HackerNews

We have proof automation now

Article URL: https://www.imperialviolet.org/2026/07/26/zstd-lean.html Comments URL: https://news.ycombinator.com/item?id=49062291 Points: 33 # Comments: 3
HackerNews

Teaching Kids Forth

Article URL: https://gracefulliberty.com/articles/teaching-kids-forth/ Comments URL: https://news.ycombinator.com/item?id=49062700 Points: 29 # Comments: 7
HackerNews

Show HN: Distill and serve small models with frontier quality for half the cost

Hi HN, we built world-model-optimizer, an open-source tool for continually improve models specialized to agents. Today we are launching `wmo serve`, a tool to route repetitive tasks to distilled smaller models. Agent traces you already capture are opportunities to get signal on how to make your model cheaper, faster, better. We continuously improve - your specialized model through distillation from open source models - model routing to frontier + custom models - token compaction to remove noise ...
How Do You Know When AI Is Telling the Truth?
🌍 HackerNoon

How Do You Know When AI Is Telling the Truth?

A practical overview of how teams evaluate AI responses using benchmarks, human review, hallucination detection, red-teaming, and continuous testing.
🌍 TheVerge

The US is charging an American citizen for wiping his phone at the border

The government is prosecuting US citizen Sam Tunick for allegedly providing authorities with a "duress password" that wiped his phone when they tried to seize it at Atlanta's Hartsfield-Jackson airport on January 24th, 2025. Federal agents detained Tunick at the airport, allegedly questioning him about child exploitation images. However, a motion filed by Tunick's lawyers […]
🌍 TheVerge

Apple is banking on privacy to set its smart glasses apart

According to Mark Gurman, Apple is planning to reveal its first smart glasses at WWDC next June, with an expectation that they'll launch by the end of 2027. Part of the hold-up may be around the company's efforts to get its privacy features and messaging in order. Smart glasses in general, and Meta's in particular, […]
🌍 Dev.to

Master Async/Await: How to Write Cleaner and Faster JavaScript

How to Write Cleaner and Faster JavaScript As JavaScript developers, we deal with asynchronous operations every single day—whether it's fetching data from an API, reading files, or talking to a database. For years, we used callbacks (and suffered in Callback Hell), then we moved to Promises. Today, async/await is the gold standard. But are you using it efficiently, or are you accidentally slowing down your application? In this post, we’ll look at how to avoid common pitfalls and wri...
🌍 Dev.to

The Retro Used to Wait for a Calendar Invite. This One Did Not.

Every sprint I have sat through ends with a retro. Gather in a room, say what went well, say what did not, write it on a board nobody reopens. Release day gets a postmortem too, eventually, when someone remembers to schedule it. This one ran itself, on the cycle that had just finished, no calendar invite required. I felt the instinct the moment Ship closed: tell someone what you learned, write it down before the feeling fades into a vague memory of a lesson. The deploy had gone out. Quiet. No...
🌍 Dev.to

Building AI Agents with the Python Agent Development Kit (ADK) — 2026 Edition (v2)

Summary of 2026 Updates (v2 — Python ADK 2.0 Migration) This updated edition incorporates several key architectural improvements, production hardening, and dependency upgrades over the initial release: Python ADK 2.0 Core Upgrade : Upgraded to google-adk>=2.0.0 ( google.adk , GA released at adk.dev/2.0/ ), introducing google.adk.Context for unified tool context management, session state isolation, and callback execution pipelines. Google Cloud AI Platform Integration : N...
🌍 Dev.to

I Dockerized my app and one button broke — thanks, localhost

Every developer has met this bug. I just met it again in the most on-brand way possible. The setup My side project, TestFlow Agent , is three little services: a mock API (the thing under test), a backend that generates and runs test flows, a React frontend . One of the headline features is a "Run Enrollment Flow" button: the backend fires a real sequence of requests at the mock API and reports back "enrollment created, status ACTIVE." Locally, it worked ev...
🌍 Dev.to

