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Synthesis

2 articles · Page 1 of 1
PaperAgent
PaperAgent
Jun 19, 2026 · Artificial Intelligence

From Harness to Environment: A Survey of Agentic Environment Engineering

This article surveys the emerging field of Agentic Environment Engineering, defining environments as POMDPs, classifying their attributes and tasks, reviewing synthesis methods, evaluation frameworks, and outlining four complementary paths for agent evolution and three paradigms for environment evolution.

BenchmarkEnvironment ModelingLLM
0 likes · 15 min read
From Harness to Environment: A Survey of Agentic Environment Engineering
Liulishuo Tech Team
Liulishuo Tech Team
Apr 13, 2018 · Fundamentals

Understanding Compiler Synthesis of Equatable and Hashable in Swift 4.1

This article explains how Swift 4.1's compiler can automatically synthesize Equatable and Hashable implementations, the necessary conditions, examples of enums and structs, the limitations of synthesis, and how developers can override or supplement the generated code for better performance and correctness.

EquatableSwiftSynthesis
0 likes · 8 min read
Understanding Compiler Synthesis of Equatable and Hashable in Swift 4.1