… We propose an environment-driven framework, AutoTTS, that changes what researchers design: from individual TTS heuristics to environments where TTS strategies can be discovered automatically. …
… We first model localized support interactions as Intervention Units IUs , which capture state--action--outcome dynamics between seeker states, support interventions, and post-response emotional changes. …
… The following papers were recommended by the Semantic Scholar API SkillOpt: Executive Strategy for Self-Evolving Agent Skills 2026 Skills on the Fly: Test-Time Adaptive Skill Synthesis for LLM Agents 2026 SkillGen: Verified Inference-Time Agent Skill Synthesis 2026 CODESKILL: Learning Self-Evolving… …
… The paper reports concrete failure modes, fabricated rules, fee paralysis, numeric anchoring, cadence trading, and tokenomics misreads, and shows how targeted harness changes reduced them. …
… The following papers were recommended by the Semantic Scholar API Agentic Harness Engineering: Observability-Driven Automatic Evolution of Coding-Agent Harnesses 2026 Synthesizing Multi-Agent Harnesses for Vulnerability Discovery 2026 AlphaLab: Autonomous Multi-Agent Research Across Optimization Do… …