No. 01
Agents fail silently. Tasks complete, but outcomes are wrong.
RELIABILITY
Reliability Infrastructure for AI Agents
AI agents fail silently in production. Panoptes provides continuous monitoring, intelligent failure detection, and automated recovery—keeping your agents dependable in the real world.
v.01 / Alpha Build
01 / The Problem
WHY AGENTS FAIL IN PRODUCTION
02 / Core Capabilities
WHAT PANOPTES DOES
Comprehensive reliability infrastructure for production AI agents.
Core
Ambient Monitoring
Runs alongside production agents, observing behavior patterns and tool usage in real-time
Detection
Silent Failure Detection
Detects when agents complete tasks but with wrong outcomes or flawed reasoning
Analysis
Autonomous Diagnosis
Reconstructs decision chains to determine root cause—prompt, tool, context, or environment
Response
Smart Intervention
Automatically alerts humans, triggers fallbacks, or attempts self-correction
Learning
Failure Memory
Builds domain-specific failure taxonomies and agent-specific behavioral profiles
Evolution
Continuous Learning
Self-tunes over time—attempt 3 dramatically outperforms attempt 1
03 / How It Works
THREE PILLARS
CONTINUOUS AMBIENT MONITORING
Our agents run silently alongside yours, learning what "healthy" looks like and flagging deviations before they cascade
AUTONOMOUS DIAGNOSIS & INTERVENTION
When anomalies are detected, the system reconstructs the failure, identifies root cause, and resolves it—without human orchestration
MEMORY & CONTINUOUS LEARNING
Every failure feeds a learning corpus. The system builds failure taxonomies, maintains agent-specific memory, and self-tunes over time
04 / Colophon
CREDITS
Design
- Panoptes Labs
- Interface Lab
Stack
- Next.js
- Tailwind CSS
- Vercel
Typography
- Bebas Neue
- Inter
- Geist Mono
Location
- Remote
- Everywhere
Year
- 2025
- Ongoing
© 2025 Panoptes. All rights reserved.
Reliability infrastructure for AI agents.