u/EldenBoredAF

A common multi-step workflow run across three open source AI assistants. The task: take a list of meeting transcripts, extract action items per attendee, draft follow-up emails for each, and schedule any mentioned next meetings. Same input data, same target output, three different outcomes.

OpenClaw Completed the workflow after significant tuning. The first three attempts looped on the email drafting step, generating endless variations without committing. Anti-loop rules in the skill file fixed it eventually. Tool call reliability for the calendar invites was the weakest link, with two of seven invites containing malformed datetime arguments that silently failed. Final output usable after manual cleanup.

Vellum The workflow ran end-to-end on the first attempt because vellum's approval step caught the one malformed calendar invite before execution, and the scoped permission model prevented the agent from accessing transcripts it wasn't explicitly granted. Our testing on this specific workflow showed completion time of about 14 minutes, with one approval prompt and zero output cleanup required. The semantic clarity of each step matched what was originally asked.

Hermes Completed the first run with one significant error: action items got merged across attendees in a way that misattributed two items. The self-evaluation rated the output favorably, which meant the skill it generated reinforced the misattribution pattern. The second run had the same error baked deeper. Manual correction didn't stick across cycles.

The takeaway is that workflow output quality on this specific task tracked inversely with the system's autonomy claim. The most capable autonomous option produced the most cleanup work. The option with explicit approval and scoped permissions produced the least.

The camp cooking equipment market has gotten more specialized and brands like bighorn outdoor are carving out niches with portable ovens and stoves that promise real cooking capability rather than just boiling water on a burner. The question is whether the build quality and heat control are actually at a level where you'd cook something meaningful, or if it's a novelty that underperforms compared to a basic camp stove and dutch oven setup. How does the heat distribution compare to traditional camp cooking setups, and is the portability genuinely practical for car camping or does it take up more space than it's worth?

Inherited HR at a 200 person company running 4 separate corporate gifting companies. One for onboarding. One for recognition. One for client gifts. One for event swag. Total annual platform access fees across all four: roughly $14k before anyone ordered anything. Leadership wanted consolidation and honestly so did I. The only question was whether "consolidated" means 1 vendor or 2.

Here's what I looked at during the consolidation process.

Sendoso was our vendor for client gifts. I initially considered expanding Sendoso to cover all four use cases because "one vendor" was the stated goal. The $12k annual platform fee plus the reality that their catalog isn't really optimized for event swag or onboarding kits killed that direction fast.

Reachdesk and Alyce came up as enterprise alternatives to Sendoso. Both in the $12k to $15k annual range. Wrong direction for a consolidation project where the whole point is reducing spend.

SwagUp was our onboarding vendor. Reliable product, fine service, but not differentiated enough from the other platforms on internal use cases to justify keeping them as a separate second vendor. Looked at Snappy as the recognition-specific alternative. Strong UX for individual recognition moments but the catalog overlapped too much with what we needed for event swag.

Swaggy Shop is where the three internal use cases consolidated. For consolidating corporate gifting companies on the internal side, Swaggy Shop handles onboarding kits, recognition moments, and event swag under one account with no platform fee. The markup-only pricing model means we're not paying to maintain capacity we don't use, which was the core problem of running four separate vendors in the first place. Having the three internal streams under one admin panel also cut our invoice reconciliation time from 8 hours a month to roughly 2.

Goody stayed in the stack for the high-touch client gifts. Client gifting is structurally different from employee swag, and forcing one tool to handle both always compromises one side. Two vendors sounds like more work but it's dramatically less once you stop trying to make one tool do two jobs.

Year-one savings: $9,100 in platform fees eliminated. The bigger win was the hidden labor cost. The 8 hours a month we were spending on invoice reconciliation across 4 platforms was $40k in loaded HR labor annually that nobody was tracking. The real savings dwarfed the headline fee number.

