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Abstract Traditional RAG pipelines usually work deterministically by using only static vector search[cite: 1]. Because of this, vocabulary mismatche…
Путь от первой попытки смоделировать нейрон до систем, которые сегодня пишут код и ведут диалог, занял меньше 70 лет — и почти обвалился на середине…
An "84% of monthly budget used" email landed on a Tuesday. I read it. I forwarded it to myself with a note that said watch this . Then I let the bat…
For years, "MPLS vs SD-WAN" was a genuine, close debate. In 2026 it mostly isn't, for most companies, and it's worth understanding exactly why, beca…
Ask about Cisco and you'll get either a sales deck or a shrug, "it's just the enterprise networking company." Both miss the actual engineering reaso…
agent-harness-defense v0.2.0: dual-lattice IFC for LLM agent privilege escalation An open, offline-verifiable admission layer that stops instruction…
v0.2.1 RELEASED — Aug 28, 2026. Release notes · Field test report · PyPI v0.2.1 Update: The 2,333->359 join collapse described in this article is…
Some bugs announce themselves. You're reading through a codebase and the vulnerability practically waves at you from the screen. This was not one of…
В предыдущей части мы сшивали разрезанные спрайты в анимации для ассетов вручную. Теперь попробуем сделать это же, но с помощью нейросети Seedance 2…
If you've generated images with Google Gemini (Imagen 3) or videos with Google Veo 3 , you've probably noticed the visible semi-transparent 4-pointe…
Catching Prompt Injection Before It Enters a Trusted Knowledge Base AI agents increasingly consume knowledge from sources they did not author and ca…
A personalized voice companion creates an uncomfortable trade-off: users do not want to repeat themselves, but they also do not want a misheard sent…
Most model benchmarks tell you how smart the model is on the first attempt, which is almost never the problem in production. The real problem is wha…
You do not understand the messy function. That is fine. The snapshot does not care about your understanding. Golden files turn "I think this is safe…
AI Drafted the Docs. Your Job Is Decisions, Not Prose. When a language model drafts documentation, the bottleneck shifts from writing to reviewing,…
Originally published on tamiz.pro . In the early days of shipping LLM-based agents, we optimized for output volume. If the model could not find the…
A gate that rejects a patch is only half a policy. The other half is what happens after the rejection. In most pipelines, a failing agent patch prod…
Understanding ROS 2 Publish-Subscribe Architecture for Robot Sensors Introduction Robot sensors continuously produce information. Cameras generate i…
Building Deterministic Robot Control Loops for Physical AI Introduction A robot control loop repeatedly reads the state of the physical system, calc…
Why Does a 125B AI Model Use Only 6B Parameters at a Time? A new AI model launches. You open X and immediately see numbers like: 125B parameters 6B…
Running Java and other JVM-based workloads in Kubernetes has long presented an infrastructure sizing challenge. During initialization, JVM applicati…
In the last two posts I described how, unable to read code, I delegated implementation to Claude Code, built a vulnerability triage CLI called triag…
For those chasing lines of code while forgetting the problem itself. I. A Striking Scene Let me start with something that actually happened around m…
I'm a product manager. I can't write code — not "I'm rusty," not "I know some Python." I cannot write the code that runs my business. Six months ago…
RAXXO sells across three shapes of value, merch, one-time digital downloads, and hosted tools, and the pricing model follows the shape instead of a…
An API operation can receive input from several places. Path parameters identify the record. Query parameters filter or paginate the result. Headers…
Code is written in plain words now. You describe the task, the model hands back a finished app, it launches, and everything seems to work. But "work…
Introduction As a Computer Science student at Vardhaman College of Engineering, I spend a lot of time working on backend systems. Having previously…
If you are a woman in tech who is stuck in "tutorial hell," constantly taking courses but never actually deploying real software, this is for you. I…
A GitHub Copilot spending limit is a monthly budget, set in billing settings, that caps metered AI credit consumption for an enterprise, an organiza…