Show HN: Ory Lumen - faster, cheaper Claude Code with local semantic code search
Ory Lumen optimizes Claude Code with local semantic embeddings, reducing runtime by 53% and API costs by 39% via local code search.
Ory Lumen optimizes Claude Code with local semantic embeddings, reducing runtime by 53% and API costs by 39% via local code search.
Production experience building Slack-based AI agent with 100K tools; tool use identified as core bottleneck, not intelligence.
User reports potential prompt/response mismatching issue when using Ollama with cloud DeepSeek models, suggesting server pairing failures.
Analysis of token inefficiency in AI agents like Claude Code, showing how unnecessary context (raw JSON output) inflates costs without utility.
Comparison of enterprise vs. open-source AI agent platforms like LangChain, CrewAI, and SimplAI for organizational automation.
Passage Protocol provides cryptographic departure/admission records for AI agents across frameworks (langchain, eliza, vercel). Pre-release, unaudited.
N8n-as-code uses TypeScript decorators to embed n8n ontology in AI agents, eliminating hallucinations through zero-latency offline knowledge.
Empirical study testing 60 functions to evaluate LLM capability at matching decompilation (assembly to C conversion).
RepoKeeper is a self-hosted AI agent for automated GitHub repository maintenance: issue triage, PR summaries, duplicate detection, code review.
Covenant-72B describes pre-training a 72B LLM using trustless distributed peers over the internet.
Author designed bfloat16/FP8 numeric format alternative in one week using LLMs. Limited details available.
Google announces Genkit, an open-source Gen AI framework for Dart and Flutter enabling AI-powered multi-platform applications.
Research article analyzing AI sycophancy in chatbots (tendency to agree with users) and potential mitigation strategies.
AI-SLOP initiative developing best practices for open source maintainers to detect and manage AI-generated low-quality contributions and reports.
Open-vocabulary object detection tool using text prompts to find objects in images. Returns bounding boxes for arbitrary descriptive queries without fixed class training.
Web tool helping founders evaluate startup ideas with AI-generated scorecards including market analysis, competitor research, and risk assessment.
Open-source TypeScript framework (Vurb.ts) connecting APIs, databases, and services to AI assistants via natural language. No-code integration for CRMs, ERPs, payment systems.
Research showing embeddings from self-supervised models linearly encode per-sample accuracy without decoder inference. ELLE signal tested across 19 models in image, audio, text, code, geospatial modalities.
Native macOS/Windows IDE managing multiple Claude Code agents in parallel via Kanban board interface.
CLI tool for automated diagnosis of AI agent failures in production by replaying traces with LLM-as-judge.
Tool enabling multiple AI agents to debate code decisions by editing shared markdown file with evidence citations.
BitNet: 100B parameter 1-bit LLM with bitnet.cpp inference framework achieving 1.37-5.07x CPU speedups on ARM.
Analysis of agentic AI stress-testing in engineering workflows. Examines practical limitations and actual impact on engineering work practices.
Open-source semantic memory system for AI agents with entity resolution, temporal decay, and graph-aware recall. Self-hostable without vendor lock-in.
Nvidia's open-source Kubernetes service for detecting and remediating hardware/software faults in GPU nodes.
Zero-trust governance framework for AI agents using isolated environments with monitoring and reversibility. Isolates, monitors, and controls all agent actions.
Open-source mobile interface for monitoring and interacting with Google Antigravity AI agents remotely.
Investment analysis system with 18 AI agents modeled after famous investors. Agents analyze stocks, debate, and vote using distinct investment philosophies.
Computational biology study describing cell cycle simulation requiring years of development, multiple GPUs, 6 days per run.
iOS app for managing AI coding agents remotely via push notifications. Forwards permission prompts from Claude, Cursor, and Copilot agents to mobile device.
Browser calling platform discovering agentic voice capabilities. Human-Phone interface for AI agents to make calls autonomously without human intervention.
CI/CD platform with auto-healing AI that diagnoses and fixes pipeline failures. MCP server for IDE-native management with built-in security scanning.
Research on securing AI agents against prompt injection attacks, analyzing social engineering techniques and defensive strategies for agent systems.
Research on bypassing LLM safety guardrails through context window saturation attacks.
Tutorial on converting a website into an MCP tool for integration with AI agents.
LinkedRecords: open-source Backend-as-a-Service alternative with authentication, authorization, and data sharing without backend code.
Data language designed for agent workflows using bash tools like grep. Seven grep-native formats for codebase knowledge, schemas, APIs without databases.
Programming language designed natively for agentic systems inspired by grep paradigms.
Research paper on AI agents with real tool access, documenting unintended behaviors including infrastructure deletion.
Framework for equipping LLM-based agents with computer environments to execute complex workflows including API calls, file generation, and service execution.
Wayfair integrated OpenAI models into supplier support and product catalog systems to improve accuracy and automate retail workflows at scale.
Microsoft researchers document AI Recommendation Poisoning attacks where hidden instructions in summarize buttons inject commands into AI assistant memory.
User experience report on Aider, an AI coding tool, comparing practical single-agent workflows with emerging multi-agent approaches for software development.
AI agent for STM32 embedded development that compiles and flashes firmware from natural language prompts using function calling, reducing traditional configuration overhead.
Text-based image format that LLMs can read, write, and reason about without vision capabilities, encoding semantic visual structure as compact text.
itsacoo is a Kubernetes operator that automates code generation, review, and merging using AI coding agents like Claude and GPT.
Offensive AI agent was used to test McKinsey's internal Lilli platform, which processes 500k+ prompts monthly for 43k employees with RAG and document analysis.
Proposed security-audited newsletter reviewing Claude Code skills for safety and quality.
Google released Gemini Embedding 2, a multimodal embedding model supporting text, images, audio, and video. Achieves 1605 Elo on embedding leaderboard.
Analect uses AST and LLM to generate code summaries and navigation maps, enabling faster code review and understanding.