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Hacker News: Front Page • 2026-08-07 12:27

DOGE overstated savings, government watchdog says

Article URL: https://www.politico.com/news/2026/08/06/doge-savings-overstated-watchdog-report-01027797 Comments URL: https://news.ycombinator.com/item?id=49209368 Points: 22 # Comments: 5

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1m read
DEV Community • 2026-08-07 12:18

Ed25519 vs ECDSA: Why the Nonce Decides Everything

ECDSA and Ed25519 both sign data with elliptic curves, and both produce a 64-byte signature that verifies in a fraction of a millisecond. The difference between them is almost invisible on paper: ECDSA needs a fresh secret random number for every signature, and Ed25519 computes that number instead. That one design choice is the reason real people have lost real private keys. A digital signature a...

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6m read
DEV Community • 2026-08-07 12:16

Filtering, and Pagination in Next.js 15 The Pattern I Actually Use

Every dashboard eventually needs the same three things. A search box, a few filters, and pagination once the list gets long. The version I used to build kept all of that in useState, which meant losing your filters the moment you refreshed the page or shared a link with someone else. Keeping this state in the URL instead fixed both problems at once. Here is the setup. 1. Why URL Sear...

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5m read
DEV Community • 2026-08-07 12:16

CSS Art: Comfort Food - a Hot Milk Design

This is a submission for Frontend Challenge - Comfort Food Edition, CSS Art. Inspiration A cup of hot milk and a slice of cake represent simple moments at home — relaxing after a long day, sharing memories with family, and enjoying small things that make us feel safe and connected. I wanted to capture that cozy feeling using only HTML and CSS Demo Journey My ...

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DEV Community • 2026-08-07 12:15

A batch manifest should be generated, not hand-written

Liquid syntax error: 'raw' tag was never closed

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DEV Community • 2026-08-07 12:15

Cancer Image Europe Builds a Federated Foundation for AI-Based Cancer Detection

Cancer Image Europe is becoming a central piece of Europe's effort to develop and validate artificial intelligence for cancer care. Backed by the EUCAIM project under the European Cancer Imaging Initiative, the platform connects cancer-imaging datasets held by hospitals, research organisations and other providers through a federated, cross-border model. The objective is not simply to assemble a la...

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5m read
DEV Community • 2026-08-07 12:12

Cloudflare for Developers: What It's Great At, Where It Bites, and How to Actually Use It

Cloudflare is best understood not as "a CDN" but as a programmable network that sits between your users and your origin, plus a growing platform for running code and storing data at the edge. For most developers the wins are real and immediate — free TLS, a fast global CDN, DNS you don't have to babysit, and a serverless runtime with almost no cold start. The catches are just as real: the Workers ...

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7m read
DEV Community • 2026-08-07 12:12

ThoughtWorks Just Named the Problem. Here's the Structural Fix.

✓ Human-authored analysis; AI used for formatting and proofreading. The ThoughtWorks Technology Radar (April 2026) flagged something under "Caution" that describes one instance of a problem we encountered from a completely different direction — implementing S3 bucket takeover findings from HackerOne triage work: When the spreadsheet that quietly runs the business evolves into customized agent...

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13m read
DEV Community • 2026-08-07 12:11

Stack Overflow vs AI Coding Assistants: How Developers Solve Problems in 202

A decade ago, if you hit a weird stack trace at 11pm, you opened a new tab, typed your error into Google, and landed on Stack Overflow. Today you probably don't leave your editor at all. You just ask the AI assistant sitting in your sidebar. That shift isn't a vibe — it's a measurable collapse. And it's changed not just where developers get answers, but how they think about getting unstuck in the...

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5m read
Real Python • 2026-08-07 12:10

The Real Python Podcast – Episode #306: Programmatically Developing LLM Prompts With DSPy

How can you move from manually writing prompts for an LLM application toward defining them programmatically? This week on the show, Brett Kennedy returns to discuss his new book "Building LLM Applications with DSPy."

