# Work Canonical URL: https://theunclej.com/work Markdown URL: https://theunclej.com/work.md Description: Not a portfolio wall. A set of working AI-native organization samples. --- Five products. One operator. Each product proves a direction: turning fuzzy human intent into systems that agents can execute, inspect, and reuse. ## One Page **Focus in one gesture.** - **Problem**: Meetings, ideas, and tasks scatter across tools. The user needs one low-friction place to recover focus. - **Agent role**: Turn raw input into actions, context, and next steps instead of only producing polished text. - **Proof signal**: The product shifts a note from “recorded” to “ready to act on.”
## MARGIN **Natural language → Action.** - **Problem**: People express intent in language, while traditional software asks them to adapt to fields and flows. - **Agent role**: Parse the action, object, and constraints from a sentence, then route them into an executable workflow. - **Proof signal**: The user does not learn a complex interface; the system turns one sentence into a next move. ## FileFlow **Safe automation.** - **Problem**: File automation is dangerous when it moves fast and nobody can see what changed. - **Agent role**: Split bulk work into auditable steps while keeping human approval at the important boundaries. - **Proof signal**: Automation becomes inspectable, bounded, and reversible instead of a black box. ## Fairmate **Your negotiation team.** - **Problem**: One person negotiating alone has to hold strategy, materials, objections, and follow-up at the same time. - **Agent role**: Simulate a small team that prepares arguments, anticipates objections, and organizes next-round actions. - **Proof signal**: It is not a chat assistant. It is a set of roles working around a negotiation goal. ## SFA **AI sales coach.** - **Problem**: Sales training does not need more generic scripts. It needs repeated practice close to real business context. - **Agent role**: Distill meeting recordings, business knowledge, and sales methodology into specs, then let an agent team build in parallel. - **Proof signal**: 52 development specs, 2,716 passing tests, and 105,000 lines of code delivered in 4 days.