Enterprise identity used to have a fairly stable center of gravity. A user authenticated. An application received a token. The token carried scopes or claims. The backend enforced what that application was allowed to do. That model was never trivial, but it was legible. Agents are making it less so. An AI agent is not just another software client. It can plan, delegate, chain tools, invoke other a
I made my first open source project which is openclaw alternative in Python. It's called Synthclaw Coagent. It can easily run on a small VPS or instance of 512 MB RAM. I used it to automate blog writing and posting on my portfolio with images from unsplash API. I'm planning more. It works by creating custom programs in python. It has also multi agent feature with many skills. You can communicat
In our previous article, we discussed how Schemas act as the "Postman" of the apcore ecosystem—ensuring that data is delivered in the correct format. But knowing how to deliver a message isn't enough for an autonomous Agent. The Agent also needs to know the Impact of the delivery. Imagine an Agent tasked with "fixing a data inconsistency." It finds two modules: common.user.sync and executor.user.r
At 4:59 PM on a Friday, I was about to close my laptop and sneak out when the QA colleague's icon flashed on DingTalk: "Come check this out. The support bot remembers I'm Zhang San, but when I ask for my order number, it insists it belongs to Li Si." I pulled up the logs and saw LangChain's ConversationBufferMemory behaving like it had severe amnesia — Session A was mixing up chat history from Ses
Two years ago, a Reddit moderator named Gary_Internet posted in r/typing and described the one feature that would make a TypeRacer competitor worth switching to: "The other thing that would really set you apart from Typeracer is to give people the ability to practice all the words that they made mistakes on at the click of a button... 5 repetitions of each word. You'd be in a league of your own."
Introduction Backup plugins are useful — but they are not a real disaster‑recovery strategy. In this article, I break down the real reasons why backup plugins fail, what actually happens during a server‑level crash, and how to build a recovery plan that works in the real world. Backup Plugins Only Work When WordPress Works A backup plugin depends on: WordPress running PHP running MySQL running the
Have you ever started coding a feature, only to realize halfway through that your architecture is hopelessly tangled? We’ve all been there. You start writing a service, and before you know it, your business logic is heavily bleeding into your database queries and third-party APIs. To prevent this architectural chaos, modern engineering teams are increasingly turning to Spec-Driven Development (SDD
Phase 11 just introduced compound assign lowering on submain, pulling +=, -=, *=, /=, and %%= into the IR backend. All in all, 126 new lines in src/ir/lower.rs and three fresh tests. These operators mark their maiden voyage through the IR backend, and while main keeps its 78/78 green tests, submain stays ahead by 22 commits with a 33-day bridge to cross. Commit 9015aff on submain is the sentinel.