Lesson 4 - Validation: A must-have cornerstone
In a traditional SDLC, validation was someone else's job and it came later. QA teams checked that the software did what it was supposed to. The behavi…
Team Management
⚑ Report a ProblemLatest Team Management news from Tech News
All topics
Culture
agents
ai
api
architecture
automation
beginners
career
claude
devchallenge
devops
discuss
javascript
llm
machinelearning
mcp
opensource
productivity
programming
python
react
saas
security
showdev
softwareengineering
startup
testing
tutorial
typescript
webdev
Same DeepSeek V4 Flash, Different Agent: Why the Runtime Changes the Result
Same DeepSeek V4 Flash. Different runtime. Very different long-task outcomes. My local sample is bounded: Codex + Flash completed a long, cross-file, …
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…
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…
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 .…
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…
Loop Engineering Is Mostly Papering Over a Model That Won't Converge
Disclosure: I maintain Lynkr , an open-source LLM gateway with loop-guard middleware, so I have a stake in this argument. Read this as a thesis to cha…
OpenEval: Why LLM Evaluation Needs a Standard Format
Every LLM evaluation framework today invents its own test case format, its own grader definitions, and its own results schema. DeepEval, Promptfoo, In…
LLM TRADER BOT
Let me tell you a story about failure. Late 2024. I'm sitting in my Wrocław apartment after an 8-hour warehouse shift. My back hurts. I've been trying…
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…
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…
Audition the voice before you commission the work
Originally published at olund.dev . Part of my tooling generates long-form written content in a configured voice: an editorial identity that describes…
Stop Stuffing Your LLM Agent's Context Window: Structured Memory Categories with Mem0
Stop Stuffing Your LLM Agent's Context Window: Structured Memory Categories with Mem0 Most tutorials on giving an LLM agent "memory" show you the same…
My eval said a perfect MCP server was broken. It was the eval that was lying.
Originally published at tengli.dev When I added an LLM-powered eval to mcpgrade , the first real run produced a result that looked like a scoop: conte…
Building Local AI Agents in Java with Tools4AI and Ollama: An Insurance Claims Use Case
Tools4AI is a 100% Java agentic AI framework that turns any annotated Java method into an AI-callable action. Ollama runs open models like Llama 3.1 a…
LLM обесценили половину вашего опыта. Хорошая новость — не ту половину
В нашем найме я подключаюсь на финальном этапе. Техническая секция к этому моменту позади, её проводят инженеры команды, а я просто раз…
Stop Testing New AI Models in Production
A new AI model appears. The benchmark looks strong. The context window is larger. The price is attractive. So someone changes one configuration value …
I Replaced My Coding Assistant with Kimi K3 for a Week. Here's What Every Developer Should Know
Artificial Intelligence models are improving so quickly that it's difficult to know which ones deserve your attention. One week it's GPT. The next it'…
AI agent architecture: components of a system that survives real traffic
The core loop Every AI agent, regardless of framework or implementation, executes a loop: receive input, decide what to do next, take an action, obser…
Why Your AI Resume Sounds Generic (And How to Fix It)
I'm Larbi, and I build Roleframe, an AI tool that tailors resumes to specific jobs. I spend a lot of time looking at what large language models (LLMs)…
Alibaba's Open-Code-Review: A Game Changer for Code Quality?
I saw this release from Alibaba on GitHub: alibaba/open-code-review . As someone who's spent years wrangling code quality in large Web2 systems and no…
Stop treating LLMs like search engines
I spent the first six months of the AI boom treating ChatGPT and Claude like a better version of Google. I would type in a problem, get a snippet of c…
My AI agent tried to delete my secrets. It couldn't.
One day, my AI agent tried to delete the secrets of my infra. It wrote the Terraform command. It ran it. Nothing happened. Not because it changed its …
GitOps for AI Agents: Treating Tool Configs and Memory Like Production Infrastructure
GitOps for AI Agents: Treating Tool Configs and Memory Like Production Infrastructure Stop managing AI agent configurations as fragile scripts. Adopt …
TokenCap v1.6.0 is now live
One thing I've realized while building with AI is that context isn't a prompt problem anymore. It's an engineering problem. Over the last few weeks I'…
Fail Closed, Not Open: Designing an AI Gateway for Regulated Enterprises
"Why did this request go to that model?" If your company uses LLMs across more than one team, someone will eventually ask you this question. If you wo…
DeepSeek pauses fundraise over Huawei deficit as Hugging Face demands $100M
The frontier AI narrative shifted abruptly toward hard logistical limits today, as a leaked investor transcript exposed DeepSeek's crippling hardware …