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Adam Marcus

@marcua.hachyderm.io.ap.brid.gy
4 followers 0 following 93 posts

Hummus, people, and data. Co-Founder & CTO of B12. Previously Locu, MIT CSAIL. He/him. [bridged from hachyderm.io/@marcua on the fediverse by fed.brid.gy ]

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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 27/09/2026
If you write online, consider a "how I write" AI disclaimer. Or: How I (don't) use AI to write blog posts: blog.marcua.net/2026/09/27/ai-discl…
blog.marcua.net
If you write online, consider a "how I write" AI disclosure
I’ve had an increasing urge to put an AI disclaimer at the bottom of each of my blog posts saying effectively “I really wrote this post with my own brain and fingers.” In the past few months, we’ve seen an understandable frustration as readers encounter posts that they spend more time reading than a writer might have spent thinking about or writing. Since I’m blogging more this year and people’s trust in what they read has diminished due to AI skepticism, I’ve decided to spell out how I use AI in my blogging process. In a sentence, my AI-on-this-blog policy is: I write and edit my own posts, I ask LLMs for feedback instead of prose, I religiously avoid copy/paste from the LLM, and on rare occasions where it makes sense for an LLM to write a snippet for me, I try to label it. Subscribe Here are the details: * I write my own words. I’m writing on this blog because I appreciate that it helps me process partially formed thoughts. All of the words/phrases/paragraph constructions in the first draft of a blog post are my own, as are the rewordings in subsequent drafts. * I edit my drafts end-to-end, multiple times, often reading them out loud. While an LLM might help me iterate on my writing, I read (and own) every word at the end of the process. * I ask LLMs for critique or direction. The primary action I take with AI on this blog is to drag a draft’s markdown file into a chat session and ask various versions of “Do you have any feedback?” A way less common question I’ll ask every few blog posts is “Is this one blog post or two?” I still ask friends/colleagues for feedback on my drafts, but more rarely. * I don’t ask the LLM to clean up my writing or rewrite something for me, and I don’t copy/paste an LLM’s output into the blog post body. I’m not interested in seeing the LLM’s version of my writing. I find that having a pretty strict “don’t copy/paste” rule forces me to think about feedback I’m getting and whether/how I want to update my argument or my approach to making it. If the LLM restates something I write as part of its critique, I read that rewrite, internalize what it has changed, decide if I want to address the problem it’s solving, and rewrite the text myself. * There are rare cases where I do ask an LLM to write text for supporting material, and when I do, I try to clearly label those cases. For example, to provide a concrete example of the prototype-plan-stack development pattern, I asked the agent I used to build the scheduling feature to look at commit history and summarize the stack and how it changed. The two `Example` blocks in that blog post say something along the lines of `AI disclosure: I asked an agent to summarize the markdown plan's PR descriptions and gating details and then edited them.` so the reader knows the words are not my own. I’ll close with some observations about the writing policy, how it differs from my other uses of LLMs, and a call to write up your own policy. First, it’s been interesting to heavily rely on LLMs for feedback. The feedback/critique an LLM provides might not be as good as a friend’s, but while I might periodically ask a friend for feedback on a blog post relevant to their expertise, I’d feel bad asking them to read repeat drafts as I iterate on my writing for a totally-just-for-fun blog. In comparison, I don’t mind asking an LLM for feedback on the sixth iteration or to catch any errors I’ve introduced in what I hope will be my last editing pass. Effectively, I have two budgets for feedback: a nearly unlimited one to quickly iterate with an LLM, and one I use sparingly when I think a friend or colleague’s take could strengthen the writing. My second reflection is on the contrast between my writing process above and how I use LLMs to code. With coding agents, I describe what I want, an LLM writes 100% of the code, and I provide the agent with several rounds of my own review/feedback, guidance, and testing follow-ups. While I feel similar ownership over posts I write myself and code I steered an agent through, my process to generate them is very different. I think this happens for two reasons: * My goals with writing and coding are different: I write here to solidify my own thoughts and convince others of them, whereas I build features and systems for the outcomes they will deliver. Where my writing IS the work product, the agent’s code is a step along the way to the work product. * I suspect the practices differ because of my professional experience: I’m not a professional writer, but I build systems and products for a living. As I’ve grown more senior in engineering and product, I’ve already been giving more guidance and writing less code. My “I hardly write the code” agent-assisted coding process is a natural extension of that. Given how useful agents can be, how frustrated people get when they are sent unreviewed slop to read, and how many different ways you can use them in a writing process, I think it’s important for people to share how they use these tools. Especially given how it’s easy to lean on LLMs in areas where you might give away your own agency for thought, it’s good to clarify for yourself and others what your approach to using them is. More broadly, this is a good moment for everyone who uses agents for knowledge work tasks to share how they’re doing so. I’m excited to read how others think about agents assisting vs. replacing thought formation, how these tools can be used for feedback/critique, and the asymmetry in effort between producing and consuming content.
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 31/08/2026
Every team I've spoken with is struggling with whether and how to review AI-generated code. I wrote up the prototype-plan-stack pattern we've used at B12 to understand many thousand-line AI code contributions for the past few months, with an actual example […]
hachyderm.io
