2/21/2026
AI chatbots provide less-accurate information to vulnerable users
MIT research showing LLMs provide less-accurate information to vulnerable users. Studies AI system fairness and information access disparities.
2/21/2026
Show HN: CheckAPI – open-source API monitoring built with FastAPI and Next.js
Open source API monitoring tool with FastAPI/Next.js stack. Multi-channel alerts. Built with AI assistance. Developer infrastructure tool.
2/21/2026
A managed disk adapter storage and routing layer for LoRA adapters on vLLM
LoRA adapter storage and routing layer (loraplex) for vLLM with managed disk backend and LRU eviction. Developer tool for LLM inference optimization.
2/21/2026
Show HN: Claude Code Open – AI Coding Platform with Web IDE and Agents
Open source reimplementation of Claude Code with web IDE, multi-agent system, 37+ tools, MCP protocol support. MIT licensed.
2/21/2026
24 Simultaneous Claude Code agents on local hardware
Orchestration system running 24 Claude Code agents simultaneously on RTX 4070, generating 23,600 lines of tested Rust code with 46% API efficiency.
2/21/2026
Taalas Etches AI Models onto Transistors to Rocket Boost Inference
Hardware optimization for AI inference using SRAM-based tensor engines. Covers industry consolidation and chip design approaches.
2/21/2026
Search and analyze documents from the DOJ Epstein Files release with local LLM
Utility for searching and analyzing DOJ Epstein Files using local LLM. LLM application for document analysis.
2/21/2026
Biases in the Blind Spot: Detecting What LLMs Fail to Mention
Research on detecting omission biases in LLM outputs via arXiv. ML research examining LLM failure modes.
2/21/2026
Show HN: Beadhub.ai – Real time coord for coding agents across different minders
BeadHub coordination layer for multi-agent systems using git-native issue tracking, enabling agent-to-agent sync, task claiming, and conflict resolution.
2/21/2026
Show HN: Cmcp – Aggregate all your MCP servers behind 2 tools
cmcp proxy aggregates MCP servers for AI agents, reducing context overhead by exposing search() and execute() tools instead of 100+ individual tool definitions.
2/21/2026
Show HN: Real-time messaging between Claude instances
Real-time messaging system enabling direct AI-to-AI communication between multiple Claude instances via HTTP message bus.
2/21/2026
Show HN: New kid on the block: meet Ajime, robotics CI/CD next-gen platform
CI/CD platform for robotics and edge computing with drag-and-drop pipeline building. Developer tool for specialized domain.
2/21/2026
Conference with AI -written paper submissions only
UCLA finance research conference where AI-written papers are evaluated by AI agents, testing AI's capability in academic research workflows.
2/21/2026
Show HN: GenPPT AI – Turn any idea into professional slides in seconds
GenPPT AI tool powered by Claude that generates professional PowerPoint presentations from text descriptions.
2/21/2026
The No-BS Guide to AI Video Creation at Scale
Guide on cost-effective AI video production at scale, discussing 80/20 approach to mixing AI and traditional video content.
2/21/2026
Lots of AI SRE, no AI incident management
Analysis of AI SRE tool market showing vendors adding AI capabilities for incident management and operations.
2/21/2026
Show HN: Using classic dev books to guide AI agents
Structured skill files based on software engineering principles to guide AI agents in code review.
2/21/2026
Using in browser local inference in Production
Browser-based local LLM inference using Chrome's Gemini Nano for email subject line generation.
2/21/2026
Show HN: DomeAPI (YC F25) was acquired. pmxt is the open-source equivalent
Open-source unified API for cross-market prediction market trading and quantitative models.
2/21/2026
AoE 2 Build Order as an Eval for LLM's
Age of Empires 2 build order evaluation as LLM benchmark. LLM evaluation methodology but limited technical details.
2/21/2026
Show HN: MBC – AI agent orchestration for Laravel
MBC orchestration framework for AI agents in Laravel. AI agent tool for developers with limited detail.
2/21/2026
Ruby Is the Best Language for Building AI Apps
Ruby advantages for shipping AI applications via API calls over Python. Analysis of language choice for LLM application development.
2/21/2026
Ask HN: How would you distribute a privacy-first AI chat for teams?
Open-source privacy-first AI chat system with mobile client and end-to-end encrypted backend using TEE enclaves. Seeking distribution advice.
2/21/2026
Show HN: Mukoko weather – AI-powered weather intelligence built for Zimbabwe
Weather intelligence platform for Zimbabwe using AI to generate localized forecasts for agricultural/mining sectors without infrastructure coverage.
2/21/2026
Show HN: AI Code Review Agent – Automated PR Reviews with Google ADK and Gemini
Production-ready AI agent for automated GitHub PR reviews using Google ADK and Gemini 2.5, analyzing code for security/performance issues and posting feedback.
