Ryan welcomes Benny Chen, co-founder of Fireworks AI, to the show to explore what actually makes an AI application good or not, how to balance qualitative signals with quantitative metrics when evaluating AI, and how open-source eval protocols and community efforts are setting the standard for AI ev

Stack Overflow Blog·2d ago

dev

Fail-open vs fail-closed: the security decision you make without realizing it

If you build software long enough, you eventually ship a bug that isn't a typo or a logic error — it's a default. Specifically, it's the answer to a question nobody asked out loud: "What happens when this check fails?" That question has a name in security engineering: fail-open vs fail-closed. Pictu

Dev.to·2d ago

dev

AI Text Enhancer – Full Technical Implementation Guide to Deblur Text in Images

You took a screenshot of an important chat conversation. You open it later and the text is a blurry, pixelated mess — compressed to death by WhatsApp or Messenger. You can barely make out what was said. Or you snapped a photo of a receipt for expenses. Two weeks later the thermal print has faded so

Dev.to·2d ago

dev

Dory Now Supports Snowflake

Dory now supports Snowflake as a first-class data source, giving teams a faster way to query, explore, and collaborate on Snowflake data from an AI-native SQL workspace. With this release, Snowflake users can create and test connections, run SQL in the console, browse databases, schemas, tables, and

Dev.to·2d ago

dev

Why Your Habit Tracker Failed (And What Most AI Wellness Apps Get Wrong)

I built an AI-powered daily ritual app called Wishyze (wishyze.com). I watched 28,547 users try to change their lives, and what I learned surprised me. Every habit tracker worships at the altar of the streak: Duolingo, Streaks, GitHub. Wishyze has a 93-day longest-streak leaderboard too. Streaks cre

Dev.to·2d ago

dev

429 Rate Limit Errors on OpenAI-Compatible APIs: Debug Retries Before Switching Models

A 429 error is easy to misread. The first instinct is often: "The provider is unstable." Sometimes that is true. But in OpenAI-compatible API systems, a 429 can also come from a much more local problem: too many concurrent requests; retries firing too aggressively; an agent loop making more calls th

Dev.to·2d ago

dev

Structural Resilience in AI Agents: Holding the Irreducible Gap Between Generation and Execution

Yes. Below are two implementations of the same task: an agent applies a fix to a file, runs tests, commits the result or rolls back. The first version follows a typical imperative style. The second is structured through the A11 lens. In the second version's code, I have explicitly marked locations t

Dev.to·2d ago

dev

GitHub Trending Digest — 2026-07-03

Ringkasan Tren GitHub Minggu Ini: Efisiensi Kode, OCR Jangka Panjang, dan Evolusi Agen AI Minggu ini, papan tren GitHub mencerminkan pergeseran paradigma yang menarik dalam pengembangan perangkat lunak modern. Fokus utama bukan lagi sekadar menciptakan fungsi baru, tetapi mengoptimalkan effort pen

Dev.to·2d ago

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