self-healing

SaZabi is building an AI observability system that uses logs as the source of truth to automate debugging and issue resolution, aiming to bridge the gap between automated code and manual debugging.

This paper proposes E³RL, a reinforcement learning method that uses dynamic epistemic entropy thresholds to enable LLMs to excise local logical defects during generation, overcoming the autoregressive curse in long-horizon reasoning and achieving state-of-the-art results on mathematical reasoning benchmarks like AIME.

This paper proposes a spectral graph reinforcement learning framework for outage detection and power restoration in self-healing smart grids, achieving near-optimal real-time performance on IEEE test systems.

Robert Courson shares a self-healing, self-governing upgrade for the /goal command, designed for Claude Code, Codex, and any IDE that supports /goal.

A demo of a self-healing agent that uses observability (Monocle) and MCP to debug and fix a broken application by inspecting telemetry data and running tests, treating observability as part of the agent loop.

A production system of 8 AI agents autonomously caught and fixed three distinct failure modes overnight, including an infrastructure bug, a platform parsing bug, and a documentation bug, demonstrating a self-improvement loop that treats code and process failures identically.

AutoResearchClaw is a multi-agent autonomous research system that improves scientific discovery through structured debate, self-healing execution, and human collaboration, outperforming previous systems on the ARC-Bench benchmark by 54.7%.

Proposes Logic-GNN, a neuro-symbolic framework that uses temporal graph neural networks and graph Kolmogorov complexity to induce a symbolic grammar for clinical records, enabling detection and correction of data entry errors as grammatical violations. The system achieves an F1-score of 0.94 on a large healthcare dataset, outperforming state-of-the-art methods by 12%.

Browser Harness is a self-healing tool that enables LLMs to complete browser tasks by removing framework restrictions and using direct Chrome DevTools Protocol (CDP) communication.