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Clawbolt: AI assistant for contractors, not knowledge workers

https://blog.mozilla.ai/the-hardest-part-of-running-a-small-business-in-the-trades/
4•river_otter•1h ago

Comments

river_otter•1h ago
Nathan here, MLE at Mozilla.ai. We wrote this because the AI productivity conversation has been almost entirely about desk workers, and we think that's a miss.

My buddy runs a general contracting business. He's good at what he does, but he spends a lot of evenings on a laptop chasing invoices and scheduling follow-ups instead of hanging outwith his family and friends. Most tools being built right now weren't built primarily for him.

Clawbolt is our attempt at a purpose-built AI assistant for people in the trades. It lives in messaging apps they already use, connects to things like QuickBooks and Google Calendar, and is proactive rather than waiting to be asked, just like OpenClaw. Following up on unpaid invoices, flagging material cost changes, that kind of thing. Open source core at github.com/mozilla-ai/clawbolt if you'd like to check it out and give it a star.

We're early and looking for input from people who actually work in the trades or run small trade businesses. Would love to hear what resonates and what we're missing.

Directory of all Canon EOS SLR / DSLR cameras and their exact AF systems

https://exclusivearchitecture.com/03-technical-articles-AFSE-D-list-of-cameras.html
1•ExAr•45s ago•0 comments

The Speed of China's Scientific Rise

https://www.theatlantic.com/science/2026/03/china-science-superpower/686564/
1•JumpCrisscross•2m ago•0 comments

Did John Nash Have Schizophrenia?

https://michaelhalassa.substack.com/p/did-john-nash-really-have-schizophrenia
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The Apple Charging Situation

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The Experience of Work in Early Modern England

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1•mitchbob•4m ago•1 comments

China detains Panama-flagged ships after cancellation of canal concession

https://www.semafor.com/article/03/27/2026/china-detains-panama-flagged-ships
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How Can America Be So Miserable When It's So Rich?

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1•paulpauper•9m ago•0 comments

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https://owl.billpg.com/all-files-are-numbers/
1•speckx•9m ago•0 comments

Ask HN: Is consumer AI boxes a viable idea?

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FaceTime with My 19-Year-Old Self

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3•rickyyean•11m ago•1 comments

Back to FreeBSD – Part 2 – Jails

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A Life of Paying Attention

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TurboQuant: Building a Sub-Byte KV Cache Quantizer from Paper to Production

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Canada loaning millions to rare earth project linked to Trump White House

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The vanishing "Proof of Work" in software engineering

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Vibe-Coded Ext4 for OpenBSD

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TurboQuant: Online Vector Quantization with Near-Optimal Distortion Rate

https://openreview.net/forum?id=tO3ASKZlok
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Ask HN: What is your home AI programming hardware setup?

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Arm is burning its business model on the altar of AI

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Snow flies create their own heat to avoid freezing

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1•gmays•25m ago•0 comments

Finding a typo in Fourth Wing using AI

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Custom kernel mode code signing policies on Windows

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CAS Internals – 825 pages on how a 400-module Spring Boot app works

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