Timmy-time-dashboard/USAGE.md

Usage Guide

How to use the Timmy Time Dashboard repository for research, auditing, and improvement of the Hermes Agent system.

What This Repository Is

This is an analysis and documentation repository. It contains the results of an empirical audit of the Hermes Agent system — 10,985 sessions analyzed, 82,645 error log lines processed, 2,160 errors categorized.

There is no application to run. The value is in the documentation.

Reading Guide

Start here, in order:

1. README.md — overview and key findings. Read this first to understand the 5 root causes of agent failure and the 15 proposed solutions.

2. hermes-agent-architecture-report.md — deep dive into the system architecture. Covers session management, cron infrastructure, tool execution, and the gateway layer.

3. failure_root_causes.md — detailed breakdown of every error pattern found, with examples and frequency data.

4. complete_test_report.md — what testing was done and what it revealed.

5. experiment-framework.md — methodology for reproducing the audit.

6. experiment_log.md — step-by-step log of experiments conducted.

Using the Findings

For Developers

The 15 issues identified in the audit are prioritized in IMPLEMENTATION_GUIDE.md:

• P1 (Critical): Circuit breaker, token tracking, gateway config — fix these first
• P2 (Important): Path validation, syntax validation, tool fixation detection
• P3 (Beneficial): Session management, memory tool, model routing

Each issue includes implementation patterns with code snippets.

For Researchers

The data supports reproducible research:

• results/experiment_data.json — raw experimental data
• paper_outline.md — academic paper structure
• paper/main.tex — LaTeX paper draft

For Operators

If you run a Hermes Agent deployment:

• Check failure_root_causes.md for error patterns you might be hitting
• Use the circuit breaker pattern from IMPLEMENTATION_GUIDE.md
• Monitor for the 5 root cause categories in your logs

Key Numbers

Metric	Value
Sessions analyzed	10,985
Error log lines	82,645
Total errors	2,160
Error rate	9.4%
Empty sessions	3,564 (32.4%)
Error cascade factor	2.33x
Dead cron jobs	9

Contributing

See CONTRIBUTING.md for how to contribute findings, corrections, or new analysis.

Related Repositories

• hermes-agent — the system being analyzed
• timmy-config — Timmy's sovereign configuration

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Sovereignty and service always.