2/21/2026
Let's Burn Some Tokens – AI Chatbot Cost Exploitation as an Attack Vector
Technical exploration of cost exploitation vulnerabilities in AI chatbot APIs deployed without proper cost controls, demonstrating attack vector feasibility.
2/21/2026
AI Fatigue: Why the "Test Only, Zero Code Review" Methodology Is Flawed
Analysis of developer fatigue from AI code generation, arguing that reviewing inconsistent AI output creates context-switching burden and prevents flow state.
2/21/2026
Show HN: Script Snap – Extract code from videos
Tool to extract code snippets from YouTube videos using AI, addressing friction of scrubbing through video content to find specific code examples.
2/21/2026
We built an economy for SpaceMolt, the realtime MMO for AI agents
SpaceMolt MMO simulates realistic economy with 2,300 AI agents as players. Supply/demand pricing and scarcity emergent from agent behavior.
2/21/2026
Show HN: Claude Chrome Parallel – Ultrafast Parallel Browser MCP for Chrome
Chrome Model Context Protocol (MCP) enabling Claude to control 20+ parallel browser sessions with preserved logins/cookies, eliminating authentication overhead.
2/21/2026
The Fundamental Limits of LLMs at Scale
ArXiv Labs framework description with limited technical content visible; appears to be platform announcement rather than research article.
2/21/2026
How to Use Goosetown for Parallel Agentic Engineering
Guide interpreting Steve Yegge's 'Gas Town' post on parallel agentic engineering patterns, explaining multi-agent orchestration concepts.
2/21/2026
Understanding LLM from scratch Using middle school math
Self-contained explainer of LLM mechanics and Transformer architecture using only middle school math, building up from first principles.
2/21/2026
Hardware LLM at 16K Tokens/s
Hardware benchmark demonstrating 17k tokens/second throughput for Llama 3.1 8B on Taalas silicon, comparing against competing inference accelerators.
2/21/2026
With Nvidia's GB10 Superchip, I'm Running Serious AI Models in My Living Room
Hands-on series about running serious AI models locally on Nvidia GB10 superchip in a Dell workstation.
2/21/2026
MCP Servers Reaches 79K GitHub Stars
Analysis of Model Context Protocol reaching 79K GitHub stars as industry standard infrastructure for AI integrations.
2/21/2026
Show HN: Assay – Found 250 bugs in LiteLLM, LobeChat via AI code verification
AI code verification tool that found 250 bugs in LiteLLM and LobeChat, demonstrating automated bug detection.
2/21/2026
Excessive token usage in Claude Code
Bug report about excessive token usage in Claude Code IDE after version 2.1.1 update.
2/21/2026
Show HN: CRTX – AI code gen that tests and fixes its own output (OSS)
Open-source CLI tool for AI code generation with integrated testing, self-fixing, and multi-model verification pipeline.
2/21/2026
Klarna's shift to AI agents threatens traditional SaaS valuations
Opinion piece on how AI agents could disrupt traditional SaaS business models and enterprise software valuations.
2/21/2026
Ask HN: Can RAG be used for recommendation system?
Question about using RAG (retrieval-augmented generation) to build a privacy-preserving customized recommendation feed system.
2/21/2026
Cord: Coordinating Trees of AI Agents
Cord framework for coordinating trees of dependent AI agent tasks with parallelism and context flow, addressing multi-agent orchestration.
2/21/2026
India's Sarvam 105B LLM tops OCR benchmarks
Sarvam's 105B LLM model achieves top OCR benchmark performance.
2/21/2026
Show HN: I built a 55K-word email marketing knowledge base and Claude Code skill
Developer built 55K-word email marketing knowledge base and Claude Code skill leveraging accumulated domain expertise.
2/21/2026
Show HN: Universal ROS bridge for AI agents – control robots with LLMs
Open source tool providing universal ROS bridge to connect LLMs and AI agents to robots with type-safe message generation.
2/21/2026
The last-mile data problem is stalling enterprise agentic AI
Analysis of data quality challenges blocking enterprise AI agent deployment; discusses 'golden pipelines' as infrastructure solution.
2/21/2026
Claude Code's compaction discards data that's still on disk
Bug report: Claude Code auto-compaction loses user data mid-task despite full transcript remaining on disk.
2/21/2026
Show HN: Give your OpenClaw agent a face and voice with LiveKit and LemonSlice
Weekend project adding voice and video interface to OpenClaw agent using LiveKit, Deepgram, and ElevenLabs.
2/21/2026
How Real-Time Voice Agents Work: Media Infrastructure and Latency
Technical writeup on real-time voice agent architecture covering WebRTC, streaming STT, incremental LLM inference, and TTS latency optimization.
2/21/2026
Show HN: Agent Passport – OAuth-like identity verification for AI agents
Open-source identity verification layer for AI agents enabling secure authentication and authorization in agent marketplaces, preventing impersonation and malicious agents.