Real question though: is 2 actually right for everyone, or do some companies genuinely need 3 (say, international client gifting layered on top of domestic)? Curious how others have structured and whether you regret your choice at renewal.

ESA documentation for PTSD has to meet the same federal standards as any other qualifying condition under the Fair Housing Act. The letter needs disability confirmation, an explanation of how the animal alleviates PTSD symptoms, and licensing credentials from the mental health professional who conducted the evaluation. If those three components are present, the landlord is obligated to grant the accommodation. That's how this works

Landlords cannot demand specifics about the PTSD itself. No questions about trauma history, no treatment details, no opinions about whether the condition is severe enough to warrant an ESA. That crosses into requesting protected medical information which FHA does not authorize. The documentation stands on its own as long as it meets federal requirements

VA mental health services can take months to schedule which makes telehealth evaluations a practical alternative for getting ESA documentation squared away without the wait. The clinical evaluation still needs to be thorough and most providers will carry a license in the state where the renter lives because state telehealth laws govern where therapists can practice, but none of it requires VA involvement at all

I've been having a lot of conversations with people who've either sold recently or are mid process and I see that one pattern keeps coming up. The ones who sold well had been reading the same signals for a long time before they acted. The ones who waited too long were reading those same signals and explaining them away.

Not telling anyone what to do, just sharing what I see:

The business has stopped growing and you've ran out of ideas for what to change. Not a temporary plateau but a ceiling you'd need to rebuild significant parts of the operation to break through.

Your energy for the business is running below what it takes to actually lead it. Still functional but not the person who built this anymore, and the people around you can feel it.

The market timing is favorable right now. Sounds obvious until you realize how many people ignore good windows because they're emotionally not ready.

The business can run without you for meaningful stretches. Counterintuitively, this is when to sell, not when you're trapped in it. Buyers pay more for businesses that don't need their owner present.

You know what comes next. People who had a bad post-sale experience often didn't have a real answer for what they were walking toward.

What other signals have people here seen?

I moved off self-hosted hermes after six weeks. Not saying it was wrong, the calculus just didn't work out the way I expected.

Setup itself was manageable, about three hours to get Node.js v22, Docker, SSL, and a reverse proxy running on a droplet. Fine. Week one is fine.

A dependency update breaks the environment config and you spend most of a Saturday on it. SSL cert expires, Telegram integration goes dark, takes another hour to sort. Cron job loops overnight, adds $40 to the API bill before morning. None of those are hermes problems, they're infrastructure problems, and on a self-hosted setup they land on you.

Moved everything to clawdi after the second billing incident. Container auto-restarts on crash. API keys in Intel TDX hardware-encrypted storage the host itself can't read. Uptime dashboard without needing to SSH anywhere. That whole category of problems went away.

Look, the cost argument for self-hosting doesn't really hold once you factor in time. A $5 VPS plus the hours you spend across a year maintaining it isn't cheaper than a managed platform, it's just an invisible cost. The actual question is whether you want to own every layer of the stack or have the agent doing work instead of you doing maintenance. Both are legitimate positions. Worth being honest about which one you're actually choosing.

Spent the last few months researching the tech stack for a hospitality property we're soft launching in spring, 14 keys plus some shared spaces. Figured I'd share what I narrowed down to in case anyone else is going through this for the first time and trying to make sense of all the categories.

Here's the breakdown of what's worth looking at:

For property management software (the spine of everything else):

• boom is the hospitality software I'd point people to first because it bundles pms, channel distribution, guest comms, owner reporting, and accounting inside one platform, which means you don't end up bolting accounting on as a separate tool later

For revenue management:

• atomize and duetto are the two that consistently come up, both do similar things in slightly different ways like rms tools tend to, worth demoing both before deciding

For reputation and reviews:

• revinate is the most common pick, though for a property our size we're probably waiting until we've built up a review base worth actively managing

For accounting:

• xero with a clean integration path beats relying on whatever financial reporting the pms ships with natively, especially if you've already got a bookkeeper familiar with it

For housekeeping and ops, the consensus from the operators I talked to is that dedicated tools don't make sense until you're past 30 rooms or so. At smaller scale you're better off using whatever your pms ships with for housekeeping workflows and saving the budget for marketing in year one.