Original post on hachyderm.io
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 31/07/2026
New blog post! In "Authorize, don't authenticate," I argue for the elimination of the login screen in applications that manage your personal data. You should be authorizing apps to access your data, not logging in for the privilege of handing it over! The blog […] [Original post on hachyderm.io]
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 19/07/2026
Any data engineers in my network looking for a short-term contract setting up a Databricks-based ingestion/analysis pipeline? Would be for an academic lab studying the platform economy in collaboration w/ NYC gov. Happy to connect you!
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 25/06/2026
I'm starting virtual office hours for anyone who is a new/soon-to-be professional in software engineering/product management/design. I'm excited to learn from and give my opinion on questions and experiences participants have in these interesting times for our field. While my primary goal is to […]
hachyderm.io
Original post on hachyderm.io
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 23/06/2026
Dear New York: Today is the day to work through the uncertainty and make some compromises. Go vote!
A sign that says vote here/vote aquiA floor decal in the shape of an arrow that says Vote NYC
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 06/05/2026
For designers to work outside a codebase, you have to keep wireframes and implementation in sync. To that end, I'm sharing Figmimic, a bookmarklet that copies any website or webapp into Figma in an editable state. Try it: marcua.net/minitools/figmimic […] [Original post on hachyderm.io]
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 05/05/2026
A fine use of CLAUDE.md: a coworker instructed their agent to use Ska bands as example constants in tests. If you're wondering, the examples are geographically spread across the US (not internationally) and the later waves of Ska. They will be on `main` soon.
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 08/04/2026
Late last year, I gave a talk at Northeastern to students in a few software engineering classes about what's changing and what's staying the same for junior engineers in industry with the introduction of coding agents. Slides and notes here […] [Original post on hachyderm.io]
A timeline of the professional experiences a junior engineer used to develop over several years. Skills that used to take years to hone are now required in your first moments with a coding agent.
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 12/03/2026
I've never built anything for a decade professionally, but here we are! blog.marcua.net/2026/03/12/b12-30
blog.marcua.net
B12 3.0
Wow! We’ve been building B12 for a little more than 10 years now. Today, we announced B12 3.0. As the name suggests, 3.0 represents the third major generation of our approach to helping our customers build their web presence: * B12 1.0 (2015 - 2020) was all about having experts do it for you. When we first started B12, we built Orchestra to help assemble teams of designers, copywriters, and project managers in minutes. Using previous generations of AI models, we supercharged a traditional design agency model and provided experts with powertools to make their work more effective. * B12 2.0 (2020-2025) introduced AI-scaffolded starting points. As large language and image generation models got increasingly powerful, we moved to a world where you could describe what you wanted to a model. The model would pick a respectable starting point for a website and then fill it in with the copy and imagery that made sense for your business. As customers became more comfortable with AI tooling, we saw a big change in their preferences: In January 2023, 90% of B12’s customers requested expert help after an AI generated their website. By January 2024, 90% of our customers looked at their AI-generated website and decided they could launch on their own. * B12 3.0 (2026 and beyond) offers fully customized AI-generated websites. The “AI fills in the blanks” of B12 2.0 was too rigid in the structure, style, and functionality of websites we could offer customers. With 3.0, a coding agent can fully customize every detail of a customer’s project. With B12 3.0, we’ve seen people build online stores, web apps, business tools, blogs, portfolios, and landing pages. Our customers’ freedom to create what they envision is so gratifying. B12 3.0 was a big gamble. We prototyped it during a hackathon at the end of October 2025, and by February 2026 we were A/B testing it with customers. Could a product we built in 3 months really outperform an experience we spent a decade refining? Would customers put up with the added latency of a coding agent? What bugs or infrastructure quirks lurked? Our A/B test results put our anxiety to rest: when we randomized reveals for the faster and more established 2.0 against the more flexible and higher-quality upstart 3.0, the purchase rate of B12 3.0 was nearly 2x that of B12 2.0. Despite many opportunities for improvement, customers already see B12 3.0 as our best experience yet. When we make launch announcements, I typically list the people involved as a sign of my appreciation. I’m breaking with tradition because this release is so big that every B12er made it possible. Our product, customer success, and marketing teams were consumed with it for the past few months. Yes, 3.0 is a momentous _thing_ , but its release was also a momentous _process_ that involved so many people I’m grateful for.
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 27/02/2026
If you find yourself in Las Vegas, The Punk Rock Museum is a pretty good place to go! It's like 50% nostalgia for whatever 1-2 decades of punk you liked, 50% stuff Fat Mike / NOFX liked or collected.
A photo outside a black building labeled "The Punk Rock Museum" in neon green, with a hat that says "SKA" at the bottom of the photo
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Reposted by Adam Marcus
Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 26/02/2026
Just posted "Four questions agents can't answer: Software engineering after agents write the code" We're dedicating a lot of brain space to what coding agents can do, but it's equally important to consider what they won't accomplish for years to come. Lots of […] [Original post on hachyderm.io]
Four questions agents can't answer

