u/sychophantt

Running through the security tooling options for ai agent traffic specifically, not just llm security. Most comparisons don't distinguish between secures llm calls and secures agent-to-tool and agent-to-agent traffic, which are genuinely different problems.

aws bedrock agentcore converts rest apis and lambda functions into mcp-compatible tools and manages inbound/outbound authentication for agent-to-tool connections. Works well inside the aws boundary. Multi-cloud governance is the hard edge where it stops being useful.

Gravitee covers the full agent traffic stack through an ai gateway that enforces per-agent identity scoping, token-based rate limiting on every mcp tool invocation, audit logging with caller identity and input/output per call, and a2a communication governance alongside traditional api traffic from the same control plane. For deployments where agents are calling both rest endpoints and mcp tools in the same workflow, gravitee manages both under consistent policy enforcement.

Helicone cover llm observability, cost tracking per model, and latency monitoring per request. Neither provides access control at the tool invocation level or any governance over agent-to-agent communication, they're observability tools not governance platforms.

Kong has added token-based rate limiting and basic llm routing as ai gateway features. Agent to agent communication governance was added recently.

Azure apim's ai extensions handle llm proxying and semantic caching. Agent governance is early stage compared to the api management capabilities.

AI security for agent traffic splits into two distinct problems. Access control at the api layer covering what agents can call and with what permissions, and model-level guardrails covering what the model will try to do. Most tools address one category, the gap is in tools that address both from a single enforcement layer.

Small DTC brands managing China-sourced inventory face a version of the problem that most software is not built to handle at their scale or price point.

Approaches that tend to actually work:

Treating "in production" and "in transit" as separate inventory states rather than one combined "on order" bucket

Building a simple tracker in Airtable or Notion that maps to actual production milestones rather than calendar estimates

Working with a freight forwarder who sends proactive status updates at each stage instead of waiting to be chased

Keeping safety stock calculations separate from reorder points and updating them quarterly rather than expecting the system to do it dynamically

Putting together a hospitality software stack for a new boutique property is mostly an exercise in not over-buying. Most first-timers end up with 6 or 7 separate tools because they bought one for every problem, then spend the following year trying to make the integrations work. Sharing the stack I'd recommend for someone launching a small property, in case it saves anyone else from making the mistakes I made lol.

For the core platform, boom is the hospitality software I'd anchor the stack around because it covers pms, channel distribution, guest messaging, owner reporting, and accounting inside one login. The reason consolidation matters for a boutique launch specifically is that you don't have the team to manage 5 separate vendors and 5 separate integration points in year one, so fewer logins means more time spent running the property itself.

For dynamic pricing, the standard pick is pricelabs and it works fine for most markets. Set it up once during launch and check it weekly until you've got enough booking data to trust the engine, then mostly leave it alone.

For reputation and reviews, hold off until you've got reviews worth managing. At boutique scale you can monitor reviews manually for the first 6 to 12 months without needing a dedicated tool. The dedicated review monitoring platforms are priced for bigger operations and the value doesn't justify the cost until you're past a certain volume.

For accounting on top of whatever your pms ships with, xero is the standard for a reason. Find a bookkeeper who knows xero in your market and the integration setup is straightforward.

For housekeeping and operations, skip a dedicated tool entirely at 14-ish keys or smaller. Use whatever your pms ships with for cleaning workflows and save the budget for marketing during year one, which is where revenue growth comes from.

The trap most new operators fall into is buying every shiny tool they see at industry conferences. Resist this. Your stack should be as small as it can possibly be while still covering what you run day-to-day, and you can always add tools later once you know what's missing.

Massage and chiropractic tables are one of those categories where the price range is enormous and the quality gap between a $200 portable table and a $1500 professional unit is real but hard to evaluate without hands-on comparison. pivotal health products sits in the professional tier and the question is whether that quality difference translates to durability and comfort that matters for regular home or practice use. Is the build quality and padding durability at a level where the table holds up through years of regular use, and are the adjustment mechanisms smooth and reliable under load?

Running a Worksport Solis on the Lightning and it puts out around 350-380w parked in direct sun, enough to charge the COR battery in about 4 hours if the sun's decent. Paired with pro power onboard it's a pretty solid setup for camping , fridge, lights, phone charging all running off the truck systems while the Solis keeps the supplemental battery topped off during the day.

