Topic
api
ToolPro: Executable Tool Programs Cut Web Service Latency by 53% for LLM Agents
A new system called ToolPro replaces static API endpoints with executable tool programs for LLM-based agents, achieving up to 53.4% lower latency and 96.1% less traffic on multi-step workflows. It uses effect-aware replay for exactly-once execution and a profile-driven policy to decide when program execution outperforms stepwise calling.
Beyond Text-to-SQL: New Agentic LLM System Governs Enterprise Analytics APIs
Enterprise analytics faces barriers for non-technical users. A new agentic LLM system called Analytic Agent addresses these by translating natural language to secure governed API calls, bypassing raw database access. Evaluated on 90 real enterprise use cases, it validates permissions, executes queries, and generates compliant visualizations.
AEGIS Secures LLM API Routers Against Man-in-the-Middle Attacks Using Attested Trusted Execution Environments
A new system called AEGIS uses attested trusted execution environments to prevent LLM API routers from acting as man-in-the-middle. The provider-transparent design confines plaintext to a small hardware enclave, blocking four attack classes including tool call rewriting and credential exfiltration. In a seeded audit, two coding agents found 8 and 10 of 10 planted invariant violations.