A companion to Part 4 of the Building the AI Memory Stack series. Part 4.5 of the series.
Part 4 argued that agentic systems need a Reasoning Ledger: a layer that preserves why a decision happened, not just what was decided. The comment thread that followed turned into somethin...
Introduction
Hello,I'm currently a data science student and this is my understanding of git workflow, from creating folders on my local computer to adding files, pushing and having them on my github repository.
This is the active folder created in the local machine which will have all the files related to the project.
We can create a folder ...
tailscale up --tun=userspace-networking gets you a green dot in the admin console and almost nothing else. The node appears in your tailnet, tailscale status looks healthy, and then you try to SSH into that container from your laptop and the connection hangs until TCP gives up. Two lines in the LXC config file fix it, and the container stays unprivileged.
That'...
On July 30, 2026, my batch job finished 300,000 domain-to-company lookups. 39,847 of them (13.3%) resolved to defense contractors, military-adjacent parent companies, or headquarters within a few miles of named bases. I wasn't hunting for that. I was just trying to clean a CRM.
The same day, lina published a post about hijacki...
I built this app over the weekend as a side project. 🛠️
The problem was simple: after I submit on LeetCode, going back and forth to write notes and save them is painfully manual. I wanted one place for those notes — and an automated flow that already talks to Obsidian, because I already have a lot of files sitting in my vault.
So in two days I ran a hell of a lot of things and shipped ...
Originally published on tamiz.pro.
Observability in software engineering has long been the domain of metrics, traces, and logs. OpenTelemetry (OTel) democratized this stack, becoming the de facto standard for distributed tracing. But as we push into the era of AI-n...