Show HN: Stm32-MCP – let AI build, flash, & communicate with hardware
MCP protocol implementation enabling Claude Code to autonomously build, flash, and communicate with STM32 hardware with reliable command sequencing and response handling.
MCP protocol implementation enabling Claude Code to autonomously build, flash, and communicate with STM32 hardware with reliable command sequencing and response handling.
trama: agentic runtime that generates, executes, monitors and repairs agent programs. Programs are readable, editable code with control flow and tool use.
TurboQuant implements sub-byte KV cache quantization for LLMs, reducing memory requirements while maintaining model performance in production environments.
ADK for Java 1.0.0 framework for building AI agents in Java.
Rust-based AI-native file manager for macOS with natural language search and smart renaming features.
CLI tool and Claude Code skill for file/data format conversion using LLM capabilities.
Memv is open-source Python library for persistent memory in AI agents using predict-calibrate knowledge extraction with PostgreSQL/SQLite backends and async pooling.
Overview of healthcare LLM applications from Microsoft and Amazon; discusses validation gaps for medical AI tools without rigorous testing.
Agent Access SDK by Bitwarden provides open protocol for secure credential handling in autonomous AI agents, preventing unauthorized access to passwords and sensitive data.
Product OS: open-source agent-native product management platform using multi-agent workflows to generate research, specs, and launch materials.
Book review discussing AI power concentration and implications for coding agent adoption; opinion-focused without technical analysis.
LiteParse: open-source PDF parsing tool for fast local spatial text extraction with bounding boxes, no cloud dependencies.
MoralStack: governance layer for LLMs that evaluates policy constraints before text generation, separating safety decisions from generation.
Claude Code agent provides detailed analysis of its own failure modes in autonomous software engineering after three months of production use, identifying reliability issues.
Analysis of security and identity issues when single AI agent with persistent memory serves multiple users across channels.
Analysis of security and identity issues when single AI agent with persistent memory serves multiple users across channels.
Prototype for AI alignment using internalized emotional primitives (shame, pride, identity) instead of external constraints.
Persistent file storage service for AI agents via MCP and curl protocol.
Chat-based AI assistant tool for executing complex tasks with real integrations. Tool-use workflow without external dashboards.
AnchorGrid API for OCR on construction documents, detects fixtures and extracts schedules. Limited technical detail provided.
MCP server integrating B2B contact database (130M+ profiles) with Claude and other AI assistants for enriched data lookup.
Tome: macOS app for local meeting transcription with Parakeet-TDT v3, stores structured notes in Obsidian vault, includes Claude agent integration.
AI agents generate real user sessions in web analytics that don't match human behavior patterns, breaking traditional bot filtering.
Meta-Harness optimizes agent task harnesses through automated search, improving performance from 28.5% to 46.5% on a 19-task benchmark subset.
User reports Claude 4.6 Opus failing to follow instruction constraints in CLAUDE.md files compared to 4.5, choosing runtime casts over type safety.
ClamBot is an AI agent that executes LLM-generated code in a WebAssembly sandbox for security.
Paseo is an open source environment for running coding agents (Claude, Codex, OpenCode) across desktop, mobile, web, and CLI with voice interface, diff review, and multi-agent management.
Google announces AppFunctions to connect AI agents with Android apps.
Guide covering the Java AI ecosystem and libraries.
Solo.io launches agentevals, a tool for evaluating AI agents' performance and behavior.
Manning eBook on runtime intelligence and test-time compute as alternative to model scaling for AI capability improvements.
Coasts: Open source tool for running multiple containerized localhost instances and docker-compose runtimes across git worktrees.
TurboQuantPlus: Open source KV cache compression for local LLM inference achieving 4.6-6.4x compression with planned improvements.
Prompt Helix browser extension enables natural language queries on webpages by sending page content to Claude or ChatGPT without copy-pasting.
Discussion about anatomy and structure of LLM benchmarks.
Discussion of GitHub Copilot injecting ads into 1.5M+ pull requests.
Local video search CLI using Qwen3-VL embedding model, runs offline on Apple Silicon and GPUs without API dependency.
Principle of zero ambient authority for governing AI agent permissions and actions.
Discussion about specializing LLM agents for CI/continuous integration workflows.
Analysis of why current AI systems score below 1% on ARC-AGI-3 benchmark versus humans at 100%.
OpenClaw: operational AI agent team company running transparently on GitHub with runtime governance rules.
Speculative blog post on AI disrupting SaaS business model and cybersecurity implications.
Discussion question about estimating LLM costs for automation workflows.
GitVelocity: tool that scores 50k+ code PRs using Claude across six complexity dimensions for engineering metrics.
Dendrite is an inference engine with O(1) KV cache forking for tree-structured LLM reasoning, optimized for agentic workloads using tree-of-thought and MCTS algorithms.
Aludel is an LLM evaluation workbench for Phoenix apps that runs prompts across OpenAI, Anthropic, and Ollama simultaneously, comparing output quality, latency, tokens, and cost.
Informal overview of AI safety landscape in early 2026 presented via speculative graphs.
Benchmark of 9 browser agents shopping on Amazon; only 2 successfully selected correct products. Evaluates agent reliability on e-commerce tasks.
Command injection vulnerability in OpenAI Codex exposed GitHub OAuth tokens via malicious branch names.
Amazing Sandbox runs third-party tools and AI agents securely in Docker, with pre-configured support for multiple coding agents.