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آخرین خبرها

Amazon Prime Video nearly doubles the price to go ad-free and stream 4K video

Starting April 10th, Amazon's ad-free Prime Video subscription will be rebranded as Ultra as its price increases to $4.99 per month from the current $2.99. Once it launches, it will also be the "exclusive" way to access 4K/UHD streaming, removing 4K streaming access from Prime subscribers who don't pay extra. Paying the extra five bucks […]

Google Pixel 10A review: Just buy the 9A

I'm not entirely sure why the Pixel 10A exists. Google hasn't upgraded the chipset, cameras, or battery in the new phone, and the tweaks it's made elsewhere are minimal at best. The flatter camera island is good, I guess! In one sense this isn't a big problem: The Pixel 9A is an excellent device, and […]

Hammerspoon

Article URL: https://github.com/Hammerspoon/hammerspoon

Comments URL: https://news.ycombinator.com/item?id=47367932

Points: 4

# Comments: 1

Adobe will pay $75 million to settle US cancellation fee lawsuit

Adobe says it will pay $75 million to resolve a lawsuit filed by the US government alleging that the creative software giant harmed consumers by making its subscriptions intentionally hard to cancel and concealing termination fees. The payment aims to resolve the complaint raised in June 2024, in which the US Justice Department accused Adobe […]

Your Phone Is an Entire Computer

Article URL: https://medhir.com/blog/your-phone-is-an-entire-computer

Comments URL: https://news.ycombinator.com/item?id=47367568

Points: 60

# Comments: 53

Show HN: Context Gateway – Compress agent context before it hits the LLM

We built an open-source proxy that sits between coding agents (Claude Code, OpenClaw, etc.) and the LLM, compressing tool outputs before they enter the context window.

Demo: https://www.youtube.com/watch?v=-vFZ6MPrwjw#t=9s.

Motivation: Agents are terrible at managing context. A single file read or grep can dump thousands of tokens into the window, most of it noise. This isn't just expensive — it actively degrades quality. Long-context benchmarks consistently show steep accuracy drops as context grows (OpenAI's GPT-5.4 eval goes from 97.2% at 32k to 36.6% at 1M https://openai.com/index/introducing-gpt-5-4/).

Our solution uses small language models (SLMs): we look at model internals and train classifiers to detect which parts of the context carry the most signal. When a tool returns output, we compress it conditioned on the intent of the tool call—so if the agent called grep looking for error handling patterns, the SLM keeps the relevant matches and strips the rest.

If the model later needs something we removed, it calls expand() to fetch the original output. We also do background compaction at 85% window capacity and lazy-load tool descriptions so the model only sees tools relevant to the current step.

The proxy also gives you spending caps, a dashboard for tracking running and past sessions, and Slack pings when an agent is sitting there waiting on you.

Repo is here: https://github.com/Compresr-ai/Context-Gateway. You can try it with:

  curl -fsSL https://compresr.ai/api/install | sh
Happy to go deep on any of it: the compression model, how the lazy tool loading works, or anything else about the gateway. Try it out and let us know how you like it!


Comments URL: https://news.ycombinator.com/item?id=47367526

Points: 12

# Comments: 4

Backbone’s versatile pro controller is nearly matching its best price to date

Mobile gaming has come a long way over the course of the last decade or so, but we all know that smartphones simply can’t match the visceral, tactile feel you get while playing with a dedicated controller. Luckily, Backbone makes some excellent mobile options — including last year’s Backbone Pro, which is on sale at […]

John Carmack about open source and anti-AI activists

Article URL: https://twitter.com/id_aa_carmack/status/2032460578669691171

Comments URL: https://news.ycombinator.com/item?id=47367463

Points: 10

# Comments: 0

The Accidental Room (2018)

Article URL: https://99percentinvisible.org/episode/the-accidental-room/

Comments URL: https://news.ycombinator.com/item?id=47367443

Points: 6

# Comments: 0

One of Our Favorite Large TVs Is $400 Off

The 85-inch Hisense U7 gets a big discount, with markdowns for smaller sizes too.

دسته‌بندی‌ها

معمولی: گجت‌ها، نرم‌افزار، امنیت، AI، استارتاپ