AI Agent Architecture: Why Process-Level Resilience Beats Proxy Gateways
The Great AI Architecture Debate When building reliable AI agents, there are two dominant approaches. Approach A: Proxy Gateway (LiteLLM, Braintrust, …
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LLM API Reliability in Production: What 10,000 Calls Taught Us About Failure Patterns
LLM API Reliability: The Reality Nobody Talks About If you have run more than a few thousand LLM calls in production, you have seen the pattern: thing…
Show HN: NeuralBridge - Self-Healing SDK for LLM-Powered AI Agents
Show HN: NeuralBridge — We Built a Self-Healing SDK for LLM-Powered Agents After months of production experience running LLM calls at scale, we realiz…
NeuralBridge: Self-Healing SDK for LLM-Powered AI Agents - Getting Started in 5 Minutes
What is NeuralBridge? NeuralBridge is an embedded SDK (not a gateway) that makes your AI agents resilient against LLM failures. It runs inside your Py…
Как я подключил Obsidian к LLM через MCP и перестал копировать заметки вручную
Привет, Хабр! Хочу поделиться небольшой историей о том, как я в очередной раз поймал себя на странном действии: открыл Obsidian, нашел нужную заметку,…
Sorting Encrypted Strings with a Leaked-Order Index
TL;DR: This is not a cryptographic construction. It is a pragmatic engineering compromise for applications where encrypted storage is required but app…
How I stopped dumping PDFs and started chatting with my documentation
A few months ago I was drowning in documentation. My team had written hundreds of pages about our internal microservices, configuration guides, and de…
The 3-Hour Redis Cache Bug: Automated with Pytest
It was 2 AM when my phone started buzzing like crazy. Operations had posted three frantic messages in a row: “Customer order status shows ‘Cancelled’,…
When My AI API Went Down: Building a Resilient Fallback Pipeline
Last month, my side project hit a wall. The AI summarization API I depended on returned a 503 error for three hours. My app – a simple tool that trans…
Why your synthetic fintech data fails code review (and how mixture models fix it)
Every fintech developer has done this: you need test data, you reach for Faker, you generate ten thousand transactions, and your demo works. Then a da…
I've built a open source PDF-To-Excel-Converter
Github Repository Hi community, I've built a open source PDF to Excel Converter and let me tell you why! We've all been there: someone sends you a 40-…
NalityAI
i made this AI called NalityAI, a voice AI, but it is not for assisting, it has the ability to switch personalities. it has over 9 personalities like:…
Memory Poisoning: The Silent Threat to AI Agents (and How to Defend Against It)
The Problem Nobody's Talking About If you're building AI agents with persistent memory — using Mem0, ChromaDB, Pinecone, or custom vector stores — the…
Measure Your MCP Server's Token Tax in 60 Seconds
The MCP server token tax is the context budget every tool definition eats before your agent does a single useful thing. To measure it, pull the server…
The Bilingual Developer: Python and Go Looping & Iteration
In the last article, I wrote about how programs make decisions using conditionals. We went through how a program can make a decision, choosing one pat…
FastAPI for AI Engineers - Part 5: Authentication vs Authorization (And Why Most Beginners Confuse Them)
In the previous article, we explored how Pydantic validates data before it enters our application. For example, if an API expects a temperature value,…
Streaming Responses with Claude API in Python (2026)
Originally published at kalyna.pro Streaming sends Claude's response token by token as it's generated, instead of waiting for the full completion befo…
Claude Prompt Caching: How to Cut API Costs (2026)
Originally published at kalyna.pro If your app sends the same large system prompt, tool definitions, or document context on every request, you're payi…
ip-api.com vs ipify vs IPPubblico — which free IP API should you use in 2026?
ip-api.com vs ipify vs IPPubblico — which free IP API should you use in 2026? If you need a public IP detection or geolocation API for your project, t…
I built an offline threat-hunting CLI in python because spinning up a SIEM for one log file is overkill
so here's the situation i kept running into while studying for security+ and messing with sample log sets. i'd have a single evtx export or a json dum…
Асинхронный django: новые начинания
Здравствуйте, дорогие читатели! Сегодня - ещё одна статья из рубрики джангологии. Раньше я уже писал о своих идеях ( 1 и 2 ) о том, как сделать django…
milvuslite-kit configuration over code for vector search and rag workflows
Built a small framework called MilvusLite Kit to make vector search and RAG workflows more configuration-driven and less code-heavy. Instead of writin…
When Regex Fails: LLMs for Messy HTML Data
Last month I inherited a project that needed to extract product information from a legacy e‑commerce site. The HTML was a nightmare—no semantic classe…
LLM Memory System Pitfalls: A 3-Hour Bug Hunt Solved with Pytest Snapshot Testing
It was 2 a.m. when the alert call jolted me awake — our production Agent had suffered “amnesia” for three consecutive conversations. The context the u…
I trained a neural network to break my own encrypted search. It learned nothing.
A few months ago I built a way to search documents by meaning while keeping the embeddings hidden — even from the server doing the search. I called it…
Building Zyke: A High-Performance Community Platform with HTMX, Redis, and CKEditor
When I set out to build Zyke: zyke.social , my goal was simple. I wanted a community platform that was incredibly fast, deeply optimized for search en…
A Fluent LLM Answer Is Not the Same as an Inspected Answer
Last time I hit a guardrail, it did not offer to repair my car. This one will not repair the car either. But it can help repair an answer that forgot …
I Built a Python Agent That Uses a Vector DB as Memory, Not Retrieval
Vector databases are almost always talked about in the context of RAG. Store your documents, embed them, retrieve the relevant chunks at inference tim…
Pux: Bringing Pygame to Rux
I've been working on a project called Pux , a set of Pygame bindings for Rux . The goal is simple: make it easy to create graphical applications and g…
The Death of Note-Taking and the Rise of the Digital Scribe
In our previous series, we built the Sovereign Vault to verify truth in existing records. But as we move deeper into the age of AI, we face a massive …