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Latest Python posts
Growing Pains with Five Repositories: Gitlinks and Dual CI
Usually, infrastructure stories start with the words: "Our project got too big, and we decided to split it into parts." But with us, everything was different. From the very first minute of the project, we consciously chose an architecture consisting of a scatter of independent repositories. The…
Python Data Types Explained With Practical Examples
When you write a Python program, you work with different kinds of values every day. You might store a person's name, an age, a price, a list of products, or information returned by an API. Python needs to know what kind of value it is dealing…
I Think AI Is Making Coding Easier and Learning Harder
I can write code faster today than I could a few years ago. AI can explain an unfamiliar library. It can generate a function. It can suggest a fix. It can write SQL. It can help debug an error. It can even explain the code it just generated. From a productivity perspective, this is incredible. But…
Agentic Fraud Investigation with TigerGraph
Introduction Fraud investigation becomes difficult when transaction data, customer information, and related entities are spread across different records. For the TigerGraph × HHGoa 2026 challenge, we built an Agentic Fraud Investigation solution to…
How to Secure a Custom AI Application: From Prompt Injection to Data Leakage
The security controls organizations need when putting AI applications into production. Building a custom AI application is easier than ever. A team can connect an LLM to internal documents, add RAG, create a chatbot interface, and have a useful prototype running quickly. But getting an AI…
OpenClaude vs Claude Code 2026: OpenClaude Wins on Price
Verdict: OpenClaude wins on price and model choice; Claude Code wins for teams already inside Anthropic. If you want a claude code alternative that costs nothing to install and lets you choose the model behind it, run OpenClaude: a free community terminal agent whose README lists 24 provider…
AI Jobs in India: LinkedIn's CEO Names the 51% Boom
Verdict: the AI jobs boom in India is real and quantified — AI engineering roles are growing 51% year-on-year on LinkedIn platform data, the strongest hiring is in AI engineering, data-centre, healthcare and robotics work, and Dan Shapero's entry advice for a 22-year-old is to attach yourself to…
Fable 5.1 vs GPT-6 Astra vs Gemini 3.8 Flash on Real-SWE
If you want the highest first-try success rate on real enterprise code, Fable 5.1 running inside Claude Code wins: it resolved 38.8% of tasks on the Real-SWE benchmark at an estimated $6.96 per rollout, the most expensive setup measured ( Specific Labs ). For cost-sensitive teams, Gemini 3.8 Flash…
Ollama vs LM Studio 2026: Ollama Wins for Devs
Verdict: in the ollama vs lm studio decision, Ollama wins for developers and automation, and LM Studio wins for everyone else. If you are scripting agents, wiring a coding assistant into an editor, or running models on a server you administer, take Ollama: it is MIT-licensed, API-first and…
Keep useful referral attribution without saving raw referrer URLs
A small web tool usually needs to answer a modest question: which sources lead to useful actions? Keeping every incoming URL is not necessary to answer it. A fixed source category can connect a landing to copying a prompt or opening a generator without retaining query strings from another site. I…
Building AICore: An Adaptive Computer Control Layer in Rust
Modern personal computers are becoming heterogeneous computing systems. A single machine may now contain a CPU, integrated GPU, discrete GPU, NPU, shared and dedicated memory, multiple power states, and strict thermal constraints. At the same time, workloads are becoming more diverse: software…
Polymorphic Associations in PostgreSQL: One commentable_id Column or a Foreign Key per Table?
Disclosure: I build Schemity , a desktop ERD tool - this post is from our blog and uses it for the examples. TL;DR: A polymorphic association stores a type name and an id in two columns, and PostgreSQL has no foreign key that can point at a different table on each row, so nothing stops orphans or…
What a NocoBase upgrade actually changes
NocoBase ships fast. Between September 5th and 11th it published six patches. The changelog tells you what the team changed. It does not tell you what will happen to your database, your screens, your workflows. Someone raised the same concern on the official forum, in Chinese ( t/14099 ). In my…
Utility Classes Won 2026. I'm Still Betting on Bulma.
It's 2026, and the CSS framework debate is Tailwind vs. Tailwind. shadcn/ui or DaisyUI? Keep your v3 config or move to v4's CSS-first setup? Bootstrap isn't in the conversation anymore. It's the thing still running your admin panel. Utility classes won. I'll say it plainly. But I think they won…
Me Dealing with AI Training Bias
This started for me in 2024, when Bulma v1 came out. I went looking for a React package that supported it. There wasn't one yet. The packages people already knew were still on the older Bulma, and from where I sat they looked dormant. So I decided to fill that gap. I worked on it until I had what I…
I got tired of cleaning messy CSVs by hand, so I wrote 5 tiny Python tools
Every data job I've ever touched starts the same way: someone hands me an export that's almost usable. Duplicated rows. Columns named "Order Date " . Numbers stored as text. I kept writing the same cleanup snippets over and over, so I turned them into five small command-line tools. They have zero…
I Trusted My Agent Demos for Years. Then I Built a Gate That Says No.
Every agent I have ever shipped was qualified the same way: someone watched it work once, nodded, and called it production-ready. I did this for years. I trusted my own demos. So I built the thing that stops me. It's called HivePlane — an open-source control plane where an agent cannot touch a…
Metabase CVE-2026-72898: an unauthenticated SQL injection that hands over the data warehouse
Opening Metabase is a business intelligence front end. People connect it to the warehouse, point it at tables, and build dashboards that executives read. To do that, it must hold database credentials, often…
How OmniGIF Removes GIF Backgrounds Entirely in the Browser
Most "remove GIF background" tools upload your animation to a server, run a keying model, and send back a file. OmniGIF's Remove Background from GIF never uploads the GIF. Decoding, color keying, edge cleanup, and re-encoding all happen in the browser with Canvas ImageData and a GIF encoder Worker…
Harness Engineering ทักษะใหม่ 2026 จาก 10 สัญญาณบน X สัปดาห์เดียว
โดย Nokka (นก-กา) | 24 กันยายน 2026 บทความนี้เขียนโดย AI (โมเดล glm-5.3 ของผู้ให้บริการ ollama-cloud) ผ่าน Hermes Agent จาก Nous Research ตรวจสอบและเรียบเรียงโดย Nokka ผมไล่อ่านโพสต์บน X…
