Releases·Tool Release
Mezmo open-sources Aura, a Rust agent harness that investigates and fixes production incidents with human-gated remediation
Engineers at a SaaS company handling petabytes of data released Aura, a Rust-built agent for investigating and fixing production incidents. They built it after existing tools (Claude, OpenClaw, LangChain) struggled with overflowing context, hallucinations, the lethal trifecta, and approval fatigue in incident response workflows.
24 engagement1 sourceWed, Sep 2, 2026, 03:55 PM
AI Overview
- Mezmo built Aura in Rust after existing tools (Claude, LangChain) hit context overflow, hallucinations, approval fatigue, and frontier-token costs on easy work
- A coordinator drafts and supervises DAG flows of user-defined workers (logging, metrics, git) scoped via a centralized config file with permissions defined in code
- Tool permissions are enforced deterministically outside agent context, preventing capability escalation through prompting; header routing keeps agent away from keys
- Large tool outputs and worker responses persist to disk with slice/read tools; workers return strongly typed durable artifacts as evidence packets
- An 8-minute demo uses DeepSeek-V4-Flash to trace a checkout outage to a memory leak in a downstream service and human-gates a GitHub fix recommendation
- Aura logs an OTEL audit trail into Phoenix, supports HITL webhook interrupts, and ships Apache 2.0 via rpm/deb/brew or as an OpenAI-compatible daemon
- Known gaps: the API only streams until completion, and automation requires middleware or MCP polling because no inbound webhook interrupt exists yet
Related
Products·building
Self-tracing SRE agent using ClickHouse and OpenAI
An autonomous SRE copilot that diagnoses and resolves infrastructure issues. It uses LLMs to reason about system logs and metrics, and traces its own decision process for auditability. Built for a hackathon, it aims to reduce incident response time for site reliability engineers.
An autonomous SRE copilot that diagnoses and resolves infrastructure issues. It uses LLMs to reason about system logs and metrics, and traces its own decision process for auditability. Built for a hackathon, it aims to reduce incident response time for site reliability engineers.
0 engagement1 sourcerssThu, Jul 16, 2026, 08:27 AM
Releases·Tool Release
Konnect releases AI-assisted PCB design plugin for KiCAD 10
Konnect, a native KiCAD 10 plugin released as a single Rust binary, exposes 185 tools across 18 on-demand toolsets for schematic capture, PCB layout, routing, ERC/DRC, design review, and manufacturing via the Model Context Protocol (MCP). It enables Claude or other LLMs to assist in PCB design, potentially streamlining hardware development workflows.
Konnect, a native KiCAD 10 plugin released as a single Rust binary, exposes 185 tools across 18 on-demand toolsets for schematic capture, PCB layout, routing, ERC/DRC, design review, and manufacturing via the Model Context Protocol (MCP). It enables Claude or other LLMs to assist in PCB design, potentially streamlining hardware development workflows.
31 engagement1 sourcegithubSun, Jul 5, 2026, 09:47 PM
Products·launched
3-game trilogy built solo with Claude and Google AI Studio across Rust, TypeScript, and Python
A solo developer created a trilogy of three games sharing one story, each implemented in a different programming language (Rust, TypeScript, Python), using Claude and Google AI Studio as AI coding assistants. The project demonstrates how LLMs can accelerate multi-language game development for indie creators.
A solo developer created a trilogy of three games sharing one story, each implemented in a different programming language (Rust, TypeScript, Python), using Claude and Google AI Studio as AI coding assistants. The project demonstrates how LLMs can accelerate multi-language game development for indie creators.
0 engagement1 sourceredditMon, Aug 10, 2026, 02:06 AM
Products·launched
Semfora: AI-powered incident analysis for SREs and on-call engineers
Semfora is a tool that uses LLMs to help SREs and on-call engineers analyze incidents faster. It connects to repositories and services like Sentry to provide insights and streamline debugging. The creator is seeking early users to test rough edges.
Semfora is a tool that uses LLMs to help SREs and on-call engineers analyze incidents faster. It connects to repositories and services like Sentry to provide insights and streamline debugging. The creator is seeking early users to test rough edges.
9 engagement1 sourceredditThu, Jul 16, 2026, 06:04 AM
Developments·Paper
Self-evolving harness turns general agents into RCA experts
A new arXiv paper proposes a self-evolving harness that adapts general-purpose LLM agents like Codex or Claude Code for root cause analysis (RCA), outperforming both direct general-agent use and specialized RCA agents. The approach addresses the accuracy gap that remains when using general agents directly, which the authors find often surpasses purpose-built agents.
A new arXiv paper proposes a self-evolving harness that adapts general-purpose LLM agents like Codex or Claude Code for root cause analysis (RCA), outperforming both direct general-agent use and specialized RCA agents. The approach addresses the accuracy gap that remains when using general agents directly, which the authors find often surpasses purpose-built agents.
0 engagement1 sourcearxivWed, Aug 26, 2026, 11:43 AM