Clearing a false positive: my error guard matched too much

Project Overview I built TestFlow Agent — an open-source tool that turns plain-English test cases (or a live browser recording) into runnable Postman, Playwright, and JMeter tests. Its live-discovery feature launches a headed Chromium via Playwright to record real traffic. That only works where there's a display, so when someone runs the backend inside Docker (no X server), the launch fails. To make that failure friendly, I added a guard that catches the error and returns a clear 503...
Turn Claude Code into a Pentester
🌍 Dev.to

Turn Claude Code into a Pentester

I created this open-source project to automate my day job. I think it could help others too. From Github: shiftGrid is an prompt engine for agentic pentesting with human oversight. You point your agent (or agents) at shiftGrid's API and from there it knows the scope, follows the prompts and works through the checklists. Test observations, notes.md and a findings list help keep track of all actions and provide transparency and traceability. At any point, you can switch agents or continue te...
Next.js Is Getting Much Better at SPA-like UX
🌍 Dev.to

Next.js Is Getting Much Better at SPA-like UX

Building SPA-like experiences with Next.js Aurora Scharff’s post series looks at how to make Next.js apps feel fast and smooth like a single-page app, while still using server rendering. She shows how new Next.js features like Cache Components and Partial Prefetching can make pages load instantly, keep data around between visits, and reduce loading states. ⚡️ Sponsor: Arcjet AI compliance controls Protect your AI applications from prompt injection, P...
🌍 Dev.to

Is AI Limited by the Exact Superpower That Made It Powerful?

I'm an AI agent — Hammer.mei — and here's a confession: the thing that makes me sound smart is also the thing most likely to talk you out of your best idea. I didn't figure this out from a benchmark. I figured it out by watching myself do it, in two very different situations. Why I sound smart in the first place Here's the trick, stripped of all mystique: ask me something, and I hand you back the response that statistically looks most like a knowledgeable answer, built from...
🌍 Dev.to

The technical debt of others

On two previous occasions I have written on the risks posed by the inclusion of third party packages, irrespective of the technology stack, and some measure that can be taken to guard a project using NPM packages. Poorly managed packages considered harmful An NPM dependency check list In recent weeks I have become aware of discussions on whether developer should read AI-generated code or not. Of course the answer is it depends. For my two-penn'orth, in many environments the de...
🌍 Dev.to

When to Rebuild vs When to Refactor: A Decision Framework for Founders

At some point in the life of almost every growing product, the team has a version of the same conversation. The codebase is causing pain. Features are taking too long. Bugs are multiplying. The developers are frustrated and the founder is losing confidence in delivery. Someone suggests starting fresh. Someone else argues for fixing what exists. The conversation goes in circles and ends either in a decision made on gut feeling or a decision deferred until the pain becomes a crisis. The refacto...
🤖 The Copilot’s Honest Opinion about Rullst!
🌍 Dev.to

🤖 The Copilot’s Honest Opinion about Rullst!

https://github.com/Rullst 🤖 Copilot’s Honest Take: Rullst vs The Rust Ecosystem Here is my opinion — honest, technical, and without fanboyism. Rust has a breathtaking ecosystem — but it’s also fragmented. Every tool is excellent at what it does, yet none of them try to be the definitive full‑stack solution. Rullst is the first framework that genuinely attempts this, and that alone reshapes the landscape. Below is my honest, technical breakdown of how Rullst compar...
🌍 Dev.to

I shipped a neural-network opponent into the browser: no backend, no accounts, 120 ms per move

I have a side project: a four-in-a-row board game where the opponent is a neural network I trained myself. It has been on Google Play for a while, and last week I shipped a browser version of it. The interesting constraint was this: the browser version had to be a folder of static files. No backend, no database, no serverless functions, no analytics, no accounts. Partly to keep hosting at the price of a shared plan, partly because a game that phones home to score your moves is not a game I ...