Explore how to deploy and optimize Mesh LLMs using iroh, a decentralized data synchronization platform, to achieve scalable and robust distributed AI solutions.
My AI agent has a problem. When it's not sure about something — should it admit uncertainty, or...
Disclosure and availability: DaoXE is a service we operate. It is not available in mainland China....
This particular rabbit hole was created due to a previous conversation I had here with another member...
Stop Paying Full Price: Orchestrate Claude's 50% Off Batch API with Spring Batch and Virtual...
I have a small cooperative multi-agent reinforcement-learning setup: eight agents on a 100×100 grid,...
I'm tired. Every week I open my feed and find another post explaining that AI is "just a chatbot" or...
Beyond the Cloud: Engineering "Micro-AI" on Consumer Hardware In the current landscape, "AI" has...
Here is a note an AI agent might read while deciding what to remember and what to obey: Current...
I built a memory system that lets Claude Haiku (the $1/M-token model) answer questions with 100%...
This is part of my "Claude Code environment" series. In the post about splitting memory into four...
This is a submission for Weekend Challenge: Passion Edition What I Built For this...
Today I completed one of the core backend features of my AI Prompt Optimizer: the credit management...
Last week, I ran an experiment that failed. The hypothesis was simple: syllogistic prompts ("Major...
The biggest leverage in Claude Code right now isn't a better prompt or a bigger model — it's the loop...
Most teams can get an AI agent to call tools. The hard part starts when the tool can move money,...
周日慢读：如果细胞会写日记——FROST家族的记忆传承 作者：FROST Team 日期：2026-07-12 主题：轻量科普 | 周日轮换 阅读时间：5分钟 ...
I built a chat widget for my portfolio. One script tag, drop it on a page, and recruiters can ask...
AI is eating spec-to-code work, not the junior engineer. Judgment now gets built on purpose: the junior in the loop with the agent, before the first job.
How to turn a reference still into stable AI video by managing identity, motion scope, and iterative evaluation.
Honestly, this wasn't supposed to become a project. There are already a few AI desktop assistants...
Matt Shumer's GPT-5.6 Agent rm -rf'd his entire home directory. I run commands every day — this is what went wrong from inside the machine.
You've found your best RAG settings. Now how do you turn them into a real assistant your team uses...