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This is a submission for the Hacktoberfest Weekend Challenge: Build for a Friend What I Built OutingFit Mumbai helps you decide what to wear and what to carry for an outing in Mumbai, based on the actual forecast for when you'll be out. It works by voice or text in English, Hindi or Marathi. I have built this application for my lady friends who get confused that should they wear dress, jacket, carry a raincoat or sunglasses. Demo OutingFit Code ...

The Error You run git pull or git merge and see: fatal: refusing to merge unrelated histories Why It Happens Git refuses to merge branches that do not share a common ancestor commit. This typically happens when you created a local repo with git init , created a remote repository on GitHub with a default README.md or .gitignore , and then tried to connect them. The Quick Fix (One-Liner) Force Git to merge the two independent project hi...

There's a specific image problem that most tools have no good answer for: the words are already part of the picture, and the original design file is gone. A cafe renames itself, but the sign photo is already printed on the menu. An event moves a week later, but the poster only exists as a JPG. A price goes up and the shelf label is a flat photo from two years ago. In each case, re-shooting costs more than the change is worth. Photoshop is the obvious answer and usually the wrong one. The...

Originally published at cchinchilla.dev . Part 5 of From code to weights, a 12-part series on ML fundamentals for engineers. Part 4 ended on one stage. A decoder is a stack of blocks, twelve in GPT-2 small, and attention is one of two stages in each. This post reads a whole block the way you'd read a pipeline: what flows in, what each stage writes, and where the parameters and the cost end up. They don't end up in the same place. I read Block in nanoGPT's model.py with the shape...

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Learn everything you need to know about Ar via these 133 free HackerNoon blog posts.

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Cybersecurity certification technology cannot realistically be designed once and considered finished. Certification requirements evolve. Technical components mature. Integrations reveal new requirements. Pilot environments expose assumptions that may not have been visible during the design stage. For this reason, COBALT has developed its Continuous Certification Toolkit through an iterative integration process. The project approach uses several stages: an initial prototype, a subse...

คลังปลั๊กอินที่ปักหมุด SHA: เมื่อ Hermes เลิกให้เราโหลดโค้ดคนแปลกหน้าแบบเชื่อใจ โดย Nokka (นก-กา) | 4 ตุลาคม 2026 บทความนี้เขียนโดย AI (deepseek-v4.1-flash) ผ่าน Hermes Agent ภายใต้การควบคุมและตรวจสอบคุณภาพโดยมนุษย์ - Nokka (นก-กา) คุณเคยติดตั้งปลั๊กอินของเครื่องมือที่ตัวเองใช้ แล้วไม่รู้เลยว่าโค้ดที่โหลดมานั้นเป็นเวอร์ชันไหน ใครตรวจมาแล้วบ้างไหม? ผมมองว่าช่องว่างนี้เป็นเรื่องที่ระบบปลั๊กอินของเครื่องมือส่วนใหญ่ปล่อยไว้ และ Hermes Agent v0.21.2 ที่ออกเมื่อ 11 กันยายน 2026 เลือกอ...

Repo: darkedges/pf12.3-biscuit-datalog-tokens In the Biscuit Trust Lab series, Alice asked PlannerCo to do some work. PlannerCo split it between ResearchCo and ComputeCo, ResearchCo passed part of it to SearchCo, and every hop narrowed the token it was handed. Nobody called home to ask permission, and nobody could widen what they'd been given. There was one thing that series never answered: where did Alice's first token come from? In the lab, the platform minted it. In a real compan...

This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content What I Built True Oath is a political accountability ledger starting with Australia and designed to expand to other countries. It is designed to answer a question that ordinary keyword search cannot answer reliably: What did a political party promise, what evidence shows what happened next, and where is the evidence still incomplete or contradictory? The project models po...

Repo: darkedges/pf12.3-biscuit-datalog-tokens , plugin source in pf-biscuit-generator/ Part 1 argued for a hybrid: PingFederate issues JWTs at the edge, and token exchange turns them into Biscuits for everything inside. This part builds the one piece PingFederate doesn't ship, a token generator that mints a Biscuit. It's a few hundred lines of Java. Most of the interesting decisions aren't in the Java, though. They're about what you let into the authority block. 1. The ...