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Real Python • 2026-08-07 12:10

Quiz: How to Use Type Hints for Multiple Return Types in Python

Test your understanding of type hints for multiple return types in Python. Practice unions, tuples, callables, generators, and type aliases.

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Hacker News • 2026-08-07 12:05

Show HN: Which devtools win when LLMs plan real web apps

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DEV Community • 2026-08-07 12:00

The Review Tax: Escaping AI Code Review Traps with AWS Kiro Crew Orchestration

Originally published on tamiz.pro. In the modern software development lifecycle, Artificial Intelligence has become the ubiquitous intern that never sleeps but occasionally suggests deleting your main branch. While AI coding assistants have drastically accelerated boilerplate generation, they have inadvertently introduced a new, hidden cost to engineering teams: The Review Tax. This is the cumula...

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9m read
DEV Community • 2026-08-07 12:00

Functional programming with TypeScript: what fp-ts teaches you even if you never ship it

Functional programming with TypeScript: what fp-ts teaches you even if you never ship it The correct solution for handling nullables in TypeScript is to add more types. I know that sounds like bureaucracy. But it was exactly the idea behind fp-ts's Option<T> that made me realize every undefined I was returning without context was a broken contract waiting to blow up at runtime — I...

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11m read
DEV Community • 2026-08-07 12:00

Functional programming con TypeScript: lo que fp-ts enseña aunque no lo uses en producción

Functional programming con TypeScript: lo que fp-ts enseña aunque no lo uses en producción La solución correcta para manejar nullables en TypeScript es agregar más tipos. Sé que suena a burocracia. Pero fue justamente la idea detrás de Option<T> de fp-ts lo que me hizo ver que cada undefined que devolvía sin contexto era un contrato roto esperando explotar en runtime. No instalé ...

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12m read
Growing Up The Hard Way
The Hacker News • 2026-08-07 11:55

Growing Up The Hard Way

Open Source had a great childhood. For two decades it got to be a kid. It ran around barefoot, gave everything away, trusted strangers, and never once thought about who was watching. It ran the kind of lemonade stand that took IOUs from anyone who wandered up — take what you need, pay me back whenever, no need to leave a name. It was idyllic. It was also, in retrospect, a little feral. Then,

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1m read
The Index: Issue #193
Piccalilli - Everything • 2026-08-07 11:55

The Index: Issue #193

Your ‘App’ could have been a webpage (so I fixed it for you…) A thoroughly enjoyable read! SmoothCSS Complete CSS alumni, Rob McCormick, has built a really nice looking design system/CSS framework/UI kit. The CSS lh unit An extremely useful unit for vertical relative sizing, explained by one of the best in the business at explaining CSS stuff. Astro LilyPond Want to render musical notation in Astr...

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DEV Community • 2026-08-07 11:54

Ship a Production RAG Chatbot in a Weekend with Claude, pgvector, and FastAPI

You can stand up a genuinely useful retrieval-augmented chatbot in a weekend with three moving parts: Postgres (plus the pgvector extension) as your vector store, a FastAPI service as the glue, and Claude for the generation step. The one thing that trips people up on day one is that Claude has no embeddings endpoint — you bring your own embedding model, and everything else is standard web plumbing...

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7m read
DEV Community • 2026-08-07 11:54

I built 59 free browser-based dev tools in vanilla JS — here's what I learned

I've been quietly building Antigravity Tools — a collection of 59 free, browser-based developer utilities — and today I'm sharing everything I built and learned. Why vanilla JS? No React, no build step. The main constraint I set for myself: zero dependencies, zero server, zero telemetry. When you paste your JWT token into jwt.io, it goes to their server. When you use an online regex t...

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DEV Community • 2026-08-07 11:52

A batch report should know less than its manifest

Liquid syntax error: 'raw' tag was never closed

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