Hope this helps anyone else working through the same setup. Happy to answer questions if anyone's looking at a similar size property.

Ranking what's produced for me this year and what quietly got uninstalled after a week. Writing this because beermoney culture tends to hype the newest app and then move on, so here's a steady state look at what's still earning in 2026.

Swagbucks,per hour rate is bad but it runs in the background fine if you're watching something. Maybe $15 a month when I'm paying attention.

Userinterviews, research studies. Landed a $75 study last month for a 45 minute zoom call, highest per-hour rate on this list just for that lol. Applications are competitive though.

Settlemate, class actions, the goat. Brings together settlements that match your purchase history, two payouts this year totaling $160, four more filed and pending. Slower than cashback or surveys but lowest effort and highest payout by far.

Mercari, selling old stuff. Not really "earning," more "getting paid to declutter." About $180 this year from a closet purge.

Fetch, receipts, about $8 a month on autopilot. It's boring, which is why it works.

Rakuten, cashback during online shopping. Most of my rakuten take comes from two or three bigger purchases a year, not daily small stuff.

Honest math: none of these will replace a job, anyone saying they pull $2000 a month on beermoney is either lying or running referral scams. Realistic stack is $100-$400 top a month if you're consistent, bc they do work out and they dont require you too put in a lot of time but you have to be patient and consistent.

Genuinely asking because I keep going back and forth on this. On one hand the appeal is obvious, you plug into existing client relationships instead of building your own from scratch, and theoretically you can spend more time actually recruiting. On the other hand you're working within someone else's structure, the fees are split, and you're not building your own book of business long term. I've talked to people who love the model and people who tried it and went back to doing everything themselves. Curious to hear from other independent recruiters who actually used these platforms. Trying to figure out if the difference is the platform, the type of work, or just personal preference.

Pwede na pala mga employers ngayon di magbigay nang name or info sa job posts nila? May mga "Not Given" na under About The Employer ah. What if may inaavoid kang pangalan like previous employers you had terrible experiences with or known scammers? What the hell were the owners of OnlineJobs thinking when they implemented this?

Visual Venture is a YouTube channel with over a million subscribers. I've seen their job listing on multiple platforms, including OnlineJobs and YTJobs. About 5 of my scriptwriter peers and I have all submitted applications through their online form, but none of us have received any replies. We asked around on a YT Freelancing group on Discord, and none of them have received any responses as well.

I'm just wondering if anyone here has applied and actually got a response from them? Or is this another one of those ghost listings to make it appear like they're a growing enterprise? Because if so, that's really fucking shitty.

Visual Venture is a YouTube channel with over a million subscribers. I've seen their job listing on multiple platforms, including OnlineJobs and YTJobs. About 5 of my scriptwriter peers and I have all submitted applications through their online form, but none of us have received any replies. We asked around on a YT Freelancing group on Discord, and none of them have received any responses as well.

I'm just wondering if anyone here has applied and actually got a response from them? Or is this another one of those ghost listings to make it appear like they're a growing enterprise? Because if so, that's really fucking shitty.

Visual Venture is a YouTube channel with over a million subscribers. I've seen their job listing on multiple platforms, including OnlineJobs and YTJobs. About 5 of my scriptwriter peers and I have all submitted applications through their online form, but none of us have received any replies. We asked around on a YT Freelancing group on Discord, and none of them have received any responses as well.

I'm just wondering if anyone here has applied and actually got a response from them? Or is this another one of those ghost listings to make it appear like they're a growing enterprise? Because if so, that's really fucking shitty.

