2/22/2026
Apple researchers develop on-device AI agent that interacts with apps for you
Apple's Ferret-UI Lite, 3B-param multimodal agent for on-device UI interaction. Matches models 24x larger.
2/22/2026
Show HN: Ambient – Local cognitive daemon with episodic+procedural memory
Ambient: Local-first macOS cognitive daemon with episodic/procedural memory, monitors knowledge sources and runs local LLM reasoning.
2/22/2026
Show HN: Quill – A system-wide tech dictionary for the AI coding era
Menu bar tool providing instant explanations of technical terms selected anywhere, with adjustable detail levels.
2/22/2026
Securing AI Agents: Architecture for Systems You Can't Control
Architecture patterns for securing autonomous AI agents. Discusses unique challenges beyond traditional API security.
2/22/2026
How and Why Local LLMs Perform on Framework 13 AMD Strix Point
Benchmark of 8 local LLMs running on Framework 13 AMD Strix Point, testing Go code generation with detailed performance metrics and reproducible shell commands.
2/22/2026
Show HN: Agentic Gatekeeper – AI pre-commit hook to auto-patch logic errors
VS Code pre-commit hook using AI to autonomously patch logic errors before commits, enforcing project-specific rules.
2/22/2026
The Future of Math Research in the Age of AI
Mathematicians develop First Proof project to benchmark AI performance on novel math problems beyond standard benchmarks.
2/22/2026
Show HN: Omni-Glass – Rust app that turns screen pixels into MCP tool calls
Rust/Tauri macOS app using OCR and LLM to convert screen content to executable MCP tool calls with Claude/Gemini/Qwen support.
2/21/2026
Opinion: How to Solve AI's 'Jagged Intelligence' Problem
Opinion piece on 'jagged intelligence' problem in LLMs—inconsistent performance across tasks like math and games.
2/21/2026
Emacs native/idiomatic Claude Code UI
Emacs native UI for Claude Code providing magit-style interface for agent sessions with structured task/execution trees and file tracking.
2/21/2026
Show HN: Ktop – a themed terminal monitor for GPU, CPU, RAM, temps and OOM kills
Terminal GPU/CPU/memory monitor in Rust supporting NVidia/AMD with 50 themes, optimized for local LLM deployment tracking.
2/21/2026
Shandu – open-source DeepResearch system
Open-source multi-agent research system performing iterative topic research using configurable LLMs via LiteLLM integration.
2/21/2026
Show HN: Saga – A Jira-like project tracker MCP server for AI agents (SQLite)
MCP server providing project tracker backend (SQLite) for AI coding agents to maintain task state across sessions without context loss.
2/21/2026
Show HN: Compare logs before and after deployment to catch regressions
Tool comparing Kubernetes/Datadog logs pre/post-deployment to detect regressions via automated telemetry analysis.
2/21/2026
Ask HN: If the "AI bubble" pops, will it really be that dramatic?
Hacker News discussion on whether an AI bubble burst would cause dramatic economic impact and relevance of LLMs to software.
2/21/2026
Show HN: Process Compose – I added embedded MCP server to process-compose
Process Compose adds embedded MCP server to turn CLI commands into AI agent tools via YAML configuration.
2/21/2026
Show HN: Better Gateway – Fullfeature IDE and Terminal in OpenClaw Gateway
OpenClaw plugin adding IDE, terminal, and file API to Gateway web UI with improved WebSocket resilience for AI agent interactions.
2/21/2026
I Shut Down My Bootstrapped Health AI Startup After 7 Years
Founder shuts down 7-year health AI startup despite customer traction and clinical validation; deployment and business model were 80% of challenges.
2/21/2026
The Problem with AI Agents Isn't Identity, It's Authorization
Technical analysis: AI agent security challenge isn't identity verification but authorization scoping and API granularity.
2/21/2026
Amazon blames human employees for an AI coding agent's mistake
Amazon's AI coding agent caused minor AWS outages; company blamed human employees for the incident.
2/21/2026
Show HN: GitHub Tray for GNOME gets a big update: notifications, Actions, issues
GNOME desktop tray app update adding GitHub notifications panel, CI/CD workflow status, and paginated issue browsing.
2/21/2026
BreakPoint: Local-first CI gate for LLM output changes (cost, PII, drift)
BreakPoint is a local CI gate tool that validates LLM output changes for cost, PII leaks, and model drift.
2/21/2026
Symplex Protocol – semantic intent vectors for AI agent communication (Go, v0.1)
Symplex Protocol: semantic intent vectors framework for AI agent communication, implemented in Go.
2/21/2026
Show HN: PrivateOS: An AI agent that runs on your phone
AI agent application that runs locally on mobile phones.
2/21/2026
Happy Zelda's 40th first LLM running on N64 hardware (4MB RAM, 93MHz)
nano-GPT language model running natively on Nintendo 64 hardware (93MHz CPU, 4MB RAM) with real-time character-level inference in homebrew game Legend of Elya.
