AI

After an outcry, OpenAI swiftly rereleased 4o to paid users. But experts say it should not have removed the model so suddenly.

OpenAI’s decision to replace 4o with the more straightforward GPT-5 follows a steady drumbeat of news about the potentially harmful effects of extensive chatbot use. Reports of incidents in which ChatGPT sparked psychosis in users have been everywhere for the past few months, and in a blog post last week, OpenAI acknowledged 4o’s failure to…

AI

‘Cheapfake’ AI Celeb Videos Are Rage-Baiting People on YouTube

“They’re tweaking my voice or whatever they’re doing, tweaking their own voice to make it sound like me, and people are commenting on it like it is me and it ain’t me,” Washington recently told WIRED, when asked about AI. “I don’t have an Instagram account. I don’t have TikTok. I don’t have any of…

AI

GPT-5 Doesn’t Dislike You—It Might Just Need a Benchmark for Emotional Intelligence

Since the all-new ChatGPT launched on Thursday, some users have mourned the disappearance of a peppy and encouraging personality in favor of a colder, more businesslike one (a move seemingly designed to reduce unhealthy user behavior.) The backlash shows the challenge of building artificial intelligence systems that exhibit anything like real emotional intelligence. Researchers at…

AI

OpenAI Designed GPT-5 to Be Safer. It Still Outputs Gay Slurs

OpenAI is trying to make its chatbot less annoying with the release of GPT-5. And I’m not talking about adjustments to its synthetic personality that many users have complained about. Before GPT-5, if the AI tool determined it couldn’t answer your prompt because the request violated OpenAI’s content guidelines, it would hit you with a…

Software

Why curl and Your Browser Sometimes See Different Results

psitbdUser4 hours ago04 mins

Many developers have experienced a strange phenomenon: when you curl a URL, you get a cache HIT or the expected content, but when opening the same URL in a browser, the page behaves differently, takes longer to load, or even shows a cache MISS. Let’s break down why this happens.

1. HTTP Requests Aren’t the Same

Even though both curl and browsers send HTTP requests, there are key differences in headers that can change how the server or CDN responds.

Common Differences:

Header	Browser	curl (default)	Effect
`User-Agent`	Sent automatically by the browser (e.g., Chrome, Firefox)	curl default (`curl/8.3`)	Some servers respond differently based on user-agent (mobile vs desktop, modern vs legacy).
`Accept-Encoding`	Usually `gzip, br, deflate`	None unless specified	Servers may compress content differently or bypass cache.
`Cookies`	Browser sends cookies stored for the site	None unless manually set	Session-based content may differ.
`Referer`	Automatically sent by browsers	None	Can affect caching, analytics, and redirects.
`Cache-Control`	Browser may send `max-age=0` on reload	None	Forces server/CDN to bypass cache.

2. How CDNs Treat Requests Differently

Content Delivery Networks like CloudFront cache responses based on request headers.

If a browser sends extra headers (cookies, certain encodings, user-agent), CloudFront may treat it as a unique request → cache MISS.
curl with minimal headers hits the cached version → cache HIT.

Example:

curl -I https://example.com/page
# Might return X-Cache: HIT

Open in browser
# X-Cache: MISS

3. Debugging Browser vs Curl Differences

1 Inspect Headers:

Use browser dev tools (Network tab) to see headers sent by the browser.
Use curl -v to see headers sent by curl.

2 Replicate Browser Request with Curl:

curl -H "User-Agent: " \
     -H "Accept-Encoding: gzip, deflate, br" \
     -H "Cookie: " \
     https://example.com

3 Check Cache Behavior:

Observe X-Cache or CF-Cache-Status headers from CloudFront or other CDNs.

4. Takeaways

HTTP requests are not uniform; headers matter.
CDNs may cache multiple versions of the same URL depending on headers.
To debug cache issues, always compare browser and command-line requests.
Minimal header forwarding policies in CDNs can reduce unnecessary cache misses.

If you’ve ever struggled with repetitive tasks, obscure commands, or debugging headaches, this platform is here to make your life easier. It’s free, open-source, and built with developers in mind.