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02:05

2026-06-14

dev.to

developer-tools

The self-improving prompt engine that learns from your codebase history

Via v0.4.0 introduces a CLI prompt engine that learns from a developer's codebase history, improving prompts over time by storing successful patterns and past failures. Inspired by the MemAPO research…

04:00

2026-05-27

arxiv.org

artificial-intelligence

SPEAR: Code-Augmented Agentic Prompt Optimization

Researchers introduced SPEAR (Sandboxed Prompt Engineer with Active Roll-back), a code-augmented agentic optimizer that autonomously rewrites prompts using a Python sandbox for structural error analys…

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SPEAR 1 CodeAct 1 GEPA 1 BBH 1 GSM8K 1 Wang et al. 1 LLM-as-judge 1 Via 1