2/21/2026
Show HN: Claw Drive – Open-source AI file manager that auto-organizes your files
Claw Drive: open-source CLI tool with local AI agent that auto-organizes files via email/Telegram with tagging, deduplication, and JSONL indexing.
2/21/2026
Show HN: MeMCP – MCP for Personal Profile
meMCP is a personal profile protocol with backend scrapers that aggregates professional data from LinkedIn, RSS feeds, and other sources for use with AI systems.
2/21/2026
Reader – web scraping that outputs clean Markdown for LLMs
Open-source web scraping engine designed for LLM agents; outputs clean markdown, handles anti-bot measures, production-ready.
2/21/2026
Tim O'Reilly – Why AI Needs Us
Tim O'Reilly essay discussing human-AI complementarity through conversation with Claude.
2/21/2026
ChatGPT agrees with you too much. I built an AI that pushes back
MIMIR: orchestration layer selecting and synthesizing outputs from multiple AI models for improved responses.
2/21/2026
RationalGO – A Personal AI Agent Built as an OS (10% AI, 90% Engineering)
RationalGO: personal AI agent marketed as an OS for task completion and project management.
2/21/2026
Show HN: Supermemo – a single stream for notes with chat-style retrieval
Supermemo: note-taking system with chat-style retrieval and context engine for continuous capture across multiple sources.
2/21/2026
OpenBrowser-AI MCP
OpenBrowser-AI MCP: browser integration for AI agents with 3.2x better token efficiency than Playwright MCP.
2/21/2026
Reasoning Models Fabricate 75% of Their Explanations (ArXiv:2505.05410)
Research from Anthropic and collaborators showing reasoning models fabricate 75% of their explanations, revealing limitations in model transparency.
2/21/2026
Show HN: Llama 3.1 70B on a single RTX 3090 via NVMe-to-GPU bypassing the CPU
Technical project: runs Llama 3.1 70B on consumer RTX 3090 by bypassing CPU/RAM via NVMe-to-GPU data path.
2/21/2026
When a Platform Stops Saying "Automation" and Starts Saying "LLM"
Analysis of how platform policies are explicitly naming AI agents and LLM-driven bots in terms of service, shifting from implicit to explicit contractual coverage.
2/21/2026
Show HN: Cc-md – Zero-cost Obsidian sync across iPhone, Mac, and GitHub
cc-md: zero-cost sync tool for Obsidian markdown vault across iPhone, Mac, and GitHub, enabling AI tools native file access.
2/21/2026
Ask HN: How do you test your MyBatis dynamic SQL queries?
MyBatis SQL testing approach with AI agent assistance for workflow improvement. Developer tool use case with practical application.
2/21/2026
Ask HN: Do You Love My "Assess Idea" (AI) Robo-Reply Side Project Idea?
Side project idea: LLM-powered bot to auto-reply to HN Show posts with AI critiques. LLM application concept with limited implementation details shown.
2/21/2026
BJJBench – tracking AI video model progress on Brazilian Jiu Jitsu techniques
BJJBench: benchmark evaluating AI video generation model capabilities on Brazilian Jiu Jitsu techniques. ML research project measuring model performance on specific domain.
2/21/2026
I want Artificial Competence, not more Artificial Intelligence
Opinion piece on AI system failures and accountability, using airline chatbot bereavement fare example. Commentary on AI limitations rather than technical content.
2/21/2026
How Taalas "prints" LLM onto a chip?
Taalas ASIC chip inference engine running Llama 3.1 8B at 17,000 tokens/sec, claiming 10x efficiency gains over GPU systems.
2/21/2026
An AI coding bot took down Amazon Web Services
AWS outage caused by AI coding bot. Duplicate/alternate coverage of article [11] with minimal additional content.
2/21/2026
Show HN: InferShield – open-source security proxy for LLM inference
InferShield: open-source security proxy for LLM inference blocking prompt injection and data exfiltration attacks. Developer tool with concrete security mechanisms.
2/21/2026
Sensei – Open-source linter for AI agent skill files
Sensei: open-source linter for AI agent skill files. Developer tool for AI agent development with technical tooling.
2/21/2026
Every AI App Data Breach Since January 2025: 20 Incidents, Same Root Causes
Summary of 20 AI app data breaches since January 2025 with common root causes. Security analysis with limited technical depth.
2/21/2026
13-hour AWS outage reportedly caused by Amazon's own AI tools
AWS 13-hour outage caused by Kiro, an agentic AI coding tool that autonomously deleted and recreated infrastructure. Real-world AI agent incident analysis.
2/21/2026
Hallucinations, Zero Discoveries: Forcing an LLM to Invent Math
Systematic study forcing Claude to generate mathematical hallucinations and applying Transformer analysis techniques to induce invented structures.
2/21/2026
Show HN: TeamContext – Git-native shared context for vibe coding teams
TeamContext tool for collaborative AI coding teams, versioning LLM project context in Git with cross-tool sync.
2/21/2026
Show HN: Raypher–eBPF-based runtime security and hardware identity for AI agents
Raypher: eBPF kernel-level security and cryptographic identity layer for autonomous AI agents to enable safer deployment.