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DEV Community • 2026-08-02 06:18

You've Seen the Pipeline. Now Meet the Matrix: The One `Vec<f64>` Behind the 400 Shrink

How a single contiguous allocation — and a type system that won't let you feed strings to a scaler — is the real reason datarust fits in 2.3 megabytes. In the last post I showed you the whole datarust workflow: impute, scale, one-hot, train a logistic regression, evaluate, and save it as JSON — all without a Python runtime in sight. The Docker image shrank from ~900 MB to ~8 MB, and the binary...

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9m read
I Built the Same Escrow on Two Chains. The Architectures Couldn't Be More Different.
DEV Community • 2026-08-02 06:17

I Built the Same Escrow on Two Chains. The Architectures Couldn't Be More Different.

I maintain a non-custodial escrow protocol that runs on two blockchains: Base, an Ethereum L2, and TON, the chain behind Telegram. Same product, same core logic on paper: lock funds, deliver work, release on approval, handle disputes. I expected the second implementation to be a port. It wasn't. The two chains disagree so fundamentally about how a contract should be structured that writing the sa...

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7m read
DEV Community • 2026-08-02 06:16

LLM Narrative Engines, Part 5: Integration Testing and Behavior Freezing

Before reading this: I'd recommend skimming Part 3's "Parser" section and Part 4's summary to understand how the parser outputs a domain.Contract. This post assumes you already know the parser can turn .meph into a struct. I. A Narrative Engine's Fourth Problem: How Do You Keep Behavior Stable? The parser is written. But it's code that gets maintained long-term — requirements chan...

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5m read
DEV Community • 2026-08-02 06:15

How I Stopped Losing Track of Claude Code and Codex Sessions

Using one coding agent is simple. Using several across multiple projects is where the real mess begins. I often had Claude Code and Codex running side by side. One agent was working, another was waiting for approval, and yesterday’s useful session was buried under a different path, branch, or terminal window. The agents were capable. My workspace was not. That frustration led me to build Termex...

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2m read
DEV Community • 2026-08-02 06:06

Node.js Runs TypeScript Now: Field Notes on Native Type Stripping

Headline: Node.js executes TypeScript files directly — node script.ts works with no loader, no ts-node, and no build step — by stripping type annotations at load time. Type stripping is on by default since Node.js 23.6 and ships in the 22.18 LTS release, but it only covers erasable syntax: I enforce that with TypeScript 5.8's erasableSyntaxOnly flag, moved type checking to tsc --noEmit in CI, and...

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6m read
Product Hunt — The best new products, every day • 2026-08-02 06:05

Termexo

A local Windows workbench for Claude Code and Codex Discussion | Link

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1m read
Lobsters • 2026-08-02 06:01

sizeof is surprisingly difficult to parse in c

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1m read
DEV Community • 2026-08-02 06:01

From Agents to Infrastructure: Building Secure, Local-First AI Assistants with Go and Rust

Originally published on tamiz.pro. The prevailing narrative in artificial intelligence has been dominated by cloud-based, API-driven models. While this approach offers scalability, it introduces critical latency, dependency on external services, and significant privacy concerns regarding data exfiltration. For mission-critical applications, financial analysis, or healthcare systems, the inability...

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12m read
Claude Code in CI: Running Agentic Code Review, Test Generation, and Auto-Fix on Every Pull Request
DEV Community • 2026-08-02 05:53

Claude Code in CI: Running Agentic Code Review, Test Generation, and Auto-Fix on Every Pull Request

Claude Code in CI: Running Agentic Code Review, Test Generation, and Auto-Fix on Every Pull Request This article was written with the assistance of AI, under human supervision and review. Why Agentic Code Review in CI Changes Everything Most CI failures waste hours on manual intervention because traditional bots flag problems but never fix them. Developers open a pull requ...

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14m read
DEV Community • 2026-08-02 05:47

Day 23/30: Expose Tools with MCP

I still remember the frustration when our team's support bot, powered by LangGraph and MCP, couldn't retain context between user interactions. It was as if the bot had a case of conversational amnesia, forcing users to repeat themselves over and over. We later discovered that the issue stemmed from our lack of a centralized tooling server, making it impossible for the bot to access and leverage ex...

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3m read
DEV Community • 2026-08-02 05:44

WordPress Plugin

🚀 Excited to share that my first WordPress.org plugin is now live! After several weeks of development, testing, and going through the WordPress.org review process, I'm happy to announce the release of Order Archive Manager for WooCommerce. The plugin helps WooCommerce store owners archive historical orders into dedicated database tables, reducing the size of live order tables while keeping archi...

