HN LetsAutomate 2/24/2026

AI Natural Language Tests

Tool using GPT-4 and LangGraph to generate Cypress/Playwright tests from natural language requirements. Supports CI/CD pipelines.

HN fruiapps 2/24/2026

Agent/Skill for Literature Reviews

PRISMA-compliant prompts engineered to turn LLMs into research collaborators for literature reviews with structured methodological frameworks.

HN benriazy 2/24/2026

Show HN: Autonomous AI Agent Fleets

Autonomous agent fleet system with per-agent Docker isolation, budget limits, and six security layers assuming agent compromise.

HN andsoitis 2/24/2026

Pi Coding Agent

Pi: minimal terminal coding agent with TypeScript extensions, npm packages, and multiple modes (interactive, RPC, SDK, JSON output).

Ax Tianyu Fan, Fengji Zhang, Yuxiang Zheng, Bei Chen, Xinyao Niu, Chengen Huang, Junyang Lin, Chao Huang 2/24/2026

DeepInnovator: Triggering the Innovative Capabilities of LLMs

DeepInnovator framework for training research agents to autonomously generate novel scientific ideas. Systematic training approach to enhance LLM innovative capabilities beyond prompt engineering.

Ax Fuyuan Lyu, Chenglin Luo, Qiyuan Zhang, Yupeng Hou, Haolun Wu, Xing Tang, Xue Liu, Jin L. C. Guo, Xiuqiang He 2/24/2026

Give Users the Wheel: Towards Promptable Recommendation Paradigm

Promptable recommendation system integrating LLMs to adapt to explicit user intents expressed in natural language, moving beyond implicit behavioral patterns.

Ax David Li, Nikita Gushchin, Dmitry Abulkhanov, Eric Moulines, Ivan Oseledets, Maxim Panov, Alexander Korotin 2/24/2026

IDLM: Inverse-distilled Diffusion Language Models

IDLM: inverse distillation technique extended to discrete diffusion language models for accelerated multi-step inference.

Ax Abhinav Moudgil, Boris Knyazev, Eugene Belilovsky 2/24/2026

Celo2: Towards Learned Optimization Free Lunch

Celo2: learned optimizer achieving meta-generalization beyond training distribution with improved scalability over prior VeLO approach.