An MCP server requires fetching very specific information with the right context. We have already seen multiple memory fetching implementations in order to serve the current context length limitations. Even if context length is increased (Gemini 2.5 Pro), the ability to serve intelligently on vast data decreases. Thus, there seems to be a clear need for intelligent fetching systems for blobs of information. Multiple methods for the same have emerged:

In this technique, the information blob is understood and a schema is created. Then with this format, the information is stored in the database. Once the database is populated, the schema is conveyed to the LLM for writing queries on the database to fetch required information.

| Name | Type | Description | License |

What is strict aliasing? First we will describe what is aliasing and then we can learn what being strict about it means.

In C and C++ aliasing has to do with what expression types we are allowed to access stored values through. In both C and C++ the standard specifies which expression types are allowed to alias which types. The compiler and optimizer are allowed to assume we follow the aliasing rules strictly, hence the term strict aliasing rule. If we attempt to access a value using a type not allowed it is classified as undefined behavior(UB). Once we have undefined behavior all bets are off, the results of our program are no longer reliable.

Unfortunately with strict aliasing violations, we will often obtain the results we expect, leaving the possibility the a future version of a compiler with a new optimization will break code we th

You've just finished installing and configuring all those packages on your first machine. Now it's just a matter of cloning the hard drive into all the others and changing the hostname. Right?

Well, not so easy. If you wish to avoid conflicts on your network, backups and elsewhere, i.e. if you wanna end up with a unique fingerprint for each machine, you must go a few steps further.

Here follows a checklist to help you out. It's aimed at Debian and derivates (e.g. Ubuntu), though other distros won't be much different.

The old way: edit /etc/hostname and /etc/hosts

sudo apt install zsh-autosuggestions zsh-syntax-highlighting zsh