Skip to content

duomimimi/SelfMend

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

14 Commits
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

SelfMend

self healing fault tolerance MIT License Version 1.0

Your AI Never Goes Down. It Heals Itself.

Auto-detect. Auto-fix. Auto-prevent.


3 AM. Your AI system has a problem.

API timeout. The business process depending on it is offline. Engineers get called. Manual failover to backup. Problem identified. Fixed. Verified. 5 AM, system restored.

This is the traditional resilience approach. But it requires humans, time, and cost.

SelfMend lets systems self-heal before humans get involved.


Core Insight

Failures are inevitable. Downtime is optional.

SelfMend introduces 3-Layer Automatic Recovery:

  1. Detection — Identify before failure spreads
  2. Fix — Automatic fix, no human required
  3. Prevention — Permanently eliminate root cause

Three-Layer Protection

Layer 1: Failure Detection

[Health Monitor]
  → Checks: API availability, response time, output quality
  → Triggers: Alert when thresholds exceeded
  → Prevents: Failure from spreading

Layer 2: Self-Healing

[Recovery Engine]
  → On detection: Isolate failed component
  → Backup: Route to backup model/endpoint
  → Retry: Attempt recovery after backoff
  → Report: Record event for review

Layer 3: Root Cause Elimination

[Pattern Analyzer]
  → Identifies: Recurring failure patterns
  → Proposes: Permanent fix at design level
  → Validates: Verify before deployment
  → Prevents: Block same type of failure

Why This Changes Everything

Scenario Without SelfMend With SelfMend
API timeout at 3AM Engineers woken up Automatic failover, zero humans
Failure detected Spreads to users Isolated before impact
Same failure repeats Same incident again Root cause permanently fixed
System goes down Hours of downtime Minutes, self-healed

Quick Start

# SelfMend protecting your AI system
system = SelfMend()
system.monitor(api_endpoint)
system.monitor(model_health)
system.monitor(output_quality)

# When failure occurs...
# Detect → Isolate → Backup → Recover
# Fully automatic, zero human intervention

The Philosophy

We believe:

  • The best failure handling is preventing failure from happening
  • Self-healing is faster and cheaper than manual repair
  • Systems should learn from failures, not repeat them

SelfMend is for:

  • AI systems needing 24/7 availability
  • Businesses that can't afford human-intervention delays
  • Teams wanting to move from "human-stacked" to "system-designed" reliability

The Spotlight

"While others are woken up at midnight to handle failures, SelfMend has already fixed it before it affected you."

The best failures are "already-fixed failures."

That's the power of self-healing systems.


A system that can self-repair never stops.

SelfMendMaking AI resilience an automated capability.

About

AI system self-healing framework - auto-detect, auto-fix, auto-prevent.

Topics

Resources

License

Stars

Watchers

Forks

Releases

No releases published

Packages

 
 
 

Contributors

Languages