.0 accept connections from any IP.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is Port Numbers and Common Service Ports?

[Assistant] Ports are 16-bit numbers (0-65535) identifying specific services on a host. Well-known ports (0-1023): 21/FTP, 22/SSH, 23/Telnet, 25/SMTP, 53/DNS, 80/HTTP, 110/POP3, 143/IMAP, 443/HTTPS, 3306/MySQL, 5432/PostgreSQL, 27017/MongoDB, 6379/Redis, 8080/HTTP-alt. Registered ports (1024-49151) are for user applications. Ephemeral ports (49152-65535) are dynamically assigned.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is IPv4 vs IPv6 Differences?

[Assistant] IPv4 uses 32-bit addresses (e.g., 192.168.1.1) supporting ~4.3 billion addresses, written in dotted decimal. IPv6 uses 128-bit addresses (e.g., 2001:db8::1) providing 3.4x10^38 addresses, written in 8 groups of hex digits with zero compression. IPv6 eliminates NAT, has built-in IPsec, simplifies header processing, and supports stateless address autoconfiguration (SLAAC).


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is NAT and Port Forwarding?

[Assistant] Network Address Translation (NAT) allows multiple devices on a private network (e.g., 192.168.x.x) to share a single public IP by rewriting packet headers. Port forwarding maps external requests on a specific port to an internal device, enabling access to services behind NAT. Common types: SNAT (source), DNAT (destination), and PAT (port address translation used by home routers).


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is VPN Concepts and When to Use Them?

[Assistant] A Virtual Private Network (VPN) creates an encrypted tunnel between a device and a remote server, masking the user's IP and encrypting all traffic. Use cases: accessing geo-restricted content, securing communication on public Wi-Fi, bypassing censorship, and connecting to corporate networks remotely. Protocols include OpenVPN, WireGuard, IKEv2/IPsec, and L2TP/IPsec.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is Content Delivery Networks (CDNs)?

[Assistant] A CDN is a distributed network of servers that caches static content (images, CSS, JS, videos) at edge locations worldwide, reducing latency by serving from the nearest node. Leading providers include Cloudflare, Akamai, Fastly, and AWS CloudFront. CDNs also provide DDoS protection, SSL termination, load balancing, and dynamic content acceleration through edge computing.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I webhook architecture for event notifications?

[Assistant] Webhooks are HTTP callbacks triggered by events, sending POST requests to a pre-registered URL with a JSON payload. Icarus can register webhooks via API with a URL + secret. Validate incoming webhooks by checking a signature header (e.g., X-Hub-Signature using HMAC-SHA256). Respond with 200 OK quickly; process the event asynchronously to avoid timeouts.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Webhook Architecture for Event Notifications

[Assistant] Webhooks are HTTP callbacks triggered by events, sending POST requests to a pre-registered URL with a JSON payload. Icarus can register webhooks via API with a URL + secret. Validate incoming webhooks by checking a signature header (e.g., X-Hub-Signature using HMAC-SHA256). Respond with 200 OK quickly; process the event asynchronously to avoid timeouts.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I graphql api query patterns?

[Assistant] GraphQL allows querying exactly the data needed in a single request. Queries use POST to a single /graphql endpoint with { query: '...' }. Use aliases, fragments, and variables for reusable queries. Mutations modify data; subscriptions provide real-time updates via WebSocket. Introspection queries (__schema, __type) discover the API schema. Always validate query complexity to prevent abuse.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about GraphQL API Query Patterns

[Assistant] GraphQL allows querying exactly the data needed in a single request. Queries use POST to a single /graphql endpoint with { query: '...' }. Use aliases, fragments, and variables for reusable queries. Mutations modify data; subscriptions provide real-time updates via WebSocket. Introspection queries (__schema, __type) discover the API schema. Always validate query complexity to prevent abuse.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is Serverless and Edge Function Concepts?

[Assistant] Serverless computing (AWS Lambda, Cloudflare Workers, Vercel Functions) runs code on-demand without managing servers, scaling automatically from zero. Edge functions run at CDN edge locations near users for ultra-low latency. Cold starts occur when a function spins up from idle. Both follow event-driven architectures and are billed per invocation rather than for idle capacity.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I api versioning strategies?

[Assistant] Common API versioning approaches: URL path versioning (/v1/users, /v2/users) is simplest and most visible; header versioning uses Accept: application/vnd.api+json;version=2 or a custom X-API-Version header; query parameter versioning (?version=2). Best practice is to maintain backward compatibility, deprecate with notice, and support at least one previous version with clear sunset timelines.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about API Versioning Strategies

[Assistant] Common API versioning approaches: URL path versioning (/v1/users, /v2/users) is simplest and most visible; header versioning uses Accept: application/vnd.api+json;version=2 or a custom X-API-Version header; query parameter versioning (?version=2). Best practice is to maintain backward compatibility, deprecate with notice, and support at least one previous version with clear sunset timelines.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is Network Security Basics?

[Assistant] Network security fundamentals include: firewalls that filter traffic by port/protocol at network and application layers; DMZ (demilitarized zone) as a buffer network between internal LAN and the public internet hosting public-facing services; TLS certificates encrypting traffic in transit; intrusion detection/prevention systems (IDS/IPS); and the principle of least privilege for network access controls.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I batch file processing with powershell?

