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A team from Stanford, SambaNova, and UC Berkeley recently published the ACE paper - and it's the most substantive academic contribution to context engineering I've seen in a while. The core idea: give
I Built 3 Developer APIs with $0 Hosting — Here's How I wanted to see if I could build and monetize useful developer APIs with literally zero hosting costs. Here's what I built and how it works. The
Imagine hiding a secret message inside the high-frequency details of an image, transmitting it, and then extracting that exact message without ever needing to share a secret decryption key. In this a
Introduction Building reliable, low-latency communication for AI agents feels like a solved problem — until it isn't. We shipped multiple iterations of agent messaging for a product that ne
There’s a special kind of frustration reserved for bugs that produce no errors. Your code runs; the logic executes as expected, but you aren’t getting the output you expect, and things aren’t function
DeepSeek-V3: The 671B MoE Model You Can Run Locally in 2026 TL;DR Summary DeepSeek-V3 is a 671B parameter Mixture-of-Experts model with only 37B activated per token — rivaling G
I shipped my third llms.txt this month and felt extremely productive. The kind of productive where you close the laptop, pour a coffee, and feel like the entire AI-search problem is now solved on a pe
Kubernetes 1.36 brings significant improvements to resource management with pod-level resource managers and enhanced vertical scaling capabilities. These features address long-standing challenges in o
For over three decades, my world revolved around the deafening roar of industrial fans, the intense glow of the rotary kiln, and the constant pursuit of the perfect clinker. In those traditional days
In 30 years, computers got 100x faster. Our learning method stayed the same: read → highlight → re-read → forget → re-read again. I shared with EMBA students who have to digest hundreds of pages of m
“Tool failed” is not an error message. It is a debugging tax. When an AI agent queries a database through MCP, failures need to be structured enough for the agent to recover and specific enough for
The fastest way to make an AI database agent dangerous is to connect it with the same credential a senior engineer uses in production. The model does not need your admin key. It needs a narrow, expl
This article was originally published on Jo4 Blog. You deleted the URL. Redis says it's gone. The database confirms it. But users click the link and still get redirected to the destination. cf-cach
The strongest signal in today's Doramagic GitHub metrics was not an abstract agent framework. It was a practical browser-verification pack: https://github.com/tangweigang-jpg/doramagic-chrome-devtool
I built a Spring Boot 3.2+ open-source library that lets you declare and manage external API channels entirely from YAML. It started in the travel industry The thing is, every OTA has di
Synthesio sells Chinese platform coverage for $36K+/year. Brandwatch and Meltwater sit in roughly the same $24K-80K/year band. I built an Apify Actor that does the equivalent core job — Weibo, RedNote
1. What Is a Mini Program Plug-in? A mini program plug-in is a reusable functional module that can be integrated into any mini program. Think of it as a "component-level micro-application"
TL;DR — AI agents now do real work, but there is no shared way to say what an agent is, what it is good at, and how that claim was checked. So we built one: an independent certification body where eve
Modern large-scale mobile apps demand maintainable architecture, scalable navigation, robust state management, and production-grade performance. Expo Router makes this achievable in React Native with
By this point, KernelMind had already evolved far beyond the original “embeddings over code” idea. The system now had: AST-aware chunking fully qualified symbol identities graph-aware retrieval hyb