frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Show HN: I cut LLM API bill by 55% with a Python text compressor, no AI involved

https://agentready.cloud/hn
2•christalingx•1h ago

Comments

christalingx•1h ago
A new privacy-first API We redesigned our API — now the official version — to handle token compression with privacy at its core. We only require your AgentReady key. Your LLM API key stays yours — we never see it:

------------------------------------------- import requests, os from openai import OpenAI

# Step 1: Compress messages with AgentReady res = requests.post("https://agentready.cloud/v1/comp...", headers={"Authorization": "Bearer ak_live_116e......"}, json={"messages": [{"role": "user", "content": your_text}]}) compressed = res.json()["messages"]

# Step 2: Send to YOUR LLM with YOUR key client = OpenAI(api_key=os.environ["OPENAI_API_KEY"]) response = client.chat.completions.create(model="gpt-4o", messages=compressed) -------------------------------------------

Here's everything else we shipped:

- Optimized compression — the new API compresses data more efficiently, reducing token usage further.

- OpenClaw integration — AgentReady now works seamlessly with OpenClaw.

- Benchmark page — we created a benchmark page AgentReady — Make the Web Readable for AI Agents

- PIP & NPM packages — integrate AgentReady directly into your Python or JavaScript projects with a single install.

- Token usage tracking — better visibility into how your tokens are being used.

- Self-hostable version (coming soon) — compress tokens entirely on your local machine. Nothing leaves your environment. The only external call is a license key check against our server.

------------------------------------------

Get started in seconds We also streamlined the sign-up flow — you can now register and get your API key in less than 10 seconds here:

https://agentready.cloud/quick-key

------------------------------------------- You can find everything else here:

homepage: https://agentready.cloud/

docs: https://agentready.cloud/docs/quickstart

Ask HN: How can I avoid the "It's not just X, it's Y" writing

1•milowata•34s ago•0 comments

Code Isn't Slowing Your Project Down, Communication Is

https://shiftmag.dev/code-isnt-slowing-your-project-down-communication-is-7889/
1•vinhnx•54s ago•0 comments

The first cars bold enough to drive themselves

https://arstechnica.com/features/2026/02/the-first-cars-bold-enough-to-drive-themselves/
1•bookofjoe•1m ago•0 comments

Excellence over Mediocrity, from Mamdani to Marx to Food – Corey Robin

https://coreyrobin.com/2025/11/15/excellence-over-mediocrity-from-mamdani-to-marx-to-food/
1•rbanffy•3m ago•0 comments

Node.js vs. Deno vs. Bun Performance Benchmarks

https://www.repoflow.io/blog/node-js-vs-deno-vs-bun-performance-benchmarks
1•vinhnx•3m ago•0 comments

Google moonshot spinoff wants an Internet of lasers

https://www.thestack.technology/google-moonshot-spinoff-looks-to-ship-the-internet-as-light/
1•vinhnx•3m ago•0 comments

Vulnerability as a Service

https://herman.bearblog.dev/vulnerability-as-a-service/
1•HermanMartinus•4m ago•0 comments

Show HN: I got tired of writing Pandas scripts just to JOIN two CSV files

1•debba•5m ago•0 comments

Brain on burnout: What 70% of workers are missing about recovery

https://medium.com/@6thMind/your-brain-on-burnout-what-70-of-workers-are-missing-about-recovery-1...
1•smanuel•5m ago•0 comments

Disrupting the Gridtide Global Cyber Espionage Campaign

https://cloud.google.com/blog/topics/threat-intelligence/disrupting-gridtide-global-espionage-cam...
1•campuscodi•5m ago•0 comments

Notes on Reinforcement Learning

https://mattlanders.net/about.html
1•sato_sakura•6m ago•0 comments

Life After Leggings

https://trendslates.substack.com/p/life-after-leggings-population-struggles
1•faderisimo•6m ago•0 comments

WebMCP is available for early preview in Chrome

https://developer.chrome.com/blog/webmcp-epp
1•strongpigeon•6m ago•0 comments

The Rejection of Artificially Generated Slop (Rags)

https://406.fail/
1•ghostoftiber•6m ago•1 comments

The world is still so full of dinosaurs

https://robinrendle.com/notes/the-world-is-still-so-full-of-dinosaurs/
1•speckx•7m ago•0 comments

Ephemeral Sandboxes Break Down for Long-Running AI Agents

https://medium.com/data-engineer-things/from-stateful-stream-processing-to-stateful-sandbox-de18f...
1•WavyPeng•7m ago•0 comments

Show HN: Kinetic SQL – A lightweight, real-time SQL Engine for Node.js

https://github.com/serial-committer/kinetic-sql
1•im_kapilkumar•8m ago•0 comments

Show HN: TMDD – continuous threat modelling that makes your code more secure

https://github.com/attasec/tmdd
2•attasec•8m ago•0 comments

ANN: Tada 0.4.0 – local (cached) dependencies support

https://github.com/tomekw/tada/releases/tag/v0.4.0
1•todsacerdoti•9m ago•0 comments

ZeroTier Licensing Changes (2025)

https://github.com/zerotier/ZeroTierOne/issues/2206
1•w3ll_w3ll_w3ll•9m ago•0 comments

Show HN: Stintly – Offline-first app for freelancers with on-device AI

https://stintly.app
1•ryanfielding•10m ago•0 comments

AI Derangement Syndrome

https://davelee.me/ai-derangement-syndrome/
1•linhns•10m ago•0 comments

AI chatbots operating in Colorado would have to take steps to protect kids

https://coloradosun.com/2026/02/25/colorado-chatgpt-chatbot-regulations/
1•Carrok•11m ago•0 comments

GNU Texmacs

https://www.texmacs.org/tmweb/home/welcome.en.html
2•remywang•12m ago•0 comments

More Cows, More Wives

https://www.worksinprogress.news/p/more-cows-more-wives
2•oxw•13m ago•0 comments

Killing for Content

https://www.liberalcurrents.com/killing-for-content/
1•martythemaniak•14m ago•0 comments

Private Credit Fears Deepen with UBS Warning of 15% Defaults

https://www.bloomberg.com/news/articles/2026-02-25/ai-disruption-fears-prompt-scrutiny-in-booming...
3•koolhead17•14m ago•0 comments

The long death of programming languages

https://til.andrew-quinn.me/posts/the-long-death-of-programming-languages/
1•hiAndrewQuinn•15m ago•0 comments

Show HN: An Occam to Go transpiler (LLM-generated)

2•dboreham•15m ago•0 comments

How do you prevent AI from generating unmaintainable code?

https://github.com/suan8353/YuCheng-Lang-YuCheng
2•sumu327•15m ago•1 comments