[Assistant] To batch rename, move, or convert multiple files in a folder, use the Get-ChildItem cmdlet piped into ForEach-Object. For renaming: Get-ChildItem *.jpg | ForEach-Object { Rename-Item $_ -NewName ('photo_'+$_.Name) }. For moving: Move-Item -Path C:\Src\* -Destination D:\Dst. For bulk conversion (e.g., images to PNG): use Write-Host as placeholder — prefer third-party tools like ImageMagick's mogrify. Always test on a sample first with -WhatIf.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Batch file processing with PowerShell

[Assistant] To batch rename, move, or convert multiple files in a folder, use the Get-ChildItem cmdlet piped into ForEach-Object. For renaming: Get-ChildItem *.jpg | ForEach-Object { Rename-Item $_ -NewName ('photo_'+$_.Name) }. For moving: Move-Item -Path C:\Src\* -Destination D:\Dst. For bulk conversion (e.g., images to PNG): use Write-Host as placeholder — prefer third-party tools like ImageMagick's mogrify. Always test on a sample first with -WhatIf.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I windows registry reading and safe modification?

[Assistant] Use Get-ItemProperty and Set-ItemProperty to read/write the registry. To read: Get-ItemProperty -Path 'HKLM:\SOFTWARE\Microsoft\Windows\CurrentVersion'. To set: Set-ItemProperty -Path 'HKCU:\Control Panel\Desktop' -Name 'MenuShowDelay' -Value 200. Always back up a key before editing: Export the key via regedit or use Reg.exe EXPORT. Prefer HKCU over HKLM to avoid system-wide breakage. Never delete unknown keys.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Windows Registry reading and safe modification

[Assistant] Use Get-ItemProperty and Set-ItemProperty to read/write the registry. To read: Get-ItemProperty -Path 'HKLM:\SOFTWARE\Microsoft\Windows\CurrentVersion'. To set: Set-ItemProperty -Path 'HKCU:\Control Panel\Desktop' -Name 'MenuShowDelay' -Value 200. Always back up a key before editing: Export the key via regedit or use Reg.exe EXPORT. Prefer HKCU over HKLM to avoid system-wide breakage. Never delete unknown keys.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I scheduled tasks with schtasks.exe?

[Assistant] Use schtasks.exe via PowerShell or cmd. Create: schtasks /Create /SC DAILY /TN 'MyTask' /TR 'powershell.exe -File C:\script.ps1' /ST 09:00 /RL HIGHEST. List: schtasks /Query /FO TABLE /V. Remove: schtasks /Delete /TN 'MyTask' /F. Run on demand: schtasks /Run /TN 'MyTask'. For programmatic use, also consider New-ScheduledTaskTrigger and Register-ScheduledTask cmdlets available in newer PowerShell versions.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Scheduled tasks with schtasks.exe

[Assistant] Use schtasks.exe via PowerShell or cmd. Create: schtasks /Create /SC DAILY /TN 'MyTask' /TR 'powershell.exe -File C:\script.ps1' /ST 09:00 /RL HIGHEST. List: schtasks /Query /FO TABLE /V. Remove: schtasks /Delete /TN 'MyTask' /F. Run on demand: schtasks /Run /TN 'MyTask'. For programmatic use, also consider New-ScheduledTaskTrigger and Register-ScheduledTask cmdlets available in newer PowerShell versions.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I environment variable management?

[Assistant] View: Get-ChildItem Env: (all) or $env:PATH (specific). Set session-level: $env:MYVAR = 'value'. Set user-level persistent: [Environment]::SetEnvironmentVariable('MYVAR','value','User'). Set machine-level (admin): [Environment]::SetEnvironmentVariable('MYVAR','value','Machine'). Remove: [Environment]::SetEnvironmentVariable('MYVAR',$null,'User'). Changes to User/Machine require a restart of apps to take effect. The PATH variable is special — append with $env:PATH += ';C:\NewPath'.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Environment variable management

[Assistant] View: Get-ChildItem Env: (all) or $env:PATH (specific). Set session-level: $env:MYVAR = 'value'. Set user-level persistent: [Environment]::SetEnvironmentVariable('MYVAR','value','User'). Set machine-level (admin): [Environment]::SetEnvironmentVariable('MYVAR','value','Machine'). Remove: [Environment]::SetEnvironmentVariable('MYVAR',$null,'User'). Changes to User/Machine require a restart of apps to take effect. The PATH variable is special — append with $env:PATH += ';C:\NewPath'.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I windows services management?

[Assistant] Get-Service lists all services with Status and StartType. To start/stop: Start-Service 'Spooler'; Stop-Service 'Spooler'. Restart: Restart-Service 'Spooler'. Set autostart: Set-Service 'Spooler' -StartupType Automatic. Set disabled: Set-Service 'Spooler' -StartupType Disabled. Check status: (Get-Service 'Spooler').Status. For remote machines: Get-Service -ComputerName 'PC02'. Run PowerShell as Admin for StartType changes.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Windows services management

[Assistant] Get-Service lists all services with Status and StartType. To start/stop: Start-Service 'Spooler'; Stop-Service 'Spooler'. Restart: Restart-Service 'Spooler'. Set autostart: Set-Service 'Spooler' -StartupType Automatic. Set disabled: Set-Service 'Spooler' -StartupType Disabled. Check status: (Get-Service 'Spooler').Status. For remote machines: Get-Service -ComputerName 'PC02'. Run PowerShell as Admin for StartType changes.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I startup programs via shell:startup?

[Assistant] Open the current user's Startup folder by running 'shell:startup' (Win+R). Path is typically: C:\Users\<User>\AppData\Roaming\Microsoft\Windows\Start Menu\Programs\Startup. Add a shortcut here to run at logon. For all users, use 'shell:common startup'. To manage programmatically: New-Item -ItemType Shortcut isn't native in PowerShell — use WScript.Shell COM object: $wshell = New-Object -ComObject WScript.Shell; $shortcut = $wshell.CreateShortcut('$env:APPDATA\Microsoft\Windows\Start Menu\Programs\Startup\MyApp.lnk'); $shortcut.TargetPath = 'C:\path\app.exe'; $shortcut.Save().


