Automated Workflow Discovery Agent from Session Logs

C6/10June 8, 2026

WhatAn AI agent that continuously monitors a user's computer activity and session logs, identifies repetitive patterns, and proactively suggests or builds automations for those workflows.

SignalA developer built an agent that watches their own session logs to find things worth automating — the key insight being that people don't know what they should automate because they can't see their own repetitive patterns, and an AI watching over their shoulder can surface those opportunities.

Why NowLLMs can now understand unstructured activity logs and translate observed patterns into executable automations — combining observation and action in a way that wasn't possible with rule-based automation tools.

MarketPower users and developers initially, expanding to enterprise productivity; $15-30/mo consumer, $50+/seat enterprise; competes loosely with Zapier and macro tools but differentiated by proactive discovery rather than manual setup.

MoatLearned user behavior patterns create personalization that improves over time and is hard to replicate; integrations across the user's specific toolchain create switching costs.

Ask HN: What are tools you have made for yourself since the advent of AI? View discussion ↗ · 372 pts · June 8, 2026

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