Related reading
ProgramDistill: From Interactive Web Apps to Verifiable Reference-Guided SWE Tasks
ProgramDistill is a new benchmark that automatically extracts 1,975 replay‑verified feature behaviors from 26 real web apps, builds 4,063 coding‑agent tasks, and measures how well state‑of‑the‑art agents (e.g., GPT‑6 Astra, Claude Opus 5) can reconstruct full or partial applications, revealing steep drops in success as restoration depth grows.
Hugging Face Daily Papersarxiv.org1 minpaperBuilding Secure AI Agents with Microsoft Agent Framework and Auth0: Human-in-the-Loop Approval
This article demonstrates how to implement human-in-the-loop approval for an AI expense agent using Auth0's Client-Initiated Backchannel Authentication (CIBA). It enables secure, out-of-band manager approval via push notifications with specific binding messages, preventing the LLM from handling sensitive credentials.
Auth0auth0.com17 minNew Archestra's OpenAPPA Saturates Two Major Security Benchmarks with a 0% Attack Success Rate
OpenAPPA is an open‑source security engine that sits outside an LLM agent’s prompt loop and enforces deterministic data‑flow policies via a TOML policy file. In the Bench‑Corp and AgentThreatBench evaluations it achieved 0 % attack success with 89 % task completion, outperforming Claude Code auto‑mode and Microsoft FIDES.
InfoQinfoq.com4 min