350w of real output parked at a campsite makes a noticeable difference over a full day, especially on longer stays where you'd otherwise be running down the truck's main battery system.

Curious if anyone else has tried pairing a solar cover with pro power onboard or if you've gone a different route for supplemental solar on the Lightning. Also wondering if anyone has tested it on the go , I've seen the output number drop when driving but haven't measured it carefully.

Was feeling sick w/ food poisoning or norovirus or something and was up all night so I posted at 11am that I needed someone to take my 6pm shift then went back to sleep. Nobody saw my message. Our groupme has like 40 people in it and within 20 minutes it was buried under memes and someone arguing about who took the longest break. Doesn't help that I just started around a month ago and don't know people well enough to pull favors.

Then called the GM at 4. He didn't pick up. Texted him. Nothing. I literally just showed up to work because what else was I supposed to do. If i'm sick enough to call out it means i can't be staring at my phone for hours til someone responds. How are we still using text/groupchats in 2026. This is my 3rd job in fast food and every single one runs shift coverage out of a group chat. Why?

Filed enough of these claims myself at this point that I keep seeing the same questions come up about how to get one through, so figured I'd lay out how the filing process works in practice and where people tend to give up.

Eligibility is less complicated than people think for most cases. A lot of class action settlements are set up so the defendant's own records determine class membership, which means you're not usually proving anything, you're just confirming you belong. For some cases you need the claim ID they mailed you, for others you can look yourself up by name, email, or account number on the settlement administrator's site.

The filing itself is where friction shows up. Every settlement has its own administrator website with its own form. Most ask for basic identifying info, sometimes account or purchase info, occasionally proof but honestly the no-proof options let you self-attest and move on. Payment method matters, if given the option pick direct deposit or digital check over paper check because paper ones take longer and some people lose them before cashing. Filing multiple in one sitting helps because the admin sites use similar fields so you fall into a rhythm.

The part people miss most often is confirmation. Every claim has either an email from the administrator or a reference number you should save, the in-app confirmation on some apps is not the same thing as an administrator confirmation, it just means you tapped submit. Save the admin email, not the app screenshot.

On tooling, you can do all of this manually on the individual administrator sites but make sure its the official one, there are a LOT of people creating fake scam copies. If you're would like to do more of these, settlemate files class action lawsuit claims directly inside the app for the ones it supports, prints and mails physical forms when the settlement requires paper submission, and for claims that redirect to the administrator site it flags exactly what info to enter, which cuts out most of the grunt work of filing these manually.

None of this is THAT hard, its confusing at first, and finding the settlements its a pain in the ass but money is worth it imo.

Tried everything to stop eating after dinner. Willpower, brushing teeth early, keeping nothing snackable in the house. It worked for a few days, then I'd find something, eat it, and feel terrible about it.

Starting IF with my eating window closing at 6:30pm changed everything. Not because I have more discipline now, but because the rule removes the decision entirely. Past 6:30 the kitchen is just closed. Two months consistent and the evening eating is basically gone. I genuinely needed a hard boundary, not a better intention.

The premium chocolate gift category has enough options that spending at the top of the range needs to come with a genuinely different experience, not just fancier packaging around standard chocolate. zchocolat positions as luxury French chocolate and the price reflects that positioning, but does the actual chocolate quality and presentation justify what it costs over something from La Maison du Chocolat or even a well-curated local chocolatier?

What matters most for a gift is that the recipient is actually impressed, so is the unboxing experience and the chocolate quality at a level where someone receiving it would understand why it costs what it does?

We found an orchestrator agent hit a pricing endpoint 40k times in a retry loop before anyone caught it. Nothing at the api layer was limiting calls by agent identity, just standard endpoint-level rate limits that didn't apply to that specific service. The prompt guardrails were fine, the model wasn't doing anything unexpected, there was just an api endpoint with no caller level constraint and an agent that had no reason to stop.

After that we added gravitee as the governance layer between the agents and their api targets, configured per-agent identity scoping and token-rate limits per caller rather than per endpoint, and that specific failure mode closed. The more interesting realization was how much of the agentic ai governance problem is an api governance problem at its core, not a model problem, not a prompt problem. The failure points were all in the plumbing underneath, in places nobody was watching because everyone was focused on the model layer.

