Builder at CloudRaven Labs. Building TrendSights: community research grounded in public data, traceable methods, and evidence people can review.

Bothell, WA
Joined June 2010
At CloudRaven Labs, I’m building TrendSights: a community research workbench that turns place-based questions into reviewable evidence. This walkthrough shows the direction: public data, traceable methods, and artifacts people can inspect. Still building, still learning.
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Adding Census context to our King County crash study: Tukwila has 42,504 workplace primary jobs and 10,044 resident-held primary jobs (LODES 2023)—a 4.2-to-1 balance. A useful reason to look beyond resident population when studying local roads.
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The road data adds another clue: 69.9% of Tukwila's reported crashes in 2023 were coded State Route. One I-5 section carried estimated AADT of 239,000 vehicles/day. Job links, resident counts and traffic volumes each tell us something different.
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Our Seattle–Bellevue–Tukwila example joins federal, state and local evidence, with Census MOEs and join audits. Crashes: 2020–2024; ACS: 2020–2024; jobs: 2023. Exploratory counts, not travel-adjusted risk. What would you investigate next? trendsights.io
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Im going full Luna Ultra. Nobody gonna stop me.
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Public Service Announcement: @OpenAI's Codex banked resets will just expire and disappear WITHOUT WARNING when they hit their exp date-time, no 'use it or lose it' reminder, they DO NOT auto-apply, if you forget about them they are GONE. The credit just disappears. POOF.
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Looks like @OpenAI Codex usage has improved and isn’t draining as fast after the latest fix. Time for some @openclaw experimentation.
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Rob Schaper retweeted
Jarvis / Samantha / TARS / Etc Try it, and do your best work all while being away from that keyboard. Time to have fun! Available in the ChatGPT desktop app now.
ChatGPT Voice is now in the desktop app. Control your computer and direct multiple agents running in ChatGPT Work or Codex, using just your voice. It's powered by GPT-Live, so it can speak, listen, and coordinate work in the app at the same time. Rolling out globally today on macOS and Windows to Plus, Pro, Business, Edu, and Enterprise plans.
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Rob Schaper retweeted
🧑‍🏫3hr Long Deep Agents Course Great course from a member of the community on Deep Agents Covers task planning, file systems for context management, subagent-spawning, and long-term memory youtube.com/watch?v=J8DzuMmS…
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Go beyond the tailored résumé. Journey Orchestration for Job Seekers and Career Counselors with Agentic Research and Network Intelligence. 7-day full use trial, 25-credits included, no credit card required. Limited access. 1:1 onboarding and live career service support.
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Codex credits vanishing faster than my weekend plans.
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Rob Schaper retweeted
Deploy a production ready agent to the web... with the same setup you use to define a coding agent AGENTS.md - open standard /skills - open standard mcp.json - convention
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A couple weeks ago I had a literal 'novel idea' and open sourced a method for developing complex narratives in novel format, with a markdown to epub+pdf+DOCX output using VScode and Codex (my fave). It's called 'Narrative-as-Code' and is available for anyone on @github to use. Writing a novel? Developing a video game with a complex storyline? Want to avoid holes in your plot, gaps in your story? Want a fully personalized, highly custom novel? Thats right, VScode+Codex is the main interface for developing a fully print-ready draft of your story idea! Start with just an idea, or if you have a draft document with your story drafted, even if it is partially formed, you can use narrative-as-code to finalize your push to a working draft. If you are writing a novel or video game with a complex storyline, characters, and need to keep everything straight as you make edits and changes, then this might just be for you. Github link in the comments. Reach out if you need help getting started!
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The TSA doesn’t even need to exist, the war on terror is over and airlines themselves should be in charge of their own airport security. What’s happening at airports with TSA lines is about control, not about passenger safety. Are we cattle? Seriously! Yes, I remember what it was like to travel pre-2001 and it was glorious.
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Rob Schaper retweeted
After 40 years (born and raised) I left WA. Moment is leaving this month as well. I'm not even a millionaire affected by this tax. But when you add up all the costs to run a business in WA we can't afford it. You can build a remote team and re-open in Wyoming, removing all of these costs. WA is incredibly beautiful (especially the summers) and the people are great. Unfortunately the numbers don't lie and unless you run a super high margin software business, WA is just too expensive. Personally...you'd never pick WA to start a company. - Gas taxes (now some of the highest in the state) - Sales tax (up to 10.5% in Seattle) - Property tax (1% of your home value with a path they can take this to 3%. In total $ this tax they have increased nearly 100% over the last decade) - Capital gains tax (new in the last three years went form 0 -> 9%. it targets business owners and not real-estate). - Estate tax (they recently changed it to a progressive system that is up to 35% just to the state of WA) - Housing prices are some of the highest in the country. - Food costs are unreal, just visit a Seattle restaurant or grocery store. Business... - Very little capital. Great angels but almost no VC or larger funding sources. - Super high salaries for tech talent (this has changed but amazon, microsoft, etc paid very high rates for a very long time). - B&O Tax: paid as a % of your sales. - Sales & Use Tax (this is the real killer) What pushed us out was the recent change to Sales & Use Tax. It used to be you paid this tax on physical things you bought for your business, similar to sales tax. Now you pay it on 100% of the items you buy, think shopify, aws, google, etc. Even if your team is remote you pay 10% sales tax on 100% of these purchases no matter where peole are located. But the real kicker, was they expanced this law to be a tax that applies to all digital advertising. Run FB ads in Germany? You pay WA state a 10% tax. Overnight that is a+$200K a year tax that did not exist last year. Again not even based in where your ads run or where your team is. Incorporated in WA state? You will pay this tax. What makes this sad is all political diversity disappeared years ago. It's that debate that keeps government from taking everything. One political team has run the state for +30 years and Seattle for more than 50 years. This train has been coming for years and is now accelerating. WA government can never have enough $. I hope there is a new generation of company builders who see this is an opportunity and can run into the burning building.
The Millionaires’ Tax passed by the House represents historic progress in rebalancing our unfair system. It sends significant dollars back to Washington families and small businesses. It expands the Working Families Tax Credit to 460,000 additional households – that’s money straight back into the pockets of working families. It saves working parents money and ensures our kids are prepared to learn by funding free breakfast and lunch for all Washington K-12 students, which has been a priority of mine since I ran for governor. The Millionaires’ Tax will apply to less than one half of one percent of Washingtonians, but make life more affordable for millions. I look forward to signing it.
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How can job seeker's identify when a company posts a "Ghost Job Listing"? Ghost job listings have been commonplace on platforms like LinkedIn and Indeed, and many corporate career pages have teams of recruiters who post job listings independent of the business, with no real plans to hire (is there a need to grow a 'talent network' or pretend for equity analysts?). I've noticed a trend of roles that are posted but not shared online anywhere, by anyone, even for really interesting and very high-paying roles. Is this type of behavior a signal for a 'ghost job listing'? I'm curious what others are seeing here on LinkedIn as they look for new opportunities. Sharing open roles like this used to be a big thing at Amazon, for example.
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