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1m read
DEV Community • 2026-08-02 05:42

Java CompletableFuture: Mastering Async Pipelines in Machine Coding

Java CompletableFuture: Mastering Async Pipelines in Machine Coding Handling asynchronous workflows without blocking threads is a critical requirement in high-throughput Java machine coding interviews. Candidates who default to legacy Future.get() calls or deeply nested callbacks frequently fail concurrency design rounds due to thread starvation and unhandled exceptions. If you're pre...

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1m read
Your Agent Pays a Tax on Every Tool It Never Calls
DEV Community • 2026-08-02 05:35

Your Agent Pays a Tax on Every Tool It Never Calls

Most agents are billed for tools they don't use. Not once — on every single turn. The mechanics are simple enough that it's easy to miss. When you give a model a set of tools, the full JSON schema for every tool goes into the request. Names, descriptions, parameter types, enum values, nested objects, the lot. The model reads all of it, picks one, and calls it. Next turn, the whole catalog goes ov...

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9m read
DEV Community • 2026-08-02 05:29

Agentic DevOps Security: Old IAM Failures at New Speed

I argued previously that agentic AI is reintroducing ClickOps, and I still think that holds. But I made a second claim in that piece I've stopped believing: that least-privilege design is harder for agents than for humans, because you can't predict at design time what actions an agent will decide to take. That's true as far as it goes. It's also not a fact about agents. It's a fact about how we g...

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9m read
DEV Community • 2026-08-02 05:29

How dotdotgod Query Finds Relevant Documents from a Natural-Language Question

A documentation table of contents is the fastest retrieval method when an agent knows the relevant role and path. A user's question may use different language from a document's filename, and the question and document may even be written in different human languages. dotdotgod query searches locally for document passages that are semantically close to a natural-language question and routes the agen...

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6m read
DEV Community • 2026-08-02 05:28

Under the Hood of JobRadar: 8 Job Sources, a 1.7B Model, Zero Cloud

Job searching is tab hell. You open six boards, re-read the same listings, and pay $30/month for tools that are just feed aggregators wearing an "AI-powered" sticker. So I built JobRadar — a CLI tool that searches 8 job sources concurrently and scores every listing against your profile using a local LLM that runs on your own CPU. No API keys, no subscriptions, no resume leaving your machine. The...

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4m read
DEV Community • 2026-08-02 05:23

Building a Better Erhu Tuner: Why Auto correlation Beats Standard Pitch Detection in the Browser

If you've ever tried building a web-based instrument tuner using the Web Audio API, you probably started where most of us do: feeding microphone data into an AnalyserNode, running a Fast Fourier Transform (FFT), and looking for the highest frequency peak. It’s a classic, straightforward approach. And for synthesized tones or simple plucked strings, it works reasonably well. But recently, I built...

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4m read
DEV Community • 2026-08-02 05:20

Observer: The YouTube Subscribe Pattern

You subscribe to a YouTube channel and hit the bell. Now, whenever the creator uploads, you get notified automatically. You don't sit there refreshing every five minutes asking "new video yet?" The channel pushes the news to everyone subscribed. The channel is the thing being watched — the Subject. You and the other subscribers are the Observers. A new upload is the event that triggers notific...

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3m read
DEV Community • 2026-08-02 05:20

I Let an AI Write My Tests for 30 Days: Coverage Went 38% to 71%

Here's the number that surprised me: 30 days, zero tests written by hand, coverage from 38% to 71%. I handed test-writing to an open-source AI agent (search the-agent on GitHub) and let it generate, run, and maintain my tests from natural-language descriptions. This is the full account — the workflow, the configs, the pitfalls, and the honest trade-offs. Why I Tried This Last month I ...

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3m read
Amma's Kitchen — A Love Letter to South Indian Comfort Food 🍛
DEV Community • 2026-08-02 05:16

Amma's Kitchen — A Love Letter to South Indian Comfort Food 🍛

This is a submission for Frontend Challenge - Comfort Food Edition, Perfect Landing What I Built Amma's Kitchen — a premium, immersive landing page for a fictional South Indian restaurant that celebrates the comfort food I grew up eating. "Amma" means "Mother" in Tamil, and this page is a love letter to the dishes that taste like home — from crispy masala dosas to filter coffee served ...

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3m read
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