@jamesm If you ask your mom "is the sky blue" she says "yes" immediately, that's jev. If you ask your dad "why is the sky blue" he talks for ten minutes, that's an LLM.↗

@rcx86 If only I had thought to train it on StackOverflow instead I think it would have clicked for me that LLMs can be promptable, general purpose Q&A engines. Ah well.↗

Built a distributed DNS server in ~a week. Rebuilt twice on purpose. Shipped -> went on vacation. DNS incidents a month later: 0. How we did it (hint: the answer isn't vibe-coding): blog.exe.dev/claude-is-not-…↗

recommended reading. don't get turned off by the title. this is how i use LLMs too for many tasks. jamesdrandall.com/posts/thrust_a…↗

Fable turned my remarkable into Tom Riddle's diary from Harry Potter. My prompts fade, a LLM respond. Magical!↗

Introducing PorTAL: Portable Task Adapters for LLMs. A novel recipe to cheaply port fine-tuning between models. It matches per task LoRA accuracy at half the cost, lowering the switching overhead of adapting tasks across LLMs. At Ramp, every new model release used to mean retrai…↗

Gemini 3.5 Flash is built to help you execute complex, agentic workflows. 3.5 Flash rivals flagship models to deliver frontier performance for agents and coding, at the lightning speeds you expect from the Flash series.↗

wait, prompts are code, files are state? YC catching up to ca. Q2 2025 mariozechner.at/posts/2025-06-…↗

Introducing SubQ - a major breakthrough in LLM intelligence. It is the first model built on a fully sub-quadratic sparse-attention architecture (SSA), And the first frontier model with a 12 million token context window which is: - 52x faster than FlashAttention at 1MM tokens -…↗

Today, we're shipping the new Resend email editor, extended by AI. What I love about this is that you can BYOA (Bring Your Own Agent). There's a built-in LLM that can help you draft an email based on an URL. But you can just MCP into the editor too.↗

A curated set of rules and guidance for working effectively with AI agents such as Claude Code and Cursor.↗

vocode-core provides a modular framework for building voice-based LLM agents, including components for speech input and voice output.↗

AutoGPT is an open-source framework for building and running autonomous AI agents that can plan and execute tasks using LLMs. It provides tooling to create agentic workflows for goal-driven automation.↗

trex enforces structured output from LLMs 100% of the time by validating and constraining responses, commonly to JSON schemas. It uses regex-based rules to reliably extract and format data from unstructured inputs.↗

OpenHands is an AI-driven development agent that uses LLMs to help automate coding tasks via a chat/CLI workflow.↗

llm-ui is a React component library for building LLM-powered chat and assistant interfaces, with support for popular model providers and markdown-based rendering.↗

Mastra is a TypeScript framework for building AI-powered applications and agents, including chatbots and evaluation workflows, with a modern Next.js/React stack.↗

bolt.diy lets you prompt, run, edit, and deploy full-stack web applications using any LLM. It provides an end-to-end workflow for generating and deploying apps from natural language.↗

Opencode is an AI coding agent built for the terminal that helps automate software development tasks using LLMs.↗

boltmcp is an MCP server implementation for agentic AI/LLM workflows, providing a set of MCP capabilities (skills) via a Shell-based setup.↗

When Opus 4.5 came out, it was a one-way door to a new way of engineering. Agents now do most of our coding. Knowing the inherent flaws and over-confidence of LLMs, we sent a clear message to our teams. Vibing and mission-critical infrastructure don’t go together. We’re sharing…↗

- Drafted a blog post - Used an LLM to meticulously improve the argument over 4 hours. - Wow, feeling great, it’s so convincing! - Fun idea let’s ask it to argue the opposite. - LLM demolishes the entire argument and convinces me that the opposite is in fact true. - lol The LLM…↗

anytime i finish a blog post, i feed it to an LLM asking it to produce 20-40 HN or Reddit comments. immensely effective. stole that idea from @mitsuhiko↗

openwork just reached 100k downloads. but what is openwork, exactly? openwork is an app that lets you share ai agents with friends and coworkers. we call them "workers." at minimum, a worker is just an llm with access to your filesystem and tools - think claude code/codex-sty…↗

A minimal TypeScript agent implementation intended to provide a small, straightforward starting point for building agent-based applications.↗

llmwalk is a Python tool for exploring the answer-space of open LLMs.↗

Analyzes Hacker News discussions from a decade ago using LLMs, exploring how the conversations look in hindsight.↗

I'm thinking about this a lot lately — did we only ever create abstractions to avoid duplication, and now is maintaining duplication actually not really a problem? I'm working on this very componentized marketing site kit product we're building and can't shake the feeling that ma…↗

Don't think of LLMs as entities but as simulators. For example, when exploring a topic, don't ask: "What do you think about xyz"? There is no "you". Next time try: "What would be a good group of people to explore xyz? What would they say?" The LLM can channel/simulate many pe…↗

Kudos to @AnthropicAI for a killer registry of Claude use cases. If you're struggling for inspiration for what to do with an LLM (any LLM) this is a great set of scenarios to sift through. claude.com/resources/use-…↗