Software engineering after agents write the code

Feb 25, 2026

You’ve likely read countless words about how coding agents have massively changed software engineering. At the extreme, December 2025 was the turning point and we’re unlikely to write a line of code again. But amidst all this talk of change, it helps to understand what likely won’t.

I’m particularly interested in the questions agents can’t answer, doubly so if they are unlikely to answer them well in the coming years. Here are four such questions that blur the line between product management and software engineering. The questions reflect the fact that as coding agents cover more of the nitty-gritty of code generation, humans will be responsible for higher-level concerns. I think these questions will remain in the human domain for years to come:

    What should we work on?
    How much of it are we doing?
    How do we do it well?
    What’s getting in our way?
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 26/02/2026
Just posted "Four questions agents can't answer: Software engineering after agents write the code" We're dedicating a lot of brain space to what coding agents can do, but it's equally important to consider what they won't accomplish for years to come. Lots of […] [Original post on hachyderm.io]
Four questions agents can't answer

Software engineering after agents write the code

Feb 25, 2026

You’ve likely read countless words about how coding agents have massively changed software engineering. At the extreme, December 2025 was the turning point and we’re unlikely to write a line of code again. But amidst all this talk of change, it helps to understand what likely won’t.

I’m particularly interested in the questions agents can’t answer, doubly so if they are unlikely to answer them well in the coming years. Here are four such questions that blur the line between product management and software engineering. The questions reflect the fact that as coding agents cover more of the nitty-gritty of code generation, humans will be responsible for higher-level concerns. I think these questions will remain in the human domain for years to come:

