HN blerb795 3/2/2026

Perspective Server

macOS app exposing Apple's on-device Foundation Models via OpenAI-compatible local API for running AI without cloud services.

HN weltview 3/2/2026

RAG vs. Skill vs. MCP vs. RLM

Comparison of four techniques for extending LLM capabilities: RAG, RLM, SKILL, and MCP. Covers implementation mechanics, tradeoffs, and usage guidance.

HN paladin314159 3/2/2026

Structured Outputs for LLMs

Implementation of JSON schema structured outputs for LLMs using outlines-core library in custom inference runtime.

HN runshouse 3/2/2026

Show HN: Audio-to-Video with LTX-2

LTX-2 open-source diffusion model for audio-to-video generation with prompt enhancement via Gemini for improved synchronization.

HN HonzaT 3/2/2026

Strix – First Impressions

Review of Strix, an agentic AI framework designed for penetration testing and vulnerability discovery.

HN georgecalm 3/2/2026

AI – Factory Model

Analysis of paradigm shift in agentic software engineering where abstraction level changed fundamentally for developers building with AI.

Ax Sheng Cao, Zhao Chang, Chang Li, Hannan Li, Liyao Fu, Ji Tang 3/2/2026

The Auton Agentic AI Framework

Auton framework addresses architectural mismatch between stochastic LLM outputs and deterministic backend systems for agentic AI deployment.

Ax Longyin Zhang, Shuo Sun, Yingxu He, Won Cheng Yi Lewis, Muhammad Huzaifah Bin Md Shahrin, Hardik Bhupendra Sailor, Heng Meng Jeremy Wong, Tarun Kumar Vangani, Yi Ma, Qiongqiong Wang, Minh Duc Pham, Ridong Jiang, Jingtao Li, Jingyi Liao, Zhuohan Liu, Yanfeng Lu, Manas Gupta, Ai Ti Aw 3/2/2026

Unlocking Cognitive Capabilities and Analyzing the Perception-Logic Trade-off

MERaLiON2-Omni: 10B multilingual MLLM for Southeast Asia addressing perception-logic tradeoffs in omni-perception tasks.

Ax Chao Wang, Han Lin, Huaze Tang, Huijing Lin, Wenbo Ding 3/2/2026

RUMAD: Reinforcement-Unifying Multi-Agent Debate

RUMAD: reinforcement learning approach to multi-agent debate that adapts topology to task complexity while maintaining debate neutrality.