Tagged articles

prompt auditing

2 articles · Page 1 of 1

Sep 10, 2026 · Artificial Intelligence

Agent Cost Optimization: Cut Waste, Not Intelligence

This article reveals three major sources of waste in AI agent workflows — redundant context recomputation, outdated prompt patterns, and misallocated reasoning effort — and provides a systematic optimization framework with caching strategies, prompt auditing, effort calibration, and holdout-set validation, demonstrating 50–73% cost reductions without performance loss across benchmarks.

AI EngineeringAgent optimizationPrompt Caching

0 likes · 25 min read

Agent Cost Optimization: Cut Waste, Not Intelligence

Machine Heart

Aug 15, 2026 · Artificial Intelligence

Stanford, MIT and Others Release the World’s Largest System Prompt Library and First Audit Framework

Researchers from Stanford, MIT, CMU and other institutions unveiled the System Prompt Index—over 1,000 prompts from 400+ AI products—the largest collection to date, and introduced AISPA, the first user‑centric framework for auditing system prompts, revealing trends in prompt length, safety coverage, and persistent violations across commercial AI agents.

AI safetyAISPAlarge language models

0 likes · 8 min read

Stanford, MIT and Others Release the World’s Largest System Prompt Library and First Audit Framework