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Article URL: https://github.com/catcam/hads

Comments URL: https://news.ycombinator.com/item?id=47351662

Points: 1

# Comments: 1

Article URL: https://www.newscientist.com/article/2517730-why-a-peruvian-mountain-is-becoming-an-impossible-particle-detector/

Comments URL: https://news.ycombinator.com/item?id=47351656

Points: 2

# Comments: 0

We kept hitting the same wall building voice AI systems. Pipecat and LiveKit are great projects, genuinely. But getting it to production took us weeks of plumbing - wiring things together, handling barge-ins, setting up telephony, Knowledge base, tool calls, handling barge in etc. And every time we needed to tweak agent behavior, you were back in the code and redeploying. We just wanted to change a prompt and test it in 30 seconds. Thats why Vapi retell etc exist.

So we wrote the entire code and open sourced it as a Visual drag-and-drop for voice agents ( same as vapi or n8n for voice). Built on a Pipecat fork and BSD-2, no strings attached. Tool calls, knowledge base, variable extraction, voicemail detection, call transfer to humans, multilingual support, post-call QA, background noise suppression, and a website widget are all included. You're not paying per-minute fees to a middleman wrapping the same APIs you'd call directly.

You can set it up with a simple docker command. It comes pre-wired with Deepgram, Cartesia, OpenAI , Speechmatics Sarvam for STT, same for TTS, and OpenAI, Gemini, groq, Openrouter, Azure on the LLM side. Telephony works out of the box with Twilio, Vonage , CLoudonix and Asterisk for both inbound and outbound.

There's a hosted version at app.dograh.com if self-hosting isn't your thing.

Repo: github.com/dograh-hq/dograh Video walkthrough: https://youtu.be/sxiSp4JXqws

We built this out of frustration, not a thesis. The tool is free to use and fully open source (and will always remain so), happy to answer questions about the data or how we built it.

Comments URL: https://news.ycombinator.com/item?id=47351652

Points: 2

# Comments: 1

Article URL: https://benvanroo.substack.com/p/measuring-the-machines-that-kill

Comments URL: https://news.ycombinator.com/item?id=47351638

Points: 1

# Comments: 0

Article URL: https://hackaday.com/2026/03/12/pokemon-go-had-players-capturing-more-than-they-realized/

Comments URL: https://news.ycombinator.com/item?id=47351636

Points: 1

# Comments: 0

Article URL: https://margindash.com/

Comments URL: https://news.ycombinator.com/item?id=47351609

Points: 1

# Comments: 1

Article URL: https://www.ft.com/content/ce1c8fd9-5aae-4026-a883-aeba00b6e9e0

Comments URL: https://news.ycombinator.com/item?id=47351591

Points: 3

# Comments: 0

Article URL: https://github.com/doctly/switchboard

Comments URL: https://news.ycombinator.com/item?id=47351580

Points: 2

# Comments: 1

Article URL: https://blog.langchain.com/the-anatomy-of-an-agent-harness/

Comments URL: https://news.ycombinator.com/item?id=47351567

Points: 2

# Comments: 1

Article URL: https://cloud.google.com/blog/products/identity-security/google-completes-acquisition-of-wiz

Comments URL: https://news.ycombinator.com/item?id=47351563

Points: 1

# Comments: 0

Article URL: https://nickcharlton.net/posts/vodafone-mobile-broadband-zte-k5161z-lte-dongle-linux.html

Comments URL: https://news.ycombinator.com/item?id=47351554

Points: 2

# Comments: 0

Article URL: https://docs.google.com/document/d/1BAw0oUXs4G1-j8TNFx-rWZmXhlAkmx5doI1UuP7TXvs/edit?usp=sharing

Comments URL: https://news.ycombinator.com/item?id=47351535

Points: 1

# Comments: 1

Article URL: https://www.reuters.com/world/china/china-set-pass-new-ethnic-minority-law-prioritise-use-mandarin-language-2026-03-12/

Comments URL: https://news.ycombinator.com/item?id=47351533

Points: 1

# Comments: 0

Article URL: https://www.reuters.com/business/energy/helium-prices-soar-qatar-lng-halt-exposes-fragile-supply-chain-2026-03-12/

Comments URL: https://news.ycombinator.com/item?id=47351517

Points: 2

# Comments: 0

The company has released iOS and iPadOS versions 16.7.15 and 15.8.7 to patch the vulnerabilities.

The post Apple Updates Legacy iOS Versions to Patch Coruna Exploits appeared first on SecurityWeek.

Customers of Halifax, Bank of Scotland and Lloyds Bank experienced a glitch this morning, where details of other customers’ transactions were displayed in their online banking apps

Article URL: https://system-manager.net/main/tutorials/getting-started/

Comments URL: https://news.ycombinator.com/item?id=47350727

Points: 1

# Comments: 0

If AI Agents Become a Workforce, What Is the Enterprise OS?

Something interesting is starting to happen inside companies.

AI agents are no longer just answering questions.

They analyze data, trigger workflows, call APIs, coordinate tools, and sometimes even initiate actions across systems.

In other words, they are beginning to behave like a new type of workforce.

But enterprises are still managing them with tools designed for a different world.

Traditional enterprise software assumes a simple model:

humans decide software executes

AI agents blur that boundary.

They can initiate work, coordinate systems, and operate across multiple platforms. At scale, the enterprise starts to resemble a distributed computing environment.

And distributed systems usually need an operating system.

But organizations don’t really have one.

They have applications, automation tools, AI frameworks, and dashboards — but no true system layer coordinating governance, decisions, execution, and learning across the whole organization.

So this raises an interesting question.

If AI agents continue expanding as part of the operational workforce, what is the *operating system of the enterprise?*

One possible way to think about it is a new category:

*Enterprise Evolution Operating System (EEOS)*

A system layer that coordinates:

governance decision execution evolution

So the organization itself becomes a continuously improving system.

We’re exploring this idea through an open architecture project:

https://github.com/Saafree-Inc/saafree-docs

Curious how others think about this.

If AI agents become part of the workforce, what would the operating system of the enterprise actually look like?

Comments URL: https://news.ycombinator.com/item?id=47350724

Points: 1

# Comments: 0

Article URL: https://www.nytimes.com/2026/03/12/business/media/a-call-for-reporting-tips-rankles-pentagon-officials.html

Comments URL: https://news.ycombinator.com/item?id=47350721

Points: 1

# Comments: 1