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Startup programs via shell:startup

[Assistant] Open the current user's Startup folder by running 'shell:startup' (Win+R). Path is typically: C:\Users\<User>\AppData\Roaming\Microsoft\Windows\Start Menu\Programs\Startup. Add a shortcut here to run at logon. For all users, use 'shell:common startup'. To manage programmatically: New-Item -ItemType Shortcut isn't native in PowerShell — use WScript.Shell COM object: $wshell = New-Object -ComObject WScript.Shell; $shortcut = $wshell.CreateShortcut('$env:APPDATA\Microsoft\Windows\Start Menu\Programs\Startup\MyApp.lnk'); $shortcut.TargetPath = 'C:\path\app.exe'; $shortcut.Save().


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I windows firewall rule management?

[Assistant] Use 'netsh advfirewall' or PowerShell's NetSecurity module. Add inbound rule: New-NetFirewallRule -DisplayName 'Allow App' -Direction Inbound -Protocol TCP -LocalPort 8080 -Action Allow. Remove: Remove-NetFirewallRule -DisplayName 'Allow App'. List all: Get-NetFirewallRule | Select DisplayName,Enabled,Direction,Action. Enable/disable: Enable-NetFirewallRule -DisplayName 'Allow App'; Disable-NetFirewallRule. Requires admin rights. Test connectivity with Test-NetConnection after changes.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Windows Firewall rule management

[Assistant] Use 'netsh advfirewall' or PowerShell's NetSecurity module. Add inbound rule: New-NetFirewallRule -DisplayName 'Allow App' -Direction Inbound -Protocol TCP -LocalPort 8080 -Action Allow. Remove: Remove-NetFirewallRule -DisplayName 'Allow App'. List all: Get-NetFirewallRule | Select DisplayName,Enabled,Direction,Action. Enable/disable: Enable-NetFirewallRule -DisplayName 'Allow App'; Disable-NetFirewallRule. Requires admin rights. Test connectivity with Test-NetConnection after changes.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I network drive mapping and unmapping?

[Assistant] Map: New-PSDrive -Name 'Z' -PSProvider FileSystem -Root '\\server\share' -Persist -Credential (Get-Credential). The -Persist flag makes it visible in File Explorer. Remove: Remove-PSDrive -Name 'Z'. Legacy net use: net use Z: \\server\share /persistent:yes. Disconnect: net use Z: /delete. List mapped drives: Get-PSDrive -PSProvider FileSystem | Where-Object {$_.Root -like '\\*'}. Caution: mapped drives may not persist across reboots without -Persist.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Network drive mapping and unmapping

[Assistant] Map: New-PSDrive -Name 'Z' -PSProvider FileSystem -Root '\\server\share' -Persist -Credential (Get-Credential). The -Persist flag makes it visible in File Explorer. Remove: Remove-PSDrive -Name 'Z'. Legacy net use: net use Z: \\server\share /persistent:yes. Disconnect: net use Z: /delete. List mapped drives: Get-PSDrive -PSProvider FileSystem | Where-Object {$_.Root -like '\\*'}. Caution: mapped drives may not persist across reboots without -Persist.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Handling Windows UAC prompts

[Assistant] Q: How do I handle or suppress UAC prompts from automation scripts? A: UAC prompts cannot be silently bypassed for security reasons. To run a script elevated, launch PowerShell as Admin: Start-Process powershell -Verb RunAs. For scheduled tasks, set 'Run with highest privileges' in Task Scheduler. To check if running as admin: ([Security.Principal.WindowsPrincipal] [Security.Principal.WindowsIdentity]::GetCurrent()).IsInRole([Security.Principal.WindowsBuiltInRole]::Administrator). Auto-elevation pattern: if (!isAdmin) { Start-Process powershell -Verb RunAs -ArgumentList '-File', $MyInvocation.MyCommand.Path; exit }.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I bitlocker status and drive encryption checks?

[Assistant] Check BitLocker status: Get-BitLockerVolume -MountPoint 'C:' | fl. To see all volumes: Get-BitLockerVolume. Check protection status: (Get-BitLockerVolume -MountPoint 'C:').ProtectionStatus. Enable BitLocker: Enable-BitLocker -MountPoint 'C:' -RecoveryPasswordProtector. Requires admin. Suspend: Suspend-BitLocker -MountPoint 'C:' -RebootCount 1. Backup recovery key: Backup-BitLockerKeyProtector -MountPoint 'C:' -KeyProtectorId (Get-BitLockerVolume -MountPoint 'C:').KeyProtector[0].KeyProtectorId. Manage-bde.exe is the legacy CLI alternative.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about BitLocker status and drive encryption checks

[Assistant] Check BitLocker status: Get-BitLockerVolume -MountPoint 'C:' | fl. To see all volumes: Get-BitLockerVolume. Check protection status: (Get-BitLockerVolume -MountPoint 'C:').ProtectionStatus. Enable BitLocker: Enable-BitLocker -MountPoint 'C:' -RecoveryPasswordProtector. Requires admin. Suspend: Suspend-BitLocker -MountPoint 'C:' -RebootCount 1. Backup recovery key: Backup-BitLockerKeyProtector -MountPoint 'C:' -KeyProtectorId (Get-BitLockerVolume -MountPoint 'C:').KeyProtector[0].KeyProtectorId. Manage-bde.exe is the legacy CLI alternative.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I windows update management?

