Agentic Systems
I enjoy building AI-automated workflows because they combine creativity with problem-solving in a way that has real, tangible impact. It's incredibly rewarding to design systems that not only streamline repetitive tasks but also enhance accuracy and free up time for more strategic, human-centered work.
I agree with the important distinction between ‘workflows’ and ‘agents’ as described by Anthropic’s Dec 2024 paper where:
Workflows are described as systems where LLMs and tools are orchestrated through predefined code paths.
Agents are described as systems where LLMs dynamically direct their own processes and tool usage, maintaining control over how they accomplish tasks.
Systems I have built recently
🔬 Company & Leader Researcher - Automates primary research for job applications/interviews.
🔍 Natural Language Database Query - Takes queries in via natural language, creates and executes SQL query against database & returns natural language responses.
🥸 Competitor Website Monitor - Crawls competitor websites and posts updates (new product launches, new features, pricing updates etc) in a change log.
📨 Relevant Daily Jobs Email - Takes in CV/Resume + preferences (location, salary etc) and creates a daily email with the top X jobs that meet those criteria.
Company & Leader Researcher
This tool automates the user’s primary research for job applications/interviews.
When prompted the tool will research the company and the provided LinkedIn user’s profile + posts and output a 3 part report:
Company Overview
Leader Overview
Suggestions for Impressing both
