HN mountainview 7/8/2026

Context Doesn't Scale with People

Product for synchronizing agent-based context across teams to reduce time spent on communication tools.

HN javaeeeee 7/8/2026

LLM Pipeline Autonomously Produces Novel Physics Research Paper

LLM pipeline autonomously generates novel physics research paper end-to-end.

HN cms4dlols 7/8/2026

What Every AI Builder Learns the Hard Way [video]

Video discussing practical lessons learned when building AI systems.

HN azuanrb 7/8/2026

Making AI Code Review Measurable

Experiment using AI for measurable code review approval with metrics and safety considerations.

HN Husain_Ghulam 7/8/2026

Show HN: Trace – open-source, self-organizing memory for LLM agents (PyPI)

Trace: Open-source memory system for LLM agents with self-organizing capabilities, available on PyPI.

HN fiszki 7/8/2026

Fiszki flashcards without an app: your AI quizzes you, FSRS keeps score

Fiszki: Spaced-repetition flashcard app with AI agents creating decks via MCP and FSRS scheduling algorithm.

HN danebalia 7/8/2026

Viability of Local Models for Coding

Analysis of running local LLMs for coding tasks, examining viability and trade-offs versus cloud alternatives.

HN pavanputhra 7/8/2026

Show HN: Comcent CE – An open-source self-hosted Voice Infrastructure platform

Comcent CE: Open-source self-hosted voice infrastructure platform providing detailed call analytics and tracking.

HN mkagenius 7/8/2026

Show HN: Tarit – Self-host sandbox cloud and hypervisor for AI agents

Tarit: Rust-based hypervisor and orchestrator designed for running AI agents and RL environments with live snapshots.

HN zhirzh 7/8/2026

DSpark - DeepSeek's speculative drafts for LLMs

DSpark: DeepSeek's speculative decoding technique for accelerating LLM inference.

HN steeve 7/8/2026

ZML/LLMD alpha – cross platform LLM server

ZML/LLMD is a cross-platform LLM inference server enabling language models to run on various hardware accelerators.

HN vagkaratzas 7/8/2026

Show HN: Token-saviour – agent skill from benchmarking 9 token-saving tools

Agent skill tool that benchmarks and applies 9 token-saving techniques to reduce LLM API costs.

HN molvqingtai 7/8/2026

How do we make coding agents write good code?

Discussion on best practices and techniques for improving code quality in AI coding agents.

HN delamon 7/8/2026

Claude bug report: Cross-session credential leakage

Security vulnerability report of Claude leaking credentials across user sessions.

HN tejaskumar_ 7/8/2026

Flagship models are not always better

Developer built a real-time note-taking app using on-device speech-to-text and LLM analysis. Explores practical considerations when choosing AI models for production applications.

HN rzk 7/8/2026

Geosql: A Claude/Codex skill for geospatial data

Claude/Codex skill implementation enabling LLMs to query and analyze geospatial data.

HN mikenikles 7/8/2026

Show HN: Orchestrator – a single-binary workflow orchestration tool

Single-binary workflow orchestration tool for automation pipelines.

HN peter_lawrey 7/8/2026

Testing Java Memory Management with Chronicle-Fix Using AI

ZML releases LLM inference software supporting multiple open-source models across diverse hardware (Nvidia, AMD, TPU, Metal, Intel Arc).

HN notevenmostly 7/8/2026

Darwin Among the Weights: AI as a speciation event

Research on power-calibrated statistical framework for LLM watermarking, balancing detectability and semantic preservation.

HN fabrice8 7/8/2026

Show HN: An MCP server where the mind on the other end remembers you

Comparison and guide for selecting AI-powered code assistance tools.

HN Messyflame 7/8/2026

Show HN: An AI Agent that automates workflows on your Mobile

MCP server implementation with persistent memory for contextual conversation.

HN marksie1988 7/8/2026

Run your own self-hosted LLMs with Docker Compose

Guide for self-hosting LLMs using Docker Compose containerization.