[Assistant] Check for updates: (New-Object -ComObject 'Microsoft.Update.Session').CreateUpdateSearcher().Search('IsInstalled=0').Updates | Select Title. Install updates: Use PSWindowsUpdate module (install first: Install-Module PSWindowsUpdate). Then: Get-WindowsUpdate -Install -AcceptAll -AutoReboot. Defer updates: Set-ItemProperty -Path 'HKLM:\SOFTWARE\Microsoft\WindowsUpdate\UX\Settings' -Name 'PauseFeatureUpdatesEndTime' -Value '2026-01-01'. Check update history: Get-WUHistory. Always reboot after major updates.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Windows Update management

[Assistant] Check for updates: (New-Object -ComObject 'Microsoft.Update.Session').CreateUpdateSearcher().Search('IsInstalled=0').Updates | Select Title. Install updates: Use PSWindowsUpdate module (install first: Install-Module PSWindowsUpdate). Then: Get-WindowsUpdate -Install -AcceptAll -AutoReboot. Defer updates: Set-ItemProperty -Path 'HKLM:\SOFTWARE\Microsoft\WindowsUpdate\UX\Settings' -Name 'PauseFeatureUpdatesEndTime' -Value '2026-01-01'. Check update history: Get-WUHistory. Always reboot after major updates.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I powershell profile customization?

[Assistant] The PowerShell profile is defined in $PROFILE. Edit: notepad $PROFILE. Common customizations: Set prompt function (function prompt { 'PS ' + (Get-Location) + '> ' }); import modules (Import-Module psreadline); set aliases (Set-Alias ll Get-ChildItem); set PSReadLine options (Set-PSReadLineOption -PredictionSource History). Profile locations: CurrentUserCurrentHost ($PROFILE), CurrentUserAllHosts ($PROFILE.CurrentUserAllHosts), AllUsersAllHosts ($PROFILE.AllUsersAllHosts). Create the file if it doesn't exist: New-Item -Path $PROFILE -ItemType File -Force.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about PowerShell profile customization

[Assistant] The PowerShell profile is defined in $PROFILE. Edit: notepad $PROFILE. Common customizations: Set prompt function (function prompt { 'PS ' + (Get-Location) + '> ' }); import modules (Import-Module psreadline); set aliases (Set-Alias ll Get-ChildItem); set PSReadLine options (Set-PSReadLineOption -PredictionSource History). Profile locations: CurrentUserCurrentHost ($PROFILE), CurrentUserAllHosts ($PROFILE.CurrentUserAllHosts), AllUsersAllHosts ($PROFILE.AllUsersAllHosts). Create the file if it doesn't exist: New-Item -Path $PROFILE -ItemType File -Force.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I chocolatey and winget package management?

[Assistant] Winget (built-in): Search: winget search firefox. Install: winget install -e --id Mozilla.Firefox. Upgrade all: winget upgrade --all. List installed: winget list. Uninstall: winget uninstall Firefox. Chocolatey (requires install): choco install firefox -y; choco upgrade all -y; choco list --local-only; choco uninstall firefox -y. Both support silent installs by default. Winget sources: winget source list. Prefer winget for built-in reliability; use choco when winget doesn't have the package.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Chocolatey and Winget package management

[Assistant] Winget (built-in): Search: winget search firefox. Install: winget install -e --id Mozilla.Firefox. Upgrade all: winget upgrade --all. List installed: winget list. Uninstall: winget uninstall Firefox. Chocolatey (requires install): choco install firefox -y; choco upgrade all -y; choco list --local-only; choco uninstall firefox -y. Both support silent installs by default. Winget sources: winget source list. Prefer winget for built-in reliability; use choco when winget doesn't have the package.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I windows subsystem for linux management?

[Assistant] Check WSL status: wsl --status. List distros: wsl -l -v. Install a distro: wsl --install -d Ubuntu. Set default version (WSL 2): wsl --set-default-version 2. Set a distro to WSL 2: wsl --set-version Ubuntu 2. Terminate: wsl --terminate Ubuntu. Shutdown all: wsl --shutdown. Export/import: wsl --export Ubuntu C:\backup.tar; wsl --import Ubuntu C:\WSL\Ubuntu C:\backup.tar. Config file: %USERPROFILE%\.wslconfig for global WSL 2 settings (memory, processor limits). Access Windows files from /mnt/c/.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Windows Subsystem for Linux management

[Assistant] Check WSL status: wsl --status. List distros: wsl -l -v. Install a distro: wsl --install -d Ubuntu. Set default version (WSL 2): wsl --set-default-version 2. Set a distro to WSL 2: wsl --set-version Ubuntu 2. Terminate: wsl --terminate Ubuntu. Shutdown all: wsl --shutdown. Export/import: wsl --export Ubuntu C:\backup.tar; wsl --import Ubuntu C:\WSL\Ubuntu C:\backup.tar. Config file: %USERPROFILE%\.wslconfig for global WSL 2 settings (memory, processor limits). Access Windows files from /mnt/c/.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I hyper-v virtual machine management?

[Assistant] Requires Hyper-V role enabled. List VMs: Get-VM. Create VM: New-VM -Name 'TestVM' -MemoryStartupBytes 2GB -BootDevice VHD -VHDPath 'C:\VMs\TestVM.vhdx' -Generation 2. Start/Stop: Start-VM 'TestVM'; Stop-VM 'TestVM' -Force. Check state: (Get-VM 'TestVM').State. Create checkpoint: Checkpoint-VM -Name 'TestVM' -SnapshotName 'BeforeUpdate'. Restore: Restore-VMCheckpoint -Name 'TestVM' -SnapshotName 'BeforeUpdate'. Enable VM: Enable-VMIntegrationService -VMName 'TestVM' -Name 'Guest Service Interface'. Hyper-V Manager GUI is also available via 'virtmgmt.msc'.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Hyper-V virtual machine management

[Assistant] Requires Hyper-V role enabled. List VMs: Get-VM. Create VM: New-VM -Name 'TestVM' -MemoryStartupBytes 2GB -BootDevice VHD -VHDPath 'C:\VMs\TestVM.vhdx' -Generation 2. Start/Stop: Start-VM 'TestVM'; Stop-VM 'TestVM' -Force. Check state: (Get-VM 'TestVM').State. Create checkpoint: Checkpoint-VM -Name 'TestVM' -SnapshotName 'BeforeUpdate'. Restore: Restore-VMCheckpoint -Name 'TestVM' -SnapshotName 'BeforeUpdate'. Enable VM: Enable-VMIntegrationService -VMName 'TestVM' -Name 'Guest Service Interface'. Hyper-V Manager GUI is also available via 'virtmgmt.msc'.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I event viewer log queries with get-winevent?

