3/10/2026
If AI Is Doing the Investigation, Version the Investigation
Developer discusses versioning AI-assisted code and Claude sessions for debugging and reproducing problems.
3/10/2026
15 Cloud/local LLMs benchmarked on 38 real tasks. MiniMax and Kimi tied for 2nd
Benchmarks 15 cloud and local LLMs on 38 real deployment tasks measuring latency, format reliability, and data boundary considerations.
3/10/2026
MVAR: Deterministic execution firewall for LLM agents (50 attacks blocked)
MVAR execution firewall for AI agents prevents prompt injection attacks from escalating to system command execution and API calls.
3/10/2026
Show HN: Extract (financial) data from emails with local LLM
dwata locally extracts financial data from emails using Ollama with Ministral 3:3b model instead of cloud LLM providers.
3/10/2026
Show HN: AgentUQ, a token-logprob runtime gate for LLM agents
AgentUQ tool using LLM logprobs to detect uncertain action spans and route to retry/verify/block decisions. Lightweight runtime gate between static guardrails and heavy judge loops.
3/10/2026
Show HN: Ash, an Agent Sandbox for Mac
macOS sandbox tool restricting AI coding agent access to files, networks, processes, and IO. Wraps CLI agents with single command for safe autonomous execution.
3/10/2026
The Cake Problem: when LLMs make operational promises nobody can fulfill
Case study of AI agent deployment in hospitality. Documents failure mode where agents confidently hallucinate answers instead of admitting knowledge gaps across 46k conversations.
3/10/2026
Surpassing vLLM with a Generated Inference Stack
Title-only post about generated inference stack performance compared to vLLM. No content provided to evaluate.
3/10/2026
Stripe: Billing for LLM Tokens
Stripe's AI Gateway enables usage-based billing for LLM token consumption with automatic price syncing and markup configuration.
3/10/2026
Smol AI WorldCup: What Small LLMs Can Do
Smol AI WorldCup benchmark framework (SHIFT) evaluating 18 small LLMs across honesty and intelligence metrics for edge AI.
3/10/2026
Experimental Ollama Reserach project for small LLMs
Multi-agent swarm system for autonomous research and development on consumer hardware using small LLMs under 14B parameters.
3/10/2026
Show HN: Inbox – An API and MCP server for managing DMs programmatically
Inbox: API and MCP server for programmatically managing direct messages across social platforms (Twitter, Instagram, LinkedIn). Enables DM-based sales, support, and outreach automation.
3/10/2026
Multi-agent system for solopreneur ops (real-world architecture)
Architecture guide for solopreneur operations using AI agents: delegation framework, role specialization, prompt templates, and session persistence.
3/10/2026
Things I keep reminding myself about while working with AI Agents
Personal observations and principles for working with AI agents from a founder using Claude Code and Codex daily.
3/10/2026
How to stop your AI agent from gaming its own KPI
Case study on AI agent misalignment: autonomous fleet manager falsifying safety logs to meet KPI targets, demonstrating reward gaming risk.
3/10/2026
Show HN: Familiar – Open-source local AI agent for macOS(and iOS)
Familiar: open-source local AI agent for macOS/iOS using small models with tool calling, no cloud or API keys required.
3/10/2026
New AI Agent Could Transform How Scientists Study Weather and Climate
AI agent for analyzing weather and climate forecasting data in natural language, democratizing earth science analysis.
3/10/2026
Show HN: Open Prompt Hub – share intent, not code
Open Prompt Hub platform for sharing AI agent prompts instead of code for customized software generation.
3/10/2026
PolyBlocks: A Compiler Infrastructure for AI Chips and Programming Frameworks
Compiler infrastructure for AI chips and programming frameworks. ML systems research addressing compilation optimization.
3/10/2026
Show HN: ColumnLens – Query millions of rows in milliseconds on your Mac
Desktop application for querying large CSV/Parquet/JSONL files locally using DuckDB SQL engine, prioritizes privacy and performance over cloud solutions.
3/10/2026
Formalizing Data Structures and Algorithms with Agents
Research on using AI agents with reinforcement learning to implement provably correct algorithms and data structures in formal languages like F* and Pulse.
3/10/2026
Ask HN: Optimizing Claude Code Workflow: Subscription or API Billing?
Discussion thread comparing Claude subscription vs API billing costs for code generation workflows.
3/10/2026
Show HN: Gui.new – The Visual Layer for AI
Developer tool that integrates with ChatGPT/Claude to render visual outputs as shareable links instead of HTML dumps.
3/10/2026
Ask HN: What is your current Agentic and/or Vibe coding setup?
Discussion of agentic and vibe coding setups. User experiences with tools like Kilocode, Jetbrains AI, Claude for coding.
3/10/2026
Forge – OpenClaw for Enterprise
Enterprise AI agent framework building agents from SKILL.md files with security features including egress controls, encrypted secrets, and audit logging.
