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RESEARCH · 1 SOURCE · arXiv cs.AI

Fault-Tolerant Budget Conservation for Distributed Multi-Agent Delegation (arXiv:2610.00349v1)

An arXiv preprint (arXiv:2610.00349v1) formalizes 'fault-tolerant budget conservation' for distributed multi-agent delegation. It represents budgets as quantized resource vectors moved via exclusive escrow credits through a delegation DAG, requires signed dispatch permits quarantined and verified by gateways, and defines when uncertain effects remain charged until settlement or authenticated no-effect proofs; the paper proves properties such as ownership partition, ledger and effect conservation, at-most-once settlement, and partition confinement, and exercises the mechanism with bounded TLA+ checks, a JavaScript explorer, and crash-injected two-process SQLite experiments.

7.0

COMPANIES · 1 SOURCE · GitHub AI & ML

Argue: Chat is often the wrong UI — GitHub Copilot’s canvas enables task‑oriented custom interfaces

A blog post argues that chat is often the wrong primary UI for interacting with large language models and highlights GitHub Copilot app’s 'canvas' — a full‑stack, embeddable app surface that can run locally, call APIs, and communicate bi‑directionally with the agent. The author demonstrates examples (a Connect 4 game, a Winget package manager UI, SQLite/SQL tooling) and says task‑oriented custom interfaces can reduce token waste and better automate developer workflows than a generic chat box.

5.0

CODING · 1 SOURCE · GitHub AI & ML

GitHub Security Lab releases LLM-driven Fuzzing Taskflow in seclab-taskflows-fuzzing repo

GitHub Security Lab published an autonomous, LLM-driven Fuzzing Taskflow built on its Taskflow Agent and available in the seclab-taskflows-fuzzing repository; the pipeline identifies entrypoints, generates harnesses, runs AFL++, measures coverage, triages crashes, and drafts vulnerability reports. The project uses MCP tools for execution, stores state in SQLite, and defaults to Claude Sonnet 5 as the model; it runs on a host (recommended in disposable environments) and is runnable via a Codespace.

7.0