[Assistant] Query the System log: Get-WinEvent -LogName System -MaxEvents 50. Filter by level (1=critical,2=error,3=warning): Get-WinEvent -FilterHashtable @{LogName='System'; Level=2; StartTime=(Get-Date).AddDays(-1)}. Query by provider: Get-WinEvent -ProviderName 'Microsoft-Windows-Kernel-Power'. XML filter: Get-WinEvent -FilterXml '<QueryList><Query><Select Path="System">*[System[EventID=41]]</Select></Query></QueryList>'. Get available logs: Get-WinEvent -ListLog *. Use -Oldest to get the oldest events first. Always filter server-side with -FilterHashtable for performance.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Event Viewer log queries with Get-WinEvent

[Assistant] Query the System log: Get-WinEvent -LogName System -MaxEvents 50. Filter by level (1=critical,2=error,3=warning): Get-WinEvent -FilterHashtable @{LogName='System'; Level=2; StartTime=(Get-Date).AddDays(-1)}. Query by provider: Get-WinEvent -ProviderName 'Microsoft-Windows-Kernel-Power'. XML filter: Get-WinEvent -FilterXml '<QueryList><Query><Select Path="System">*[System[EventID=41]]</Select></Query></QueryList>'. Get available logs: Get-WinEvent -ListLog *. Use -Oldest to get the oldest events first. Always filter server-side with -FilterHashtable for performance.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I performance data collection over time?

[Assistant] Use Get-Counter to collect performance data. Real-time: Get-Counter '\Processor(_Total)\% Processor Time'. Multiple counters: Get-Counter '\Memory\Available MBytes','\PhysicalDisk(_Total)\% Disk Time','\Network Interface(*)\Bytes Total/sec'. Sample over time: Get-Counter -Counter '\Processor(_Total)\% Processor Time' -SampleInterval 5 -MaxSamples 12 (1 minute). Export to CSV: Get-Counter ... | Export-Counter 'C:\perfdata.blg'. Use Get-WmiObject Win32_PerfFormattedData for historical aggregation. For GUI: perfmon.msc with Data Collector Sets.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Performance data collection over time

[Assistant] Use Get-Counter to collect performance data. Real-time: Get-Counter '\Processor(_Total)\% Processor Time'. Multiple counters: Get-Counter '\Memory\Available MBytes','\PhysicalDisk(_Total)\% Disk Time','\Network Interface(*)\Bytes Total/sec'. Sample over time: Get-Counter -Counter '\Processor(_Total)\% Processor Time' -SampleInterval 5 -MaxSamples 12 (1 minute). Export to CSV: Get-Counter ... | Export-Counter 'C:\perfdata.blg'. Use Get-WmiObject Win32_PerfFormattedData for historical aggregation. For GUI: perfmon.msc with Data Collector Sets.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I windows restore point creation and system protection?

[Assistant] Create restore point: Checkpoint-Computer -Description 'Before driver install' -RestorePointType MODIFY_SETTINGS. Requires System Restore enabled: Enable-ComputerRestore -Drive 'C:\'. Check status: Get-ComputerRestorePoint. Restore: Restore-Computer -RestorePoint 42 (use ID from Get-ComputerRestorePoint). GUI: System Protection tab in System Properties (sysdm.cpl). Configure max space: netsh winsock reset — no, use vssadmin: vssadmin resize shadowstorage /for=C: /on=C: /maxsize=10GB. Note: Restore-Computer requires a reboot.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Windows restore point creation and system protection

[Assistant] Create restore point: Checkpoint-Computer -Description 'Before driver install' -RestorePointType MODIFY_SETTINGS. Requires System Restore enabled: Enable-ComputerRestore -Drive 'C:\'. Check status: Get-ComputerRestorePoint. Restore: Restore-Computer -RestorePoint 42 (use ID from Get-ComputerRestorePoint). GUI: System Protection tab in System Properties (sysdm.cpl). Configure max space: netsh winsock reset — no, use vssadmin: vssadmin resize shadowstorage /for=C: /on=C: /maxsize=10GB. Note: Restore-Computer requires a reboot.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is Disk partition management cautions?

[Assistant] DiskPart is the built-in Windows CLI for disk partitioning. Use: diskpart > list disk > select disk N > list partition > select partition N > delete partition. PowerShell alternative: Get-Disk, New-Partition, Format-Volume, Remove-Partition. CRITICAL CAUTIONS: (1) DiskPart commands execute immediately with no undo. (2) Selecting the wrong disk can wipe data. (3) Always back up before partition operations. (4) The system disk (usually Disk 0) cannot be modified while Windows is running. (5) Use -WhatIf in PowerShell where available. (6) MBR-to-GPT conversion is destructive unless using mbr2gpt.exe. Prefer Disk Management GUI (diskmgmt.msc) for beginners.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I advanced keyboard macro and automation concepts?

