u/Tasty-Win219

RAG over Confluence in JSM workflows. what i learned trying to make stale docs useful

My boss told me to make our Confluence content useful for IT request answering. Spent like 6 weeks trying to do it and it failed. Tbh the premise was reasonable: we have a couple thousand IT runbook articles in Confluence, the team writes them well, surely we can layer something AI on top and have it answer the dumb questions for us.

What I learned that I think is worth sharing:

First the obvious. Confluence content is f***ing messier than you think! Out-of-date pages, duplicates, half-finished drafts that nobody archived, articles written for one team that get found by another, etc. Pulling it through any AI layer requires either a serious clean-up first or some kind of dating/owner metadata so the AI can prefer fresh content. We did the cleanup, took a month.

2- a lot of the actual employee questions arent in Confluence at all. A) because my company is cheap and hasn't given everyone a Jira/Confluence seat yet, B) people just don't use it. Theyre in the threads. Slack threads, email threads, jira ticket comments. The stuff that actually solved a