    What should we work on?
    How much of it are we doing?
    How do we do it well?
    What’s getting in our way?
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 28/01/2026
First blog post of the year! In "Claude Code and core dumps" I share how a coding agent helped me resolve a production incident. The agent parsed core dumps to track down a decade-old bug: someone had set a radio stream as their RSS feed! […]
hachyderm.io
Original post on hachyderm.io
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 11/12/2025
I’m excited to share Review, a bookmarklet that makes it easier for you to code review AI coding agents. The bookmarklet turns all unresolved comments on a GitHub pull request into a Markdown-formatted text blob that you can paste into your coding agent of […] [Original post on hachyderm.io]
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 08/10/2025
This one made my brain move in many directions. Not sure I have some conclusive takeaway/worldview after reading it, but it felt good to sit with for a while: theoatmeal.com/comics/ai_art
theoatmeal.com
A cartoonist's review of AI art - The Oatmeal
This is a comic about AI art.
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 27/09/2025
ayb now includes a web frontend! I hope this expands the set of people that can use ayb. The web interface lets you create databases, share them with collaborators, and query them from anywhere! More here: blog.marcua.net/2025/09/27/ayb-v0.1…
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 17/09/2025
Not something you see every day: while looking at a database cluster, I noticed that the "follower" machine had higher CPU utilization than the "primary." At some point, without us (and our customers) knowing, the primary failed over to the follower and was replaced. What a world.
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 10/09/2025
I appreciate @ben's notion of a career mission (his is "to work on and support projects with the potential to make the world more informed and equal.") as a way to guide one's technical skills toward positive change. mastodon.social/@mikeolson/11518029… (h/t @mikeolson)
mastodon.social
Mike Olson (@mikeolson@mastodon.social)
This, by @ben@werd.social, is excellent: https://werd.io/using-technology-skills-for-positive-change/
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 17/08/2025
There's almost always a surprising nugget, usually multiple, in the acknowledgements section of a book/dissertation. Here's one from Manning Marable's "Malcolm X: A Life of Reinvention," for which he was posthumously awarded a Pulitzer prize in history.
A screenshot of a page of an electronic book, with this relevant quote: "In the last year in researching this book, I could not travel and I carried
oxygen tanks in order to breathe. In July 2010, I received a double lung transplant, and following two months' hospitalization, managed a full recovery."
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 21/07/2025
As more engineers use coding agents professionally, the traditional junior engineering mentorship model delays two skills they need to be successful with agents. Junior engineers need earlier introductions to task definition and code review. I wrote about that here […]
hachyderm.io
Original post on hachyderm.io
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 30/06/2025
Happy early Q3 kickoff meeting to all those that celebrate
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 29/05/2025
Things you can learn about a place from Google's automatically generated summary... (Also Less Than Jake is playing there June 17 if you're into that)
A screenshot of Google results that highlight the wrestling coach (not the mayor or other notable people) of Wantagh, NY.
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Reposted by Adam Marcus
Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 22/05/2025
I made a mini-tool called Rich to enrich your CSV files with additional columns using the OpenAI API. It runs entirely in the browser, and you can use it here: marcua.net/minitools/rich Blog post here: blog.marcua.net/2025/05/22/rich-enr…
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 22/05/2025
I made a mini-tool called Rich to enrich your CSV files with additional columns using the OpenAI API. It runs entirely in the browser, and you can use it here: marcua.net/minitools/rich Blog post here: blog.marcua.net/2025/05/22/rich-enr…
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 09/04/2025
I found the two GiveWell podcast episodes/blog posts on the USAID funding cuts to be helpful in understanding how the dust is settling (not that it's fully settled): - Episode 1 in late March on the big picture from their perspective […]
hachyderm.io
Original post on hachyderm.io
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 25/03/2025
Vibe goating
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 24/03/2025
In case you need a break from awful things, here's Cynthia Rudin's bluegrass hit, "My k nearest neighbors" www.causeweb.org/cause/resources/fu… Takes a while to load, but worth it. via Daniel Haas.
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 16/03/2025
Heads up to anyone with a public GitHub repo: I got an email an hour ago that looks like "If you didn't attempt this login, click here." It's a phishing attempt that someone created by posting the issue to my GitHub repo, resulting in my getting a somewhat legitimate-looking email from GitHub.
A screenshot of an email.

Subject: [marcua/ayb] Notification (Issue #XYZ)

Content:
Security Alert: Unusual Access Attempt

We have detected a login attempt on your GitHub account that appears to be from a new location or device.
Login Information

    Location: Reykjavik, Iceland
    IP Address: 53.253.117.8
    Device: Unrecognized

If you recognize this activity, no further action is required. However, if this was not you, we strongly recommend securing your account immediately.
Steps to Secure Your Account

    Update your password to prevent unauthorized access: Change Password
    Review and manage active sessions: Check Recent Activity
    Enable Two-Factor Authentication (2FA) for additional protection: Set Up 2FA

Contact Support

If you need assistance or suspect a security breach, visit:
GitHub Security Support

Thank you for keeping your account secure.