Bedrock specifically gives you a lot of model-level controls but the api layer between your agents and external services is entirely on you. What does your governance setup look like for agents calling both bedrock and external rest endpoints in the same workflow?

Revenue based financing is basically borrowing against what your business is already making, instead of a fixed monthly payment you pay back a share of what comes in each day, so when business slows down the payment slows down with it and when things pick back up the payback speeds up too, it's that flexibility that makes it structurally different from a regular term loan.

It fits businesses that are generating consistent revenue but maybe have a thin credit file, haven't been around long enough for bank approval, or just need capital faster than any bank is realistically going to move. Documentation is low compared to traditional lending, usually just bank statements and a short application, no tax returns or business plan required.

One thing to watch: the total cost is expressed as a factor rate rather than an APR, so always ask for the total payback amount in actual dollars before agreeing to anything, that number tells you a lot more than the rate alone.

Where to get it: direct lenders are the main channel, total merchant resources is one that assigns a dedicated advisor to each application who handles everything from start to finish, they're BBB accredited and decisions typically come back within 24 hours, and applying doesn't affect your credit score which matters if you're comparing options. For a government-backed alternative with more flexible criteria than the standard SBA 7(a), SBA Community Advantage loans are worth looking at too, they are good but keep in mind that the timeline is longer.

Vitamin A for acne is one of those topics where the popular understanding and the research history are pretty far apart. Most people know isotretinoin is a vitamin A derivative, but fewer know that oral vitamin A itself was used as an acne treatment for decades before isotretinoin was developed and there's a reasonable body of research on it.

A 2022 literature review published in Dermatology Online Journal (eScholarship, UC) looked specifically at oral vitamin A for acne management. Key findings:

• 9 studies reviewed, acne improved in 8 of 9

• Mean time to clinical improvement was 7 weeks to 4 months

• Side effects were similar to isotretinoin, mainly mucocutaneous, and resolved when treatment stopped or continued

The mechanism makes sense: vitamin A regulates keratinocyte differentiation and sebum production, which are both directly involved in acne pathogenesis. Isotretinoin works on the same pathway, just as a synthetic derivative with more controlled pharmacokinetics.

The reason oral vitamin A fell out of use wasn't that it stopped working, it was that isotretinoin offered a more precise, lower-dose version of the same mechanism. After isotretinoin was approved in 1982, high-dose oral vitamin A largely disappeared from clinical practice.

What brought this back into discussion recently is the iPLEDGE situation. The platform changes in December 2021 made isotretinoin significantly harder to access, which prompted researchers to revisit vitamin A as a potential alternative. That's the context for the 2022 review.

Worth noting: the teratogenicity concern applies here, vitamin A at therapeutic doses is not safe during pregnancy, and the review specifically notes that avoiding pregnancy for at least three months after stopping treatment is important.

Getting married next fall, midwest, cant figure out what a realistic number is for wedding photography. Google gives me everything from $1,500 to $12,000 and those "average cost" articles never specify the region or whats included so theyre useless. We want 8 hours, two shooters, full digital gallery. No album no prints just the files. Midwest market not a major city. What are couples paying for that in 2026 and how do you tell the difference between a $2k photographer and a $5k one?

If you're thinking about transitioning from bedside to telehealth nursing, the path is more straightforward than most people make it sound. Here's how to approach it based on what I've seen work.

Figure out which telehealth nursing role you're targeting first because the requirements are different. Telehealth triage usually wants ED or urgent care experience, remote care coordination wants med surg or chronic disease management background, and telehealth NP roles obviously require your graduate degree and certification. Knowing which role you're going for determines what steps you need to take.

Get your compact license if your state is part of the nurse licensure compact. This is probably the single most practical thing you can do before applying to telehealth positions because it lets you see patients in multiple states which makes you way more attractive to telehealth employers. Some companies won't even consider you without it.

Build up your assessment skills documentation. Telehealth nursing relies heavily on your ability to assess patients without physically being there, so employers want to see strong triage, clinical decision making and phone or video assessment experience. If you've done charge nurse work, phone triage in your current role, or any kind of remote patient follow up, make sure that's prominent on your resume.

Update your tech skills. Telehealth platforms, EHR systems, virtual visit software, secure messaging, you need to be comfortable with all of it. If your current hospital uses a telehealth component even for follow up visits or patient portal messages, get involved with that so you can speak to the experience in interviews.

