Designing Edit Operations for AI Agents
Four lessons from building IWE's block-editing language for LLM writers: state the blast radius, make identity a constraint, fail toward the recoverab…
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The Open-Weight Inflection Point: Kimi K3, Claude Opus 5, and Microsoft MAI Signal a Market Shift
The Open-Weight Inflection Point: Kimi K3, Claude Opus 5, and Microsoft MAI Signal a Market Shift Subtitle: Three major releases in one day point to t…
Sub-Agent Metrics Are Not Comparable to Main-Thread Metrics
Originally published on hexisteme notes . I run a small fleet of coding agents on one machine. Every thread ends up in a log, and a measurement pipeli…
Your Voice Assistant Can Be Social-Engineered Too, and Nobody's Watching For It
We spent a decade teaching people not to click the phishing link. Now we've built agents that will happily take instructions from whatever's playing i…
Benchmarking GPT-4o, Claude 3.5 Sonnet, and Llama 3 for Automated Code Auditing & Vulnerability Detection
Evaluating LLMs on standardized leaderboards (like MMLU or HumanEval) is helpful, but it rarely tells you how a model performs on real-world edge case…
5 Best Free AI Courses in 2026 (With Certificates)
Most people assume learning AI seriously means paying for a bootcamp or a $200 certification program. That's not true anymore. Open any search for "AI…
Our dev labs open-sourced a local Python middleware framework that intercepts, repairs, and stabilizes malformed AI JSON data streams within local in-memory arrays. Clocking a 0.0122ms runtime latency under 10k parallel asynchronous loads.
Optimizing LLM Stream Ingestion: Reconstructing Truncated JSON Payloads in 0.0122ms Kylik Daniels Kylik Daniels Kylik Daniels Follow Aug 1 Optimizing …
Why Your AI Agent Forgets Everything Overnight — From Prompt to Loop Engineering
The Pain : You spent an afternoon tuning your agent. Next morning, it stares at you blankly — as if yesterday never happened. What You'll Learn : The …
Faster PRs, Weaker Instincts: The Judgment Problem in AI-Assisted Engineering
I thought the dashboard was telling me good news. My team had adopted AI-assisted coding quickly, and for a while it looked like exactly what everyone…
Real Plugins Need Motors: Skills Should Teach Tools, Not Pretend to Be Them
Watch the short video companion Read or comment on the complete paper: English edition | French edition I spent a long time building AI workflows befo…
Hardening an AI coding agent: the failures, and the code that fixed them
At Univoco we build retrieval-augmented assistants over a customer's own documentation. One of them is a coding agent that writes code for a proprieta…
Spring AI: Bringing Generative AI into Spring Boot Applications
Artificial Intelligence has moved from being something handled by specialized data-science teams to becoming a feature that application developers can…
5 Practical RAG Challenges and How to Mitigate Them
Retrieval-Augmented Generation (RAG) sounds simple on paper: embed your documents, retrieve the relevant chunks, stuff them into a prompt, let the LLM…
Building Production AI Systems(Final)
Designing AI Systems That Outlive Today's Models If there's one lesson this series has taught me, it's this: Don't build your application around a mod…
Why I don't use an LLM to secure my LLM
"So you're anti-LLM for security?" No. I'm anti-lazy-architecture. Let me explain the distinction, because it's the core design decision behind the to…
“Does your agent know what it doesn’t know?” has no answer. It has a coordinate.
Part 3 of **The Answerability Problem . Part 1 showed the standard harness excluding the questions that test refusal, and my own system scoring 0.000 …
How coding agents like Cursor quietly cut input costs by reusing KV states across turns — and what actually breaks the cache
Why my Cursor bill looked weird I was poking around my usage dashboard in Cursor and noticed a metric I'd never paid attention to before: Cache Read .…
Corrective RAG for billing: the bug is not retrieval, it's the model narrating correct numbers wrong
Most RAG demos are graded by an audience that cannot check the answer. Ask a docs bot something, get a fluent paragraph back, nobody in the room knows…
Spring AI Token Usage: Measure Cost Before You Pick a Model — LLM Cost Control 1/4
Cutting LLM costs in Spring AI starts with two choices: which model answers a request, and what defaults your ChatClient adds to every one it sends. N…
AI will never replace tech workers because AI is not human
When we talk about AI these days, we're usually talking about large language models. To an LLM, the only reality it knows is data, and to be more spec…
The Biggest AI Stories Weren’t Features. They Were Dependency
Between May and late July 2026, OpenAI and Anthropic shipped more than thirty user-facing products and features: new voice modes, health-record integr…
AI Agent Security Audit: From MCP Penetration Testing to LLM Vulnerability Assessment
AI Agent Security Audit: From MCP Penetration Testing to LLM Vulnerability Assessment The rapid adoption of AI agents and MCP (Model Context Protocol)…
Почему мы разделили UI, бизнес-логику и ядро: архитектура платформы «Галактика Сверхновая»
Большинство корпоративных платформ, которые сегодня работают на крупных предприятиях, проектировались 15-20 лет назад. С тех пор сменились языки прогр…
One TPU Chip, Eight Agents: Serving Small Agent Workloads with Raw JAX
Cloud TPU v6e-1 ( ct6e-standard-1t , one v6e chip, 32 GB HBM), GCE flex-start, europe-west4-a. vLLM baseline measured 2026-07-21. The workload nobody …
From RAG to Agentic AI. How I Added LangGraph to My Local
In my previous article , I built a fully local RAG assistant Ollama, ChromaDB, LangChain, all running in Docker. It answered technical support questio…
I built an AI observability platform with $0 – zero dependencies, zero ops, stateless
I’ve been building Cognilumin on and off for the past few months, mostly late nights and weekends. It’s a stateless AI observability platform—three to…
Why does parsing scientific papers for RAG still break on equations and tables?
If you've tried building RAG over scientific papers, you've probably hit this: the PDF looks fine, the text extracts fine, and then a table with merge…
Adversarial Comments Are Now a Vulnerability Detection Bypass Technique
Your LLM-based vulnerability scanner just cleared a PR with a real, exploitable bug in it. Not because the scanner is dumb. Because someone wrote a co…
Внутри ИИ‑Напарника: как работает оркестр агентов в ритейле
Всем привет! Это Алексей из GlowByte. В прошлой статье я говорил о том, почему категорийный менеджер в большой сети часто чувствуе…
AI-Driven Development: Transforming Software Workflows in 2026
AI-Driven Development: Transforming Software Workflows in 2026 In 2026, the software development landscape has undergone a seismic shift. Artificial i…