GitHub Security Team

—
Reply to this email directly, view it on GitHub, or unsubscribe.
You are receiving this because you are subscribed to this thread.
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 06/03/2025
I ruff u
A git diff summary, with +73,581 lines added and -57,165 lines removed
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 23/02/2025
The latest ayb is out, featuring Docker images to make it easier to try out and deploy! Here's a short blog post: blog.marcua.net/2025/02/23/ayb-v0.1… This was my first time making GitHub Actions that deploy and tag Docker images on a new git tag. It was cool to see the […]
hachyderm.io
Original post on hachyderm.io
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 13/02/2025
Has enough time passed on Vibe Coding that it's safe to talk about Vibe QAing?
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 11/02/2025
Anyone know best practices for implementing GitHub-style URLs w/ usernames at the beginning of the path? For example, there's a marketing page at github.com/solutions/industry. Do you have to update a list of reserved usernames (e.g., "Can't register user 'solutions'!") every time you […]
hachyderm.io
Original post on hachyderm.io
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 31/01/2025
Same fed.brid.gy/r/https://snarfed.org/2…
snarfed.org
<p>I’ve used <a href="https://www.gnu.org/software/emacs/">Emacs</a> for the last 25 years or so. Over half my life!</p> <p>There are lots of other great editors, I try them now and then, but I realized a while back that I’ll probably use Emacs until I die.</p> <p>I’m ok with that.</p>
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 29/01/2025
This POTUSA album cover is more relevant now than ever
The album cover for "Love Everybody" by The Presidents of the United States of America, in which a baby is holding up a sign that says "Love Everybody"
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 13/01/2025
I so appreciated this introspection mastodon.social/@Gargron/1138230349…
mastodon.social
Eugen Rochko (@Gargron@mastodon.social)
I don't have a very high opinion of myself as a CEO, and I always imagine where Mastodon might've been today if I wasn't a massive introvert, but I'd like to think there were redeeming qualities about my run, as well.
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 08/01/2025
It's been a while since I've watched something that had me literally laugh out loud several times in 5 minutes, but this artisanal data collector did it www.youtube.com/watch?v=eDr6_cMtfdA
youtube.com
Small Data
man touches grass // credits song: "Small Bytes" by Asher King-Abramson// unlock exclusive deleted scenes: https://patreon.com/KRAZAM// https://instagram.com...
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Reposted by Adam Marcus
Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 05/01/2025
New post: Databases are more powerful than they've ever been, but the average person's relationship with their data is in the worst state it's ever been. Your data is stored in databases you don't control, and should instead be stored in your own personal database […]
hachyderm.io
Original post on hachyderm.io
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 05/01/2025
New post: Databases are more powerful than they've ever been, but the average person's relationship with their data is in the worst state it's ever been. Your data is stored in databases you don't control, and should instead be stored in your own personal database […]
hachyderm.io
Original post on hachyderm.io
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 20/12/2024
If anyone is bored and wants to give feedback on a blog post draft about how we spent 6 decades building databases for the wrong user (with cartoons! and a proposed solution!), let me know :)
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 15/12/2024
Delightful read on underrated ways to make a positive dent in the world open.substack.com/pub/experimentalh…
experimental-history.com
Underrated ways to change the world
How to get a good heart unstuck
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 11/12/2024
PSA: Run github.com/trufflesecurity/truffleh… on your repositories to find credentials I'M SURE YOU NEVER COMMITTED
github.com
GitHub - trufflesecurity/trufflehog: Find, verify, and analyze leaked credentials
Find, verify, and analyze leaked credentials. Contribute to trufflesecurity/trufflehog development by creating an account on GitHub.
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 08/12/2024
Thinking about how disrespectfully the traditional application/database stack treats users’ data. (There’s a second diagram, but it will give away a future blog post:))
A two-part diagram. In part 1, a user gives their data to a server, which stores it in a database. In part 2, the user requests their data, and the server responds “nope.”
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 04/12/2024
Keeping data to yourself is so lonely! I just released ayb v0.1.9, which features two ways to share a database: with specific people, and with the world. Documentation here: github.com/marcua/ayb#permissions
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 20/11/2024
Oh, the stories I have for you about replication slot lag for databases under heavy load
A graph in a sawtooth pattern that progressively grows taller and has steep drops that don't reach their previous lows
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 19/11/2024
The real question is if you can store DuckDB inside SQLite rows inside Postgres rows. mastodon.roundpond.net/@arthegall/1…
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 18/11/2024
Big day for B12: we're featured in the ChatGPT store! Describe the pages/services/products/team you'd like to create and see a draft of your website in a minute. Really proud of the team for making the experience so smooth […] [Original post on hachyderm.io]
A website nav/hero for "Marcua's cat watching," with a hero title of "Focused catch watching," and a subtitle of "Let us watch your feline friends!"
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 15/11/2024
How I interpret this * Yes of course if Bluesky the company went away today, Bluesky the product would also go away today, so is it really all that decentralized? (Yes of course they are designing around and working on this.) * But they are doing a lot of things (e.g., starter packs, onboarding […]
hachyderm.io
Original post on hachyderm.io
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Adam Marcus @marcua.hachyderm.io.ap.brid.gy · 12/11/2024
Nostalgic for the good times, but long overdue: blog.marcua.net/2024/11/11/parting-…
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