Start networking with nurses who already work in telehealth nursing. They know which companies are good to work for, which ones have terrible onboarding, and which roles are currently hiring. LinkedIn and nursing specific job boards are decent but word of mouth in telehealth nursing is how a lot of the better positions get filled before they're even posted publicly.

Don't overlook the hybrid options. Some telehealth nursing positions are mixed remote and in-person, especially for care coordination roles where you might do home visits occasionally. These can be a good stepping stone if you want to ease into fully remote work rather than jumping straight from bedside.

ok this is going to be long, sorry in advance. 48F, been doing WW for 19 months, lost 22 lbs. plateaued hard for 4 months and i'm tired of it. My doctor said compound sema is fine to add, so here i am.

WW is $23/mo, that part is settled. The compound piece is what's killing me. we're saving for our daughter's tuition (she just got into her first choice, panicking about cost) so i really can't go started pricing things out and the spread is honestly insane. Eden was around $150 for one month of sema by itself which already puts me over with WW on top. so that was out pretty fast.

The ones that actually worked for my budget were the 3 month plans. pomegranate had revive B6 sema for $315 over 3 months, comes to about $105/mo, plus my $23 WW = $128 Fits. Joinezra had basically the same setup, revive B6 sema starter for $315 over 3 months, also $105/mo, also $128 total with WW. I'm leaning toward joinezra mostly because there's no autorenew.

Is that actually a reasonable number or am i missing something cheaper that still works. Also completely unrelated my book club picked a fight with me because i suggested a 700 page novel and apparently that's a war crime now.

Been seeing a lot of "what ai tool should I use" threads in this sub lately, figured I'd share what's stuck for me running a mid-size str portfolio since I use them daily.

What I'd actually recommend looking at, in order of how much time it's saved me:

1. pricelabs for the pricing, technically not strictly ai but the comp-based rate adjustment essentially does the same job in practice if you think about it for a minute, set it up once and check it weekly or so.

2. Boom has been my biggest unlock for running my entire str ops, which puts ai across guest messaging, review monitoring, and cleaning task creation in one platform instead of stitching it together with separate tools.

3. I know this one is basic but chatgpt for those one-off writing things that don't really fit anywhere else in your stack, like rewriting a long owner email and stuff like that, just a utility I keep open in a tab honestly.

4. otter for transcribing owner calls and team meetings or whatever else you've got going on, the searchable transcripts are something I find myself using more than I expected to be honest.

The pattern I've noticed is that individual ai tools solve narrow problems, and the value really comes from chaining workflows together. Anything that runs as a standalone tool ends up eating time on context switching even if the tool itself works fine.

What costs more when you self-host openclaw, is that you're implicitly trusting your VPS provider with everything your agent touches. Your API key lives in a text file on their server, your emails get processed on their infrastructure. They have admin access and most of them are totally fine but "most of them are totally fine" is doing a lot of work when the agent is reading your business inbox.

Price breakdown is fine but it doesn't include the saturday you lose when an openclaw update breaks the webhook, or the fact that SSL certs expire every 90 days and if auto-renewal isn't set up right you find out at 7am when nothing works. But honestly the time cost is almost secondary to the trust question for anyone running this with real access.

With standard managed hosts you trade the maintenance headache for that same trust relationship with a different company. They run your openclaw on their VPS, their team has access, they have a privacy policy and most are fine. But "fine" and "probably can't see your data" are different things. Clawdi runs openclaw on Phala Cloud in what's called a trusted execution environment, basically a sealed container that runs on the hardware level, separate from everything else on the server, and the host itself can't open it or read what's inside. Your API key never sits exposed anywhere. That's either relevant to you or it isn't depending on what you're running through the agent.

Gonna sound like somebodys mom (cause I literally am one lol) but I tried a ladies night on ludio last week and it was genuinely fun, like more than I thought it would be. All women, casual games over video chat, and everyone was just laughing and talking between rounds about the most random stuff. A host runs the whole thing so nobody has to be the awkward organizer. And I loved the safe-girls only environment, I’ve looking for that feeling for a while.

Have any of you done it too? And honestly I'm open to any ideas for meeting women friends online cause bumble bff was a mess for me and facebook groups are just memes with no actual interaction. I want real conversations with women who want to hang out, not network or sell me something lmao. What do yall use?