[Assistant] Windows doesn't have a built-in macro recorder, but automation can be achieved via: (1) AutoHotkey — powerful scripting language for hotkeys and macros. Example: ^j::Send 'Hello World'{Enter}. (2) PowerShell SendKeys: $wshell = New-Object -ComObject WScript.Shell; $wshell.SendKeys('Hello{ENTER}'). (3) .NET SendKeys: [System.Windows.Forms.SendKeys]::SendWait('^c'). (4) UI Automation (UIA) via PowerShell module 'UIAutomation' for reliable UI interaction. Limitations: SendKeys requires the target window to be focused; UAC can block input. Use delays (Start-Sleep) between actions for reliability.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Advanced keyboard macro and automation concepts

[Assistant] Windows doesn't have a built-in macro recorder, but automation can be achieved via: (1) AutoHotkey — powerful scripting language for hotkeys and macros. Example: ^j::Send 'Hello World'{Enter}. (2) PowerShell SendKeys: $wshell = New-Object -ComObject WScript.Shell; $wshell.SendKeys('Hello{ENTER}'). (3) .NET SendKeys: [System.Windows.Forms.SendKeys]::SendWait('^c'). (4) UI Automation (UIA) via PowerShell module 'UIAutomation' for reliable UI interaction. Limitations: SendKeys requires the target window to be focused; UAC can block input. Use delays (Start-Sleep) between actions for reliability.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I ocr automation — reading screen text programmatically?

[Assistant] To read text from the screen, use Windows.Media.Ocr from UWP. In PowerShell: $ocr = [Windows.Media.Ocr.OcrEngine]::TryCreateFromUserProfileLanguages(); $img = [Windows.Graphics.Imaging.BitmapDecoder]::CreateAsync(...); $result = $ocr.RecognizeAsync($img).GetResults(); $result.Text. Alternative: Use Tesseract OCR via command line: tesseract screenshot.png stdout -l eng. To capture screen region: [System.Drawing.Bitmap]::new(width,height) with Graphics.CopyFromScreen. Requires .NET assemblies: Add-Type -AssemblyName System.Drawing,System.Windows.Forms. Pre-process images (grayscale, threshold) for better accuracy.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about OCR automation — reading screen text programmatically

[Assistant] To read text from the screen, use Windows.Media.Ocr from UWP. In PowerShell: $ocr = [Windows.Media.Ocr.OcrEngine]::TryCreateFromUserProfileLanguages(); $img = [Windows.Graphics.Imaging.BitmapDecoder]::CreateAsync(...); $result = $ocr.RecognizeAsync($img).GetResults(); $result.Text. Alternative: Use Tesseract OCR via command line: tesseract screenshot.png stdout -l eng. To capture screen region: [System.Drawing.Bitmap]::new(width,height) with Graphics.CopyFromScreen. Requires .NET assemblies: Add-Type -AssemblyName System.Drawing,System.Windows.Forms. Pre-process images (grayscale, threshold) for better accuracy.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I window management — minimize, maximize, restore?

[Assistant] Use COM Shell.Application or .NET to manage windows. PowerShell with Shell.Application: (New-Object -ComObject Shell.Application).Windows() | ForEach-Object { if ($_.LocationName -like '*Chrome*') { $_.Minimize() } }. Using user32.dll: Add-Type @' [DllImport("user32.dll")] public static extern bool ShowWindow(IntPtr hWnd, int nCmdShow); '@; [WindowManagement]::ShowWindow($hwnd, 2) // 1=normal,2=min,3=max,0=hide. Find window handle: Get-Process | Where-Object {$_.MainWindowTitle -like '*notepad*'} | Select -ExpandProperty MainWindowHandle. Use SetWindowPos for resizing and repositioning.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Window management — minimize, maximize, restore

[Assistant] Use COM Shell.Application or .NET to manage windows. PowerShell with Shell.Application: (New-Object -ComObject Shell.Application).Windows() | ForEach-Object { if ($_.LocationName -like '*Chrome*') { $_.Minimize() } }. Using user32.dll: Add-Type @' [DllImport("user32.dll")] public static extern bool ShowWindow(IntPtr hWnd, int nCmdShow); '@; [WindowManagement]::ShowWindow($hwnd, 2) // 1=normal,2=min,3=max,0=hide. Find window handle: Get-Process | Where-Object {$_.MainWindowTitle -like '*notepad*'} | Select -ExpandProperty MainWindowHandle. Use SetWindowPos for resizing and repositioning.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I clipboard management — get, set, monitor?

[Assistant] Get clipboard text: Get-Clipboard. Set clipboard: Set-Clipboard -Value 'some text'. Set file paths as clipboard content: Get-ChildItem *.jpg | Set-Clipboard (copies file list). Clear: Set-Clipboard -Value $null. Images: Get-Clipboard -Format Image (returns a Bitmap). Monitor clipboard changes: Use a .NET event — $clipTimer = New-Object System.Windows.Forms.Timer; $clipTimer.Interval=500; $clipTimer.Add_Tick({ $cur=Get-Clipboard; if ($cur -ne $last) { $last=$cur; Write-Host "Clipboard: $cur" } }); $clipTimer.Start(). Requires Add-Type -AssemblyName System.Windows.Forms.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Clipboard management — get, set, monitor

[Assistant] Get clipboard text: Get-Clipboard. Set clipboard: Set-Clipboard -Value 'some text'. Set file paths as clipboard content: Get-ChildItem *.jpg | Set-Clipboard (copies file list). Clear: Set-Clipboard -Value $null. Images: Get-Clipboard -Format Image (returns a Bitmap). Monitor clipboard changes: Use a .NET event — $clipTimer = New-Object System.Windows.Forms.Timer; $clipTimer.Interval=500; $clipTimer.Add_Tick({ $cur=Get-Clipboard; if ($cur -ne $last) { $last=$cur; Write-Host "Clipboard: $cur" } }); $clipTimer.Start(). Requires Add-Type -AssemblyName System.Windows.Forms.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I notification toast creation for user alerts?

