Branding
Digital Personal Assistant
A multi-agent personal assistant that operates through Telegram — handling email, calendar, contacts, research, daily briefings, and routine reminders from a single chat interface.
Year :
2026
Industry :
Personal Productivity
Client :
Personal Build
Project Duration :
4 weeks
Problem :
Daily operations were scattered across Gmail, Google Calendar, research tabs, and reminder apps. Every morning felt like starting a fire instead of running a system. There was no single command centre — everything required switching between tools, checking multiple places, and manually managing tasks that could be automated.
Solution :
I built a multi-agent personal assistant on n8n, accessible entirely through Telegram. A single message routes to the appropriate sub-agent: an Email Agent (reads, writes, sends, flags urgent emails), a Calendar Agent (creates, updates, deletes events and manages attendees), a Research Agent (handles web research queries), a Routine Accountability Agent (time-based reminders), and a Morning Briefing Agent (6am daily summary of tasks, emails, and events).
Challenge :
The routing logic — correctly identifying which sub-agent should handle a given message — was the hardest part to get right. Natural language is ambiguous, and a message like "move my 3pm meeting" needed to reliably route to the calendar agent, not the research or email agent. Getting the intent classification accurate across varied phrasing required significant prompt engineering and testing.
Summary :
The Digital Personal Assistant consolidated an entire daily operating system into one Telegram chat. It runs continuously, handles the majority of daily admin autonomously, and has fundamentally changed how I manage my time and information. It's also the project that best demonstrates what a well-architected multi-agent system feels like to actually use.
More Projects
Branding
Digital Personal Assistant
A multi-agent personal assistant that operates through Telegram — handling email, calendar, contacts, research, daily briefings, and routine reminders from a single chat interface.
Year :
2026
Industry :
Personal Productivity
Client :
Personal Build
Project Duration :
4 weeks
Problem :
Daily operations were scattered across Gmail, Google Calendar, research tabs, and reminder apps. Every morning felt like starting a fire instead of running a system. There was no single command centre — everything required switching between tools, checking multiple places, and manually managing tasks that could be automated.
Solution :
I built a multi-agent personal assistant on n8n, accessible entirely through Telegram. A single message routes to the appropriate sub-agent: an Email Agent (reads, writes, sends, flags urgent emails), a Calendar Agent (creates, updates, deletes events and manages attendees), a Research Agent (handles web research queries), a Routine Accountability Agent (time-based reminders), and a Morning Briefing Agent (6am daily summary of tasks, emails, and events).
Challenge :
The routing logic — correctly identifying which sub-agent should handle a given message — was the hardest part to get right. Natural language is ambiguous, and a message like "move my 3pm meeting" needed to reliably route to the calendar agent, not the research or email agent. Getting the intent classification accurate across varied phrasing required significant prompt engineering and testing.
Summary :
The Digital Personal Assistant consolidated an entire daily operating system into one Telegram chat. It runs continuously, handles the majority of daily admin autonomously, and has fundamentally changed how I manage my time and information. It's also the project that best demonstrates what a well-architected multi-agent system feels like to actually use.
More Projects
Branding
Digital Personal Assistant
A multi-agent personal assistant that operates through Telegram — handling email, calendar, contacts, research, daily briefings, and routine reminders from a single chat interface.
Year :
2026
Industry :
Personal Productivity
Client :
Personal Build
Project Duration :
4 weeks
Problem :
Daily operations were scattered across Gmail, Google Calendar, research tabs, and reminder apps. Every morning felt like starting a fire instead of running a system. There was no single command centre — everything required switching between tools, checking multiple places, and manually managing tasks that could be automated.
Solution :
I built a multi-agent personal assistant on n8n, accessible entirely through Telegram. A single message routes to the appropriate sub-agent: an Email Agent (reads, writes, sends, flags urgent emails), a Calendar Agent (creates, updates, deletes events and manages attendees), a Research Agent (handles web research queries), a Routine Accountability Agent (time-based reminders), and a Morning Briefing Agent (6am daily summary of tasks, emails, and events).
Challenge :
The routing logic — correctly identifying which sub-agent should handle a given message — was the hardest part to get right. Natural language is ambiguous, and a message like "move my 3pm meeting" needed to reliably route to the calendar agent, not the research or email agent. Getting the intent classification accurate across varied phrasing required significant prompt engineering and testing.
Summary :
The Digital Personal Assistant consolidated an entire daily operating system into one Telegram chat. It runs continuously, handles the majority of daily admin autonomously, and has fundamentally changed how I manage my time and information. It's also the project that best demonstrates what a well-architected multi-agent system feels like to actually use.