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Self-healing and self-learning loops for AI agents. Auto-recover from errors, remember what works.
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Based on SOC occupation classification
| name | adaptive-loops |
| description | Self-healing and self-learning loops for AI agents. Auto-recover from errors, remember what works. |
| version | 1.0.0 |
| author | Hermes Agent |
| license | MIT |
| platforms | ["linux","macos","windows"] |
| metadata | {"hermes":{"tags":["Adaptive","Self-Healing","Learning","Error-Recovery","Automation"],"related_skills":["memory-guardian","skill-trigger-system"]}} |
Self-healing and self-learning system for AI agents. Automatically recovers from errors and remembers what works.
"The best agent is the one that learns from its mistakes without being told."
When a tool fails:
After each task:
# Check for known antipatterns
fact_store(action="reason", entities=["task_type", "past_error"])
# Check for known fixes
ls ~/.hermes/logs/adaptive/
# Record success
cd ~/.hermes/learning_loop
python3 learning.py record coding "fixed proxy issue" true "groq/llama-3.1-8b-instant" "groq"
# Record failure
python3 learning.py record system_admin "config edit failed" false "auto/best-chat" "omniroute"
# Automatic error handling
core.handle_error(tool="browser", error_type="timeout", msg="Connection reset", context={})
| Error Type | Strategy | Example |
|---|---|---|
| Timeout | Retry with backoff | sleep 5 && retry |
| Auth failure | Rotate credentials | Use different API key |
| Rate limit | Wait + retry | sleep 60 && retry |
| DPI block | Switch proxy | Hysteria2 → Tor |
| Model failure | Fallback model | auto/best-chat → groq |
~/.hermes/logs/adaptive/
├── browser_errors.jsonl
├── terminal_errors.jsonl
├── web_errors.jsonl
└── ...
End-to-end content creation from idea to monetization.
Automatic memory preservation hooks for Hermes sessions.
Полный цикл публикации open-source проекта на GitHub — от инициализации до релиза v1.0.0. Включает создание логотипа, проверку валидности SVG, шаблон README, MIT лицензию, pre-commit hooks, тесты, версионирование x.5, и публикацию релиза.
Configure Hermes Agent gateway platforms in DPI-restricted or censored networks — Telegram, Discord, and AI providers behind DPI/packet-inspection filters.
Patterns for deploying and running CEX trading bots (freqtrade, custom) in DPI-restricted environments — proxy configuration, exchange API access, WebSocket vs REST, and bot lifecycle.
Работа с OmniRoute: роутинг моделей,灰ые запросы, провайдеры, fallback, оптимизация расходов. Конкретные конфиги и команды.