SYSTEM // TASK-LEVEL EXPOSURE AUDIT

Deconstruct Your Day-in-the-Life Workflow.

Audit your weekly hours task by task. Adjust telemetry sliders to simulate how automating routine work shifts your Human Moat Index.

ACTIVE PROFILE

Software Engineer Workflow

Designs, writes, tests, and maintains software applications, services, and system architectures.

Routine Cognitive Today: 85% · 2028: 98%
10h
0 HRS 20 HRS 40 HRS/WK
[+] Inspect Automation & Replacement Signals
Why AI Automates:

LLMs with AST integration synthesize routine endpoints, models, and queries near-instantly.

Human Moat Factor:

Domain-specific edge constraints and regulatory compliance requirements.

Threat / Co-pilot Tools:
Cursor GitHub Copilot Claude Code
Routine Cognitive Today: 65% · 2028: 90%
6h
0 HRS 20 HRS 40 HRS/WK
[+] Inspect Automation & Replacement Signals
Why AI Automates:

Automated diff analysis flags syntax bugs, performance anti-patterns, and test coverage holes.

Human Moat Factor:

Holistic team architectural alignment and cross-repo context.

Threat / Co-pilot Tools:
CodeRabbit SonarQube AI Bito
Creative Cognitive Today: 50% · 2028: 80%
8h
0 HRS 20 HRS 40 HRS/WK
[+] Inspect Automation & Replacement Signals
Why AI Automates:

Autonomous agents ingest logs, stack traces, and repos to reproduce and isolate faults.

Human Moat Factor:

Dissecting race conditions, undocumented legacy quirks, and distributed hardware failures.

Threat / Co-pilot Tools:
Devin Cursor Agent Sentry AI
Strategic / Leadership Today: 30% · 2028: 55%
6h
0 HRS 20 HRS 40 HRS/WK
[+] Inspect Automation & Replacement Signals
Why AI Automates:

LLMs can propose standard microservice topologies and schema designs.

Human Moat Factor:

Balancing organizational politics, operational cost boundaries, and multi-year tech bets.

Threat / Co-pilot Tools:
Eraser.io AI Claude 3.7 Architecture Mode
Interpersonal / Empathy Today: 20% · 2028: 35%
6h
0 HRS 20 HRS 40 HRS/WK
[+] Inspect Automation & Replacement Signals
Why AI Automates:

Meeting summarization and automated action-item tracking.

Human Moat Factor:

Interpersonal negotiation, consensus building, empathy, and mentoring junior engineers.

Threat / Co-pilot Tools:
Otter.ai Granola Supernormal
Routine Cognitive Today: 70% · 2028: 88%
4h
0 HRS 20 HRS 40 HRS/WK
[+] Inspect Automation & Replacement Signals
Why AI Automates:

Terraform and Docker config generation via declarative prompts.

Human Moat Factor:

Production security liability, secret management, and incident command.

Threat / Co-pilot Tools:
Pulumi AI Wrangler CLI Kubiya

+ Add Custom Micro-Task

Human Moat Index CALCULATING...
--% Unautomated Capacity

TELEMETRY // WEEKLY EXPOSURE

40 hrs/wk
Today's Automatable Load: -- (--%)
2028 Agent Horizon Load: -- (--%)

CRITICAL CHOKEPOINT // HIGH EXPOSURE

Boilerplate & CRUD Code Authoring

Writing standard endpoints and utility boilerplate accounts for 25% of your work week but faces near-total 98% AI automation.

Bridge Vulnerable Hours →