AI tool

arXiv paper proposing MANTA, a framework that lets multi-agent communication structures adapt at inference time based on collaboration traces and task needs.

AgentPulse is an observability tool for multi-agent systems, with run history, crash tracking, metrics, and investigation views for reviewing agent executions.

An article about an AI agent jail post on Show HN and the wave of LLM-generated sales pitches it attracted, with examples of the outreach and the author’s responses.

A GitHub repository for a self-correcting algebraic agent swarm runtime. The README frames it as a bounded, cybernetic system for multi-agent workflows, with separate components for intake validation, intent bridging, and swarm control.

A GitHub repository for a sovereign multi-agent federation protocol focused on structured knowledge accumulation, agent-to-agent messaging, and human-to-agent memory flows.

A GitHub repository presenting VSE Engine (Velocity & Structure Encoding), a prototype for computing over transmission using pulse-position and duration modulation ideas. The README describes a byte-splitting pipeline, time-slot mapping, and decode/resynthesis flow, with supporting source files in the repo.

A lightweight golf round tracker that runs in the browser and keeps data locally. The page shows starting and finishing rounds, logging shots, club selection, and a simple workflow for tracking holes.

A GitHub repository for a latency-separated AI memory retrieval and RAG system. The README describes fetch, compute, and ANN search stages, includes benchmark ranges, and exposes a public test endpoint.

A research page and preprint about using code as the runtime layer for agent systems, with a taxonomy of harness interfaces, harness mechanisms, and scaling patterns for multi-agent workflows.

A web app that takes an uploaded track or URL and transforms it into a Panama-style remix using AI-driven stem separation, harmonic mapping, and audio rendering.

Meltbox is an inbox for briefs from your agents, designed to collect context-rich updates in one place.