[Assistant] Create Windows toast notifications with PowerShell: Add-Type -AssemblyName System.Windows.Forms; $notification = New-Object System.Windows.Forms.NotifyIcon; $notification.Icon = [System.Drawing.Icon]::ExtractAssociatedIcon('powershell.exe'); $notification.BalloonTipIcon = 'Info'; $notification.BalloonTipTitle = 'Icarus Alert'; $notification.BalloonTipText = 'Task completed successfully'; $notification.Visible = $true; $notification.ShowBalloonTip(5000). For modern Windows 10/11 toasts, use the BurntToast module: Install-Module -Name BurntToast; New-BurntToastNotification -Text 'Hello from Icarus'. Clean up the NotifyIcon object after showing to avoid lingering tray icons.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Notification toast creation for user alerts

[Assistant] Create Windows toast notifications with PowerShell: Add-Type -AssemblyName System.Windows.Forms; $notification = New-Object System.Windows.Forms.NotifyIcon; $notification.Icon = [System.Drawing.Icon]::ExtractAssociatedIcon('powershell.exe'); $notification.BalloonTipIcon = 'Info'; $notification.BalloonTipTitle = 'Icarus Alert'; $notification.BalloonTipText = 'Task completed successfully'; $notification.Visible = $true; $notification.ShowBalloonTip(5000). For modern Windows 10/11 toasts, use the BurntToast module: Install-Module -Name BurntToast; New-BurntToastNotification -Text 'Hello from Icarus'. Clean up the NotifyIcon object after showing to avoid lingering tray icons.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I power configuration — sleep, hibernate, performance mode?

[Assistant] Query power schemes: powercfg /list. Check current: powercfg /getactivescheme. Change scheme: powercfg /setactive SCHEME_MIN (power saver), SCHEME_MAX (high perf), SCHEME_BAL (balanced). Create custom: powercfg -duplicatescheme SCHEME_BAL <GUID>. Set sleep timeout: powercfg /change standby-timeout-ac 30 (minutes). Disable sleep: powercfg /change standby-timeout-ac 0. Hibernate: powercfg /hibernate on/off. Hybrid sleep: powercfg /change hibernate-timeout-ac 0. Query specific: powercfg /query SCHEME_CURRENT SUB_SLEEP. Use PowerCfg.exe in cmd; powershell: powercfg /change monitor-timeout-ac 15. Requires admin for some changes.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Power configuration — sleep, hibernate, performance mode

[Assistant] Query power schemes: powercfg /list. Check current: powercfg /getactivescheme. Change scheme: powercfg /setactive SCHEME_MIN (power saver), SCHEME_MAX (high perf), SCHEME_BAL (balanced). Create custom: powercfg -duplicatescheme SCHEME_BAL <GUID>. Set sleep timeout: powercfg /change standby-timeout-ac 30 (minutes). Disable sleep: powercfg /change standby-timeout-ac 0. Hibernate: powercfg /hibernate on/off. Hybrid sleep: powercfg /change hibernate-timeout-ac 0. Query specific: powercfg /query SCHEME_CURRENT SUB_SLEEP. Use PowerCfg.exe in cmd; powershell: powercfg /change monitor-timeout-ac 15. Requires admin for some changes.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I server-sent events (sse) for streaming ai responses?

[Assistant] SSE allows Icarus to push partial AI responses to the client incrementally over a single HTTP connection. The server sets Content-Type to text/event-stream and sends data: lines as tokens become available. The client uses EventSource or a fetch reader to listen for messages and append incoming text to the response UI in real time. SSE is simpler than WebSocket for unidirectional server-to-client streams and works over standard HTTP, making it ideal for streaming LLM completions.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Server-Sent Events (SSE) for streaming AI responses

[Assistant] SSE allows Icarus to push partial AI responses to the client incrementally over a single HTTP connection. The server sets Content-Type to text/event-stream and sends data: lines as tokens become available. The client uses EventSource or a fetch reader to listen for messages and append incoming text to the response UI in real time. SSE is simpler than WebSocket for unidirectional server-to-client streams and works over standard HTTP, making it ideal for streaming LLM completions.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I websocket for bidirectional real-time communication?

[Assistant] WebSocket provides a persistent full-duplex connection between Icarus and the server. Use the ws library (browser-native in modern environments) to open a connection via ws:// or wss://. Messages can be sent and received as text or binary frames. This is ideal for features like voice transcription (send audio chunks, receive text), live collaboration, or any scenario where both client and server push data asynchronously without HTTP overhead.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about WebSocket for bidirectional real-time communication

[Assistant] WebSocket provides a persistent full-duplex connection between Icarus and the server. Use the ws library (browser-native in modern environments) to open a connection via ws:// or wss://. Messages can be sent and received as text or binary frames. This is ideal for features like voice transcription (send audio chunks, receive text), live collaboration, or any scenario where both client and server push data asynchronously without HTTP overhead.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is Chunked transfer encoding for large responses?

[Assistant] HTTP chunked transfer encoding (Transfer-Encoding: chunked) allows the server to send a response in a series of chunks without knowing the total size in advance. Icarus's backend uses this for large file exports, data dumps, or long-running queries. The client reads the stream chunk by chunk using the Fetch API's ReadableStream, processing data as it arrives instead of waiting for the entire response body. This reduces perceived latency and memory usage.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I stream processing - process data as it arrives?

[Assistant] Instead of buffering the entire payload, Icarus processes data incrementally. When fetching a large dataset (e.g., search results, log files), pipe the response through a transform stream that parses, filters, or aggregates each chunk immediately. Use TextDecoder in combination with ReadableStream.pipeThrough to handle binary-to-text conversion. This enables real-time partial rendering of search results or analytics data before the full response completes.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Stream processing - process data as it arrives

[Assistant] Instead of buffering the entire payload, Icarus processes data incrementally. When fetching a large dataset (e.g., search results, log files), pipe the response through a transform stream that parses, filters, or aggregates each chunk immediately. Use TextDecoder in combination with ReadableStream.pipeThrough to handle binary-to-text conversion. This enables real-time partial rendering of search results or analytics data before the full response completes.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I real-time voice transcription with websocket?