HN sbulaev 7/8/2026

Beyond Refusal: Aligned vs. Abliterated LLMs for Vulnerability Analysis

Research comparing aligned vs. abliterated LLMs for vulnerability analysis tasks.

HN handfuloflight 7/8/2026

Moraine: Unified Agent Tracing

Local trace stack for AI agents indexing sessions across multiple providers into ClickHouse with searchable memory via MCP.

HN handfuloflight 7/8/2026

Fable Advisor

Fable Advisor plugin routes subagent tasks to cheaper LLM models while using Fable 5 as architect, optimizing token costs.

HN handfuloflight 7/8/2026

Metis by Arm: open-source agentic security harness

Metis open-source security framework uses AI agents for deep code review to detect vulnerabilities and improve secure coding practices.

HN handfuloflight 7/8/2026

ProductSpec: Open standard for software intent before implementation

ProductSpec open standard provides portable Markdown format for software intent documentation before implementation, designed for AI agent handoff.

HN krishnatejavepa 7/8/2026

Shotgun – Opensource Cofounder Framework for Claudecode

Shotgun framework turns Claude into persistent AI cofounder for solo founders, managing operations, product building, and distribution.

HN chonsong 7/8/2026

Skill Retriever semantic skill discovery for AI agents via 10K-category taxonomy

Skill Retriever: Semantic skill discovery for AI agents across 10K-category taxonomy with Hermes Agent integration.

HN dbator 7/8/2026

Self-Hosting My Own LLMs

Personal experience self-hosting LLMs for ChatGPT-like functionality with privacy and ownership control.

HN ColinEberhardt 7/8/2026

GitLost: We Tricked GitHub's AI Agent into Leaking Private Repos

Security researchers at Noma Labs discovered prompt injection vulnerability in GitHub's AI agents allowing unauthorized access to private repositories via crafted GitHub Issues.

HN maxloh 7/8/2026

Instagui: Turn any CLI into a web GUI with one command

Instagui converts CLI tools into web GUIs automatically by parsing help text, no configuration required.

HN sbulaev 7/8/2026

GitHub AI agent leaks private repos when asked nicely

Noma Labs security research on GitLost vulnerability in GitHub's AI agents that allows malicious actors to extract private repository data via prompt injection.

HN teleforce 7/8/2026

From Words to Watts: Benchmarking the Energy Costs of LLM Inference (2023)

ArXiv research paper benchmarking energy consumption of LLM inference across different models and hardware configurations.

HN alphacrack 7/8/2026

Readme2demo – runs your README in a sandbox, publishes only what re-runs

AI agent that executes README instructions in sandboxed containers and generates tutorial demo videos, verifying documentation accuracy.

Ax Ramsha Kamran, Maheera Amjad, Zartasha Mustansar, Arsalan Shaukat, Salma Sherbaz, Muhammad U. S. Khan 7/8/2026

Prompt-to-Paper: Agentic AI System for Bioinformatics

Prompt-to-Paper: Agentic system for bioinformatics that generates manuscripts with verifiable literature grounding and executed experiments.

Ax H. Chad Lane, Bryson Kageler 7/8/2026

CSTutorBench: Benchmarking Small Language Models as Tutors for Block-Based Programming

CSTutorBench: Benchmark for evaluating small language models as programming tutors for block-based education.

Ax J de Curt\`o, Victoria Guill\'en, I. de Zarz\`a 7/8/2026

Foundation Models for Automatic CAD Generation

LLMForge: Empirical study and benchmark of foundation models for automatic CAD generation from natural language specifications.

Ax Mohammad Saifullah, Thomas Kornmaier, Taaha Kazi, Vasu Sharma, Aditya Sanjiv Kanade, Aanand Kumar Yadav 7/8/2026

Narrative World Model: Narratology-Grounded Writer Memory for Long-Form Fiction

Narrative World Model: Memory system for long-form fiction writers tracking narratological structure and story state.