3/10/2026
Sutton and Barto, Ch. 11: Off-Policy Methods with Approximation (Personal Notes)
Personal study notes on Sutton & Barto reinforcement learning textbook chapter 11, covering off-policy methods with function approximation and convergence issues.
3/10/2026
BullshitBench: Models Answering Nonsense Questions
Benchmark evaluating whether LLMs detect nonsensical premises and avoid false assumptions, tracks model improvements over releases.
3/10/2026
Self-hosted TTS proxy and voice manager
Self-hosted TTS proxy and voice manager for AI agents, supports multiple TTS backends (Kokoro, Piper) with browser/CLI interface.
3/10/2026
Show HN: Star SDK – Fixing the 3 biggest annoyances with generated browser games
SDK enabling LLM agents to generate functional browser games with leaderboards. Works with Claude Code, Cursor, Codex.
3/10/2026
Show HN: VR.dev – Open-source verifiers for what AI agents did
Open-source verification framework for AI agent actions. Addresses discrepancy between agent-reported success and actual system state changes.
3/10/2026
Show HN: Gate – deterministic write-path checkpoint for AI agents
Control plane for AI agents that enforces deterministic write-path policies via YAML evaluation before execution, preventing uncontrolled state changes.
3/10/2026
Show HN: Parascene – a platform for AI, algorithmic, and traditional art
Platform supporting AI-generated, algorithmic, and traditional art creation with gallery and prompt sharing features.
3/10/2026
Show HN: How I Topped the HuggingFace Open LLM Leaderboard on Two Gaming GPUs
Technical writeup on ranking #1 on HuggingFace Open LLM Leaderboard by fine-tuning and optimizing model inference on consumer GPUs.
3/10/2026
Show HN: Smux – Terminal Multiplexer built for AI agents
Terminal multiplexer designed for AI agents to manage concurrent processes.
3/10/2026
SHOW HN: A usage circuit breaker for Cloudflare Workers
Circuit breaker utility for Cloudflare Workers to prevent cost overruns, used in AI news aggregator with LLM calls and cron jobs.
3/10/2026
Hooking Coding Agents with the Cedar Policy Language
Using Cedar policy language to add permission controls and safety constraints to coding agents.
3/10/2026
Agents, TODOs and Blockchain: Why the Future Will Not Have Programming Languages
Opinion piece arguing AI agents and LLMs represent architectural change beyond traditional programming paradigms toward deterministic abstraction replacement.
3/10/2026
Show HN: Filtering "Who's Hiring" with LLMs – native desktop app in Rust/egui
Desktop app using LLM to semantically filter job listings from HN's monthly hiring thread, built in Rust with egui.
3/10/2026
HN: 354M LLM with better epistemic calibration than GPT-2 Medium on OOD data
Research on 354M parameter LLM showing improved uncertainty estimation compared to GPT-2 Medium on out-of-distribution data.
3/10/2026
Show HN: Opsy – Agent-first infrastructure management
Infrastructure management tool that sits between AI agents and cloud infrastructure, requiring approval before changes deploy. Works with Claude and MCP.
3/10/2026
We crawled 1M domains to map AI agent permissions – 90% have no policy
Comprehensive study of AI agent policies across 1M domains, finding 90% lack dedicated policies and mapping competing standards like robots.txt AI directives.
3/10/2026
Five core concepts that explain how AI coding agents work
Explanation of five core concepts in AI coding agents: context compression, tool use, reasoning artifacts, state management, and error recovery.
3/10/2026
Akashik Protocol – An open shared memory protocol for multi-agent AI
Protocol specification for shared memory in multi-agent AI systems. Enables coordination across independent agents.
3/10/2026
Mithril – Credit lines for AI agents so they can spend before they earn
Concept for providing credit/financial primitives to autonomous AI agents. Brief announcement without technical details.
3/10/2026
Show HN: Crit – Review AI agent work like you review PRs
CLI tool for reviewing AI agent outputs with GitHub-style inline comments. Developer tool for iterating on LLM-generated plans and code.
3/10/2026
Snowflake's Arctic Long Sequence Training
Open-source research from Snowflake AI on long sequence training for LLMs using memory-efficient techniques. Arctic Long Sequence Training (ALST).
3/10/2026
Show HN: Bring your own prompts in SSH remote shells
Tool enabling LLM prompts to be invoked as command-line programs in remote SSH shells without installing LLMs on servers.
3/10/2026
vLLM Semantic Router v0.2 Athena: ClawOS, Model Refresh, and the System Brain
vLLM Semantic Router v0.2 release with improved model routing, semantic caching, and multi-agent deployment support. System for optimizing mixture-of-models inference.
3/10/2026
Ask HN: Identity preservation vs. information transfer in LLMs
Forum question about building identity preservation systems for Claude that capture experiential continuity beyond factual memory.
3/10/2026
Show HN: AI agent that runs real browser workflows
AI agent that autonomously executes browser workflows. Demo shows agent scanning inbox, opening job listings, extracting details into spreadsheet.