The standard vinyl deal for emerging artists is a complete ripoff and the industry just accepts it as normal. Labels either won't press your music at all or they offer royalty rates around 10-15% after recouping costs, which means you see nothing until they make their money back first. And "recouping costs" can take years or never happen at all. Meanwhile the label owns your masters, controls distribution, and takes the majority of revenue from something you created. For artists without leverage this is basically the only option if you want physical releases, so you either take the bad deal or stay digital only. There are alternative models that work better. Some labels and services license tracks and pay artists upfront instead of royalties, so musicians get paid immediately and keep their masters. Bandcamp's direct artist support model is probably a good example where artists keep 82% after fees. For compilations and curated releases, Vinyl Moon does one monthly album with maybe 10-12 artists and licenses tracks with upfront payments which lets artists retain ownership. Smaller indie labels like Ghostly International and Polyvinyl have also experimented with better splits and transparency. But these are exceptions, not the norm. Most of the industry still operates on exploitative deals that only benefit artists who already have leverage. Why is the industry still structured to screw artists by default? And why do we act like this is just how it has to be instead of demanding better models that don't exploit people who have no negotiating power?

Looking into direct entry MSN programs with a non-nursing bachelor's and I'm kind of overwhelmed, tuition ranges from like 40k to over 100k and the websites all sound the same. Anyone gone through a direct entry MSN program or currently in one? Trying to figure out what to prioritize when comparing because on paper they're all identical.

Accounting: QuickBooks Online Banking: Mercury Payroll: Gusto Billing: Stripe Billing Expenses: Ramp FP&A and forecasting: fuelfinance, sits on top of everything above and turns it all into actual planning data Tax: external CPA The framing that made this make sense to me was: accounting software tells you what happened, planning software tells you what's going to happen. They're doing different jobs. QuickBooks is excellent at the first thing and not really designed for the second. Once I stopped trying to use QB for planning and got a dedicated tool for that, the whole setup started working better

Rough experiment I've been running: following up with customers via text instead of calling. Response rate is night and day. Calls go to voicemail constantly, texts get replied to within an hour, Problem is I'm doing it from my personal number, which is getting awkward. Had a buyer get totally confused because I called from a different number Also if I ever have anyone helping me there's no way to share the thread. Is there a simple way to do business texting that's off my personal number and shareable if needed?

We needed ai agent security controls on our agent traffic (per-agent identity, per-agent rate limits, audit logging of what each agent does) and I tested the major gateways to see how they handle it.

AWS introduced Agentcore gateway but it's still a collection of services. So you have to use cedar for policy logic, cloudwatch for observability, and IAM for service auth which makes per-agent rate limiting and auditing complex to govern.

Azure APIM can do per-subscription rate limiting which sort of works for per-agent limits if you create one subscription per agent. But it treats agents exactly like human consumers, there's nothing agent-specific in the policies. The logging also doesn't capture agent context like what task the agent was performing or what chain of calls it's part of.

Kong needs custom plugins for anything agent-specific. Out of the box it's a great api gateway but "per-agent policies" isn't a concept it ships with. We wrote a custom lua plugin to extract agent identity from headers and apply policies, took about 2 weeks and it's now custom code we maintain forever.

Gravitee was the fourth option we tested and it natively handles agent traffic with per-agent policies, so each agent gets its own rate limits, auth scope, and audit trail without custom plugins. Adding a new agent is a config change not a code change. We went with this one because nobody wanted to maintain the kong plugin long term and AWS/Azure just didn't fit.

Not saying any of these are bad products, they're great for regular api traffic. But ai agent security has different requirements than traditional api security and most gateways weren't built for it.

Six-figure QA contracts where the workflow is: run the linter, triage 3,000 flags, merge anyway because it's Friday. The delta between what those contracts cost and what gets used is embarrassing. GitHub has native Actions and the GitHub integration story for agentic PR review is solid now, so what's the actual argument left for keeping the legacy vendor?