Ax Yufeng Wang 7/8/2026

FirstResearch: Auditable Question Formation for LLM Scientific Discovery Agents

FirstResearch: Framework for auditable research question formation in scientific LLM agents with explainable assumptions.

Ax Yusuf Khan, Carlo Lipizzi 7/8/2026

Memory in the Loop: In-Process Retrieval as ExtendedWorking Memory for Language Agents

In-process retrieval as working memory for language agents, reducing latency of in-loop memory access during agent reasoning.

Ax Yang Liu, Zhaokai Luo, Huayi Jin, Ruozhou He, Chenchen Hong, Zhiyong Wang, Yifei Liu, Yunfei Gu, Chentao Wu, Junhao Hu 7/8/2026

Akashic: A Low-Overhead LLM Inference Service with MemAttention

Akashic: Low-overhead LLM inference service using MemAttention for efficient multi-turn agent interactions with extended context.

Ax Yunhan Xu, Qifeng Wu, Xunjin Li, Yuanwei Bin, Qingsong Yao, Jianghang Gu, Guan Wang, Weihao Lv, Huiyu Yang, Wenfa Luo, Jiao Xiang, Yuntian Chen, Shiyi Chen 7/8/2026

ArtisanCAD: An Industrial-Level CAD Agent with Expert-Grounded Knowledge Distillation

ArtisanCAD: LLM-based agent for industrial CAD generation from natural language with expert knowledge distillation and parametric geometry.

Ax Stephen L. France, Pia. A. Albinsson 7/8/2026

Synthetic Consumer Insight Generation with Large Language Models

LLMs generating synthetic consumer data for marketing projective techniques across multiple models and prompting strategies.

Ax Akshay Arora, Ishan Nigam, Ashutosh Aggarwal, Shefali Bansal, Krishna Singh, Sweta Kumari, Nikhil Mittal, Shariq Farhan, Siddarth Malreddy 7/8/2026

Beyond Static Evaluation: Building Simulation Environments for Scalable Agentic Reinforcement Learning

AgenticAI-Supervisor: RL Gym environment for evaluating LLM agents with multi-step decision-making and reward shaping.

Ax Wael Albayaydh, Rui Zhao, Ivan Flechais 7/8/2026

Beyond the Leaderboard: A Synthesis of Tool-Use, Planning, and Reasoning Failures in Large Language Model Agents

Synthesis of 27 papers on LLM agent failures across tool-use, planning, and reasoning across 19 benchmarks (2023-2026).

Ax Yuqi Chen, Vincent Siu, Yang Liu, Dawn Song, Chenguang Wang 7/8/2026

Controlling Tool Use with Heading-Specific Activation Steering

Activation steering method to control tool-use decisions in LLMs by extracting and manipulating internal representations without weight modifications.

Ax Yue Xu, Yutao Sun, Yihao Liu, Mengyu Zhou, Jiayi Qiao, Lu Ma, Kai Tang, Wenjie Wang, Xiaoxi Jiang, Guanjun Jiang 7/8/2026

From Passive Retrieval to Active Memory Navigation: Learning to Use Memory as a Structured Action Space

NapMem framework enabling conversational agents to use long-term user memory as structured action space via multi-granularity memory pyramid.

Ax Yuhang Zhou, Kai Zheng, Haoling Li, Dengyun Peng, Can Xu, Jingjing Chen 7/8/2026

TurnOPD: Making On-Policy Distillation Turn-Aware for Efficient Long-Horizon Agent Training

On-policy distillation framework optimized for long-horizon language agent training by addressing inefficiencies in full-horizon rollouts and trajectory sampling.

Ax Praneeth Narisetty, Uday Kumar Reddy Kattamanchi, Shiva Nagendra Babu Kore 7/8/2026

Onnes: A Physics-Grounded Multi-Agent LLM Simulator for Cryogenic Fault Diagnosis in Quantum Computing Infrastructure

Multi-agent LLM simulator for quantum computing dilution refrigerator fault diagnosis, combining physics models with learned noise fingerprints and LLM operations layer.