[Assistant] Icarus captures microphone audio via the MediaStream Recording API, chunks it into small buffers (e.g., 100ms frames), and sends each chunk as a binary WebSocket message to the transcription service. The service returns partial or final transcriptions incrementally. The client maintains a small send queue to avoid overwhelming the network, and reassembles incoming transcription fragments into a coherent text display.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Real-time voice transcription with WebSocket

[Assistant] Icarus captures microphone audio via the MediaStream Recording API, chunks it into small buffers (e.g., 100ms frames), and sends each chunk as a binary WebSocket message to the transcription service. The service returns partial or final transcriptions incrementally. The client maintains a small send queue to avoid overwhelming the network, and reassembles incoming transcription fragments into a coherent text display.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How does live transcription display work while the user speaks?

[Assistant] Icarus uses incremental recognition: audio chunks streamed to the speech-to-text engine return interim results (partial hypotheses) that update the text display character by character. These interim results are rendered in a lighter style (e.g., gray italic) to indicate they may change. Once the engine marks a segment as final, the text is committed with normal styling. The gap between speaking and seeing text is typically under 300ms, creating a seamless real-time captions experience.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] What is Event-driven architecture for reactive UI?

[Assistant] Icarus uses an event-driven model where state changes emit typed events that the UI layer subscribes to. Events follow a structured format: { type: string, payload: T, timestamp: number }. Components use a pub/sub bus (or a reactive state library like RxJS or signals) to listen only for relevant events. This decouples data sources from UI components, allowing multiple consumers to react independently to a single event—e.g., a transcription result updates both the chat window and the status bar simultaneously.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I request/response vs streaming vs pub/sub patterns?

[Assistant] Choose the right communication pattern: (1) Request/response for simple queries—use fetch with await, best for commands and single-shot data. (2) Streaming (SSE or chunked HTTP) for progressive results like AI text generation or long reports. (3) Pub/sub via WebSocket for broadcast events—multiple subscribers receive the same message, useful for notifications, multi-device sync, and collaborative features. Icarus may combine patterns: a request triggers a streaming response, while background events arrive via pub/sub.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Request/response vs streaming vs pub/sub patterns

[Assistant] Choose the right communication pattern: (1) Request/response for simple queries—use fetch with await, best for commands and single-shot data. (2) Streaming (SSE or chunked HTTP) for progressive results like AI text generation or long reports. (3) Pub/sub via WebSocket for broadcast events—multiple subscribers receive the same message, useful for notifications, multi-device sync, and collaborative features. Icarus may combine patterns: a request triggers a streaming response, while background events arrive via pub/sub.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I backpressure handling - don't overwhelm the ui?

[Assistant] When the server pushes data faster than the UI can render, backpressure prevents buffer overflow and jank. In Node.js streams, use .pipe() with highWaterMark or switch to flowing mode with pause/resume. In the browser, use WritableStream strategies to control chunk size, batch DOM updates with requestAnimationFrame, or use a debounced render queue. Icarus throttles high-frequency events (e.g., transcription interim updates) to at most 30fps to match the visual refresh rate.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Backpressure handling - don't overwhelm the UI

[Assistant] When the server pushes data faster than the UI can render, backpressure prevents buffer overflow and jank. In Node.js streams, use .pipe() with highWaterMark or switch to flowing mode with pause/resume. In the browser, use WritableStream strategies to control chunk size, batch DOM updates with requestAnimationFrame, or use a debounced render queue. Icarus throttles high-frequency events (e.g., transcription interim updates) to at most 30fps to match the visual refresh rate.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How should partial results be rendered before a stream completes?

[Assistant] Render incomplete data immediately with visual cues. For streaming text, each new token appends to a growing string; placeholders (blinking cursor, ellipsis) signal ongoing generation. For progressive search results, show a skeleton loader per item as it appears. Icarus uses a dual-buffer approach: an active buffer collects incoming stream data, while a committed buffer holds finalized content. The UI reads from the active buffer reactively, so every chunk appears within the next animation frame.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I progress indicators for long operations?

[Assistant] For operations that take more than 500ms (file uploads, model downloads, batch processing), Icarus shows a progress indicator. When the operation supports bytes or step counting, use a determinate progress bar driven by streamed progress events (e.g., { loaded: number, total: number }). For operations with unknown duration (AI generation), use an indeterminate spinner with a descriptive label. Always provide an estimated time remaining when the data rate is predictable.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] Tell me about Progress indicators for long operations

[Assistant] For operations that take more than 500ms (file uploads, model downloads, batch processing), Icarus shows a progress indicator. When the operation supports bytes or step counting, use a determinate progress bar driven by streamed progress events (e.g., { loaded: number, total: number }). For operations with unknown duration (AI generation), use an indeterminate spinner with a descriptive label. Always provide an estimated time remaining when the data rate is predictable.


[System]
You are Icarus, an AI assistant inspired by JARVIS. You are helpful, concise, knowledgeable.
CAPABILITIES:
- Control PC with [system:open:appName] [system:run:command] [system:volume:up|down]
- Search web with [search:query]
- Write code, manage files, launch apps
- Answer questions about Windows, development, automation, security, and more.

[User] How do I abort controller - cancelling in-flight requests?

[Assistant] Every long-lived or streaming HTTP request in Icarus must be cancellable via AbortController. Create an AbortController, pass its signal to fetch(), and call controller.abort() when the user dismisses the UI or a new request supersedes the old one. The fetch promise rejects with an AbortError, which the error handler silently catches. For WebSocket connections, close the socket directly. Always clean up: remove event listeners, clear timeouts, and release media streams on abort.