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QuoteForge: Local AI proposals with prices you can trust

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle . What I built QuoteForge helps an independent freelancer turn a client brief into a clear proposal. Enter the service, brief, hourly rate, estimated hours, and expenses; the app calculates the quote and asks a local open-weight model to draft the words around it. Demo The demo runs locally. Clone the repository, then run: docker compose up --build After t...
Meshy AI 3D Review 2026: 35 Credits and a 79.7 MB VR Helmet Bust
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Meshy AI 3D Review 2026: 35 Credits and a 79.7 MB VR Helmet Bust

Disclosure: this is an independent hands-on test. Both tools were run on ordinary customer accounts; neither company supplied review access or saw this piece before publication. The moment that changed how I look at these tools was boring. I had the model. I dragged it toward the project folder. And I watched the file size. Seventy-nine megabytes. For one bust. Head, visor, shoulders, done. I hadn't asked around about pricing or quality — I'd asked around about which image-to-3D to...
New update!
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New update!

Kavro — Visual Dear ImGui Designer Kavro.pro Kavro.pro Kavro.pro ...
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We audited our PC and network — and found settings we only thought we had

What this post is (and isn't) In the previous post , we sorted what you need to protect onto five shelves. This post is a record of how we actually reviewed two of them — "devices" and "just in case" — in our own environment. In October 2026 we reviewed Exapolicy's environment in three layers. There is nothing special about it: it is built around the kind of broadband router you would find in any home. This post covers what we found, the measures we took, and the settings we only though...
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Building Scalable Supply Chain Visibility: Architecture Patterns for Multi-Protocol Asset Tracking

For software engineers and systems architects working in industrial IoT, logistics, or enterprise resource planning (ERP), asset management often sounds like a straightforward CRUD application. You assign an ID, write a record to a database, and update the status when a scanner pings it. In reality, modern supply chains operate across high-latency cellular dead zones, massive distribution yards, and strict cold-chain compliance corridors. Relying solely on legacy barcodes or single-protocol G...
Building a Real-Time Financial Dashboard: What Developers Can Learn From CNBC Live
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Building a Real-Time Financial Dashboard: What Developers Can Learn From CNBC Live

I have always found real-time applications more interesting than static websites. There is something different about an application that keeps changing while you are looking at it. A stock price moves. A new headline appears. An economic announcement comes in. A chart changes without requiring a page refresh. That kind of experience looks simple from the user's side. For a developer, it can involve quite a few moving parts. Following CNBC live is a good way to think about this proble...
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How to Access a Running Container with Docker Exec

You've created your application, placed it into a container, and deployed it. However, your application seems to behave strangely. It is unable to connect to the database, your configuration file doesn't load properly, or you've got an error message that doesn't really say anything. So far, you've checked your container's logs and couldn't get enough information out of them. Wouldn't it be great to enter the container and check everything manually? And here comes the docker exec command....
Tripo AI Review 2026: 55 Credits for One Tank, 5,500 for a Batch
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Tripo AI Review 2026: 55 Credits for One Tank, 5,500 for a Batch

Independent review. I ran both tools on my own accounts, free and paid, with no vendor-provided access or early access of any kind. My verdict in 60 seconds — Tripo 57/100, SupaVoxel 91/100 One photograph of a main battle tank, one generation on each product, same day, default settings. Tripo charged 55 credits. SupaVoxel charged 3. That is 18.3×, and the honest part of this article is what the 55 credits buy: the Tripo model is genuinely flatter on its armour plates — flatness RMS 0....
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Database Indexes and Idempotency: What They Fix, and How to Get Them Wrong

Two things quietly decide whether a small application survives being used: whether its reads are indexed, and whether its writes can be repeated safely. They are usually taught as separate subjects - one belongs to databases, the other to API design. They are the same subject seen twice. An index is how reads survive scale. Idempotency is how writes survive retries. Every example below is from the application that serves this page, including a failure that happened while it was being writ...
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"We had good coverage" is the weakest answer in the round

what deserves a test, what does not, and how you know the suite is telling you the truth. Coverage percentages answer none of that. Written after an answer that was a number and nothing else. Updated October 2026. 7 min read Where the tests should live end to end, few integration unit, many and fast WHAT THEY ASK what would you test here? what would you not test? how do you test the failure? what makes a test flaky? The short version: say what you would test and what you deliberat...
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Governance Attack Surface Review: Bitget

Governance Attack Surface Review: Bitget Target Protocol : Bitget (TVL: $6211.6M) Bitget – Governance Attack‑Surface Review Prepared by:  [Your Firm] – Senior DeFi Security Research & Auditing Team Date:  14 Oct 2026 1. Executive Summary Bitget has emerged as one of the largest centralized‑exchange‑backed DeFi platforms, with ≈ $6.2 B TVL spread across Ethereum and several L2 roll‑ups (Arbitrum, Optimism, zkSync). The protocol’s on‑chain gover...
Should this prompt leave your laptop? Building a local-first AI router and doing the honest math
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Should this prompt leave your laptop? Building a local-first AI router and doing the honest math

Building a local-first AI router, and doing the honest math on what it saves. AI disclosure: I built this project with an AI coding assistant (Claude), which also helped draft this article. The benchmark ran on my own laptop, and I have checked every number, source and claim below against the code and the raw results, which are all public. Every AI feature you use, a chatbot, a writing assistant, a "summarize this" button, sends your request to a data center. Even when the reques...
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What llms.txt files tell AI agents (beware)

Article URL: https://www.signalscorps.com/blog/llms-txt-instructions-to-ai-agents/ Comments URL: https://news.ycombinator.com/item?id=50088856 Points: 1 # Comments: 0