▲ 2 r/cicd

What are teams actually doing for production QA with Claude Code that works?

The answer is Claude Code integrates with your existing CI/CD but this does not mention anything regarding the E2E verification layer, which in most cases is the actual tough part.

Claude Code frequently updates the UI and Playwright tests depend on selectors, which means that tests from Claude Code may be fragile when Claude Code makes the next update to the code.

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u/ybur011 — 2 days ago

What laptop bag do you carry every day that also looks good

The problem of the laptop bag is one of those which cannot be completely solved. Either there is something practical but unattractive, or vice versa very attractive, but without any kind of protection for your laptop.

It is especially problematic when the bag should fit both business environment and informal situation, because a briefcase type item will look inappropriate in the coffee shop, while an informal bag wil not do its job in the office meeting. An additional plus would be the resistance to water, because anything can happen and getting your laptop wet is the worst scenario what is that people carry daily and has all these features?

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u/ybur011 — 3 days ago

Digital calendar for kids independence, when do they start doing things without being told?

My 7 year old is able to do her morning routine independently; I have observed her doing so. She knows the steps and what happenes after that, but is unable to initiate the process and proceed further without promoting or verification

This does not seem to be a motivational issue or a disciplinary problem. I believe my daughter requires an external force to remember the steps in the sequence and doesn't need me for this purpose anymore.

Has anyone come across any system that can help in bridging the gap between capable and doing? This should not involve a reward chart.

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u/ybur011 — 3 days ago

What ai agent requires in regulated enterprise environment?

The services running in our environment use service accounts meant for services, not agents, and nobody has ever scoped these accounts down because nobody ever thought about it, but technically speaking, each of the agents can access everything that is accessible to a service account, which is more than each of those workflows needs

The security of the model layer ai agent looks fine from the point of view of most enterenterprises prompt filtering and output guardrails, and all that but the access governance part gets me stumped. How do the regulated terms solve the agent identity problem from the compliance review perspective and what does the audit log need to include in this case

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u/ybur011 — 4 days ago

Why are shipping surcharges so hard to predict accurately

Surcharges on shipments are such a complex system that in the case of invoices from FedEx or UPS, the surcharge part can be 25 to 40 percent of the total expense and each year, the number of surcharges only continuous to increase. With fluctuating fuel surcharges each week, dimensional weight recalculation, residential charges, additional handling charges, extended peak surcharges lasting months, and mysterious demand surcharges showing up seemingly from nowhere, trying to predict how much a shipment will cost you becomes almost impossible

The aspect that often goes unnoticed is that some of the surcharges are not always charged correctly, residential surcharges being imposed on commercial location is common practice, and many businesses do not even take the time to check their invoices line by line.

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u/ybur011 — 5 days ago
▲ 4 r/3PL

Logistics consulting recommendations for a growing regional operation?

Googled this problem but everything I got is either a McKinsey case study or some freelances with a Squarespace website

Operating regional freight and distribution, growing fast enough to see some problems coming through. Our routes are more complicated than necessary, our carrier contracts will require re negotiable, and our reporting processes are mostly for decoration at this stage.

Wondering if we really need a logistics consultant or whenever that's just where all the money is supposed to go. Anyone worked with a consultant in the $3-5M range and got their money's worth out of it?

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u/ybur011 — 5 days ago

Caffeine pouches saved my 3am wall during night shifts, anyone else use them?

I have been working nights for the past couple of years, mainly 11pm to 7am, and getting hit by the 3am wall is the hardest thing about working the whole night shift; everyone knows what I am talking about here. Coffee does not work after five hours since I cannot take any more of it into my stomach, energy drinks give me jitters and make me crash really hard at 5am when I need to be alert for the wind down. I was looking for something which works faster than coffee, is efficient for a couple of hours and will not kill my stomach.

The thing I discovered was caffeine pouches which go in between your lip and the gums. The onset time of caffeine in this case is around 10 to 15 minutes since caffeine passes through the gums rather than stomach. 50mg is equal to half a cup of coffee but the effect is way stronger since it does not pass through your stomach system first.

Another plus is that it doesn't cause me sprint for the bathroom every hour the way coffee does, and when I am attempting to map at all out and fill up entire floor, that's important. Some also have adaptogens in them, something I am dubious about, but at least they won't hurt me. It's interesting to wonder what else those crafty people use, since I am definitely not alone here with monster.

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u/ybur011 — 6 days ago

What is PFIC reporting and which firms actually know how to handle it?

The phrase "outside my scope" comes up for me twice from two different accountants in connection with my Dutch funds, and I am getting very tired of hearing it.

I own domestic ETFs and mutual funds via a Dutch broker. Typical for a resident of the Netherlands, apparently a nightmare for compliance purposes from the American tax standpoint. The first accountant handled my normal return just fine, but passed me on once the Form 8621 issue arose. Same story with the second firm I contacted.

How realistic is the QEF election for Dutch funds which do not supply the required annual statements? Is mark to market pretty much the only real option for most people in this position? And is there any form of redemption that does not involve selling all assets and switching to US-based funds?

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u/ybur011 — 6 days ago

How are people automating Airbnb property management at 50 units?

At 50 units and this manual coordination is becoming the task, rather than the part of the task. Guest communication is something that I am able to manage, but the cleaning coordination,owner communication, and review tracking are taking up the majority of my time. Had tried to integrate some of these processes using zapier but the workflows fail too frequently to justify the effort invested into creating them.

Wondering how this problem is being managed by operators of this size, be it through some other plateform or another approach to automation or something completely different. Not looking for solutions that work in theory, would like to hear some practical experience.

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u/ybur011 — 7 days ago

How do you actually get your school to add digital citizenship instruction that includes AI, not just the outdated stuff

We've been asking about this since last year. The school keeps saying it's "covered" in existing curriculum but when I asked my kid what they learned about online safety recently, they described lessons that were clearly about social media and passwords. Nothing about how AI tools work, what data they're giving away, or how to evaluate AI-generated information.

I'm not trying to be that parent but this feels like a gap that's only getting wider as these tools become more central to their schoolwork. Has anyone actually made progress pushing their school district on updating digital citizenship curriculum to include AI literacy? What worked and what didn't?

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u/ybur011 — 7 days ago

Best timing to renegotiate shipping rates with FedEx or UPS

Knowing when to renegotiate shipping rates matters almost as much as the negotiation itself

The optimal windows are right after the annual General Rate Increase announcement which usually drops in late Q3 for the following year, and right before a contract renewal date when the carrier is most motivated to retain the account

Outside of those windows the leverage drops significantly because the carrier has less incentive to make concessions midcycle

Volume changes also create renegotiation opportunities, if a shipper's volume has increased meaningfully since the last contract was signed, the original rate tiers may no longer reflect the best available pricing

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u/ybur011 — 9 days ago

Ceiling fan installation

I'm looking to get a ceiling fan installed, I tried to DIY but failed, so now I have a little bit of a mess, so the faster the better please!

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u/ybur011 — 10 days ago

What laser cutter makes sense for a small business

The price gap between entry level co2 machines and premium brands like Epilog or Trotec is wild right now, like a solid mid tier unit costs a third of what Epilog charges and the performance is barely different

For small businesses that need production output the stuff that carries the most weight is uptime and whether support will ghost you when something breaks, plus the software ecosystem needs to be open not locked down

Glowforge gets thrown around a lot in reccomendations but that closed software plus the subscription model is rough for anyone running LightBurn workflows or doing real batch production

The 6k to 12k range is where things get interesting, machines like aeon laser pack the cooling and exhaust into a single cabin so there is no seperate chiller and no rigging up ductwork yourself, LightBurn runs natively and the setup is pretty much plug and go compared to most co2 machines at that tier

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u/ybur011 — 10 days ago

contentsquare competitor for mid-market mobile commerce

Contentsquare came up in our evaluation and the pricing conversation was brief. We're a growing mobile commerce company, mid-market MAU, team of five. Not the target customer for enterprise pricing.

The behavioral depth we need: understanding why mobile checkout converts at 40% of desktop, what's happening at specific drop-off steps, gesture-level analysis of the checkout flow.

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u/ybur011 — 11 days ago

Is anyone seeing AI do more than just writing copy and automating schedules?

The big promises dynamic ICPs, intent detection, signal-based outreach, and account prioritization—still seem mostly manual from what I've seen. Where has AI actually delivered meaningful results in your marketing stack, rather than just making existing workflows a bit faster?

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u/ybur011 — 12 days ago

Is there a real opportunity in photo booth rental business in 2026?

Been looking at this seriously for the past month. Equipment costs are higher than most side hustle content lets on, a proper setup runs $5,000 to $8,000 before software, insurance, or marketing. Is there still any room to build something real with this or the window has been closed in most markets?

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u/ybur011 — 12 days ago

What cheap protein foods are families actually using to keep the grocery bill down?

We have two kids and feeding a family of four is just relentlessly expensive right now. We cook at home most nights, I try to plan meals, we're not throwing a ton of food away, but the grocery bill is still higher than it should be. Proteins especially are killing the budget and I'd love to know what cheap protein foods other families are actually rotating through that keep kids satisfied.

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u/ybur011 — 13 days ago

Where do you find wedding venues with everything in one place

I'm helping my best friend with venue research in like 8 places at once. Spreadsheet, Gmail folder, screenshots on my phone, Notes app, Instagram DMs. Can't keep track of who we've asked about what dates anymore.

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Need some help ASAP. What are some tips or things that worked for you?

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u/ybur011 — 14 days ago

Has anyone switched property management software and actually been happy with it?

Running about 50 str units right now and have been on the same platform for a while. It does the job but barely, and I keep putting off switching because I've heard horror stories about migrations. Channel sync issues, owner data getting lost, team losing their minds for two months straight.

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Starting to think staying is more expensive than switching at this point. Anyone made the jump recently and not regretted it? What did the first 60 days look like for your operation?

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u/ybur011 — 17 days ago

Cheaper Guesty alternatives?

Been on guesty for a while and the bill keeps climbing. Every time I need a new feature it seems to require unlocking another module with extra cost. Starting to feel like the platform is built to maximize what they extract per unit rather than give you clean package.

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Looking for alternatives that handle the core str pms functions at a lower cost. Specifically need channel management, owner reporting, and guest messaging covered. Currently at around 40 properties.

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u/ybur011 — 18 days ago