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HERMES
AGENT
5 PROJECTS TO START WITH
Autonomous
GitHub Engineer
Create an agent that actively contributes to a GitHub
repository instead of only responding to coding queries.
Provide it an issue like "Resolve the login bug" and
Hermes scans the codebase, locates key files, writes
changes, runs tests, fixes problems, and submits a PR.
GitHub
Repository
Code, Tests, CI
Issue/Task
"Fix the
authentication bug"
Hermes Agent
Autonomous Coding Agent
Explore
Understand codebase and
context
Plan
Verify files to change and
approach
Implement
Write tests and linters
Fix
Resolve errors and issues
Iterate
Repeat until task
is completed
Hermes Actions
Read & Search
Scan files and search
codebase
Edit Files
Modify code or options
code
Analyze Results
Understand errors and
feedback
Create PR
Generate code changes
and open Pull Request
Social media
@theromanknox
Build Skills
skool.com/knox
1/5
swipe
AI Codebase
Explorer
Develop an agent that deeply analyzes a GitHub
repository rather than just responding to coding queries.
Give it a task like "Handle the authentication logic" and
Hermes scans the repo, identifies dependencies, reviews
history, maps connections, and delivers clear
insights.
GitHub
Repository
Query/Task
"Where is user
authentication handled?"
"What will break if I
change this database
version?"
Hermes Agent
Code Understanding & Analysis Agent
Explore & Index
Scan files, follow imports,
and map dependencies
Understand Relationships
Map dependencies, links
between components
Search & Trace
Search code, references,
imports, and changes
Analyze History
Inspect git history, commits,
changes and context
Build Project Map
Understand how components
and references interact
Answer & Explain
Provide code references
and impact analysis
Iterate & Refine
Ask follow-up questions,
dive deeper
Hermes Actions
Read & Search
Scan files and search
codebase
Follow Imports
Identify components and
dependencies
Git History
Inspect commits, diffs
and changes
Map Connections
Understand how components
and references interact
Impact Analysis
Find out what could break
and what could break
Code Exploration
Scan files, symbols, imports
and call graphs
Insights &
Answers
Direct Answers
Code References
Dependency Map
Impact Analysis
Code References
Git References
Social media
@theromanknox
Build Skills
skool.com/knox
2/5
swipe
Autonomous
Testing Agent
Design an agent that uncovers bugs in a GitHub
repository instead of waiting for developers to spot them.
Give it a module like "Check the login function" and
Hermes interprets the code, generates tests, runs them,
analyzes failures, discovers edge cases, and produces a
detailed bug report.
GitHub
Repository
Source code, Tests,
Config, Dependencies
Function/Module
Under Test
Target function,
module, or service
Context/Constraints
Expected behavior,
assumptions, environment,
edge cases
Hermes Agent
AI Bug Finder
Understand Code
Analyzes code, finds code logic and dependencies
Infer Intent
Understand what each
function/module is
trained to do
Generate Tests
Creates diverse test cases
including edge and
invalid cases
Run Tests
Executes tests and
returns test results
Analyze Failures
Finds root cause and
predicts failure regressions
Create Additional Tests
Adds missing test cases,
and prevents regressions
Hermes Capabilities
Code Exploration
Scan files, symbols, imports
and call graphs
Test Generation Engine
Generate normal, edge,
boundary and negative tests
Test Execution
Run tests in isolated
environment
Failure Analysis
Analyze test results, stack
tracks and DPF
Edge Case Discovery
Finds edge cases and
generates more tests
Iterate & Improve
Re-run tests, refine cases
and ensure stability
Bug Report &
Improved Tests
Bugs Found
Root Cause
Failing Tests
New Test Cases
Test Scenarios
(Optional)
Social media
@theromanknox
Build Skills
skool.com/knox
3/5
swipe
Multi-Agent
DevOps Engineer
Assemble a team of agents to oversee the deployment
process instead of relying solely on manual checks.
One reviews code and PRs, another inspects
dependencies and security, a third analyzes CI/CD
failures, and a fourth monitors deployment logs.
They share insights, correlate issues, and decide on fixes.
Deployment Trigger
New Code/Push/
Pull Request/
Deployment Start
Data Sources
Get Repository
Deployment Registry
CI/CD Logs
Deployment Logs
Monitoring System
Deployment Agent Team
Specialized AI Agents
1. Code & PR Reviewer Agent
- Reviews code quality, standards
- Validates functionality impact
2. Dependency & Security Agent
- Scans dependencies & versions
- Checks for vulnerabilities
- Validates build & security risks
3. CI/CD Failure Analyzer Agent
- Analyzes build & deployment logs
- Identifies failure patterns & root causes
- Suggests fixes for pipeline issues
4. Deployment Log Monitor Agent
- Manages deployment & error logs
- Collects errors and anomalies
- Identifies performance issues
Collaboration Hub
Shared insights & Reasoning
Share Findings
Agents share their
findings
Complete Issues
Find patterns and root
causes
Suggest Solutions
Propose fixes and
recommend fixes
Agree on Action
Deployment steps together
Outcome
Root Cause identified
Fix / Build / Deploy
Alerts & Notifications
Post Deployment
Monitoring
Iterate & Improve
Run tests, refine cases
and ensure stability
Social media
@theromanknox
Build Skills
skool.com/knox
4/5
swipe
Self-Improving
Developer Agent
Build a coding agent that grows smarter with each issue
instead of starting fresh every time.
Whenever Hermes solves a bug, it records the files
changed, errors faced, solutions applied, and tests used.
Later, when a similar problem arises, it recalls those past
fixes before coding anew.
New Issue/Task
Use for new issues
or bug report
Hermes Coding Agent
Learns, Remembers & Improves
1. Analysis & Understand Agent
- Search similar past issues
- Identify affected components
- Extract error logs & stack traces
2. Memory Retrieval Agent
- Search similar past issues
- Analyze files changed, errors,
errors faced, tests used
- Validate and rank regressions
3. Plan & Code Agent
- Plan changes & implement fix
- Plan changes & implement fix
4. Validate & Test Agent
- Run required tests
- Validate and rank regressions
- Ensure quality & performance
5. Learn & Store Agent
- Store changed files, errors,
solutions, and tests used
- Update memory for future use
Collaboration Hub
Share, Learn & Improve
Share Learnings
Agents share their
learnings
Suggest Improvements
Propose better
approaches
Issue Resolved
Files Updated
Bug Fixed
Solution Shared
Faster Next Time
Human in the Loop
Provides feedback
Continuous Learning
Improves future
applications
Iterate & Improve
Use feedback & new data
to get better over time
Social media
@theromanknox
Build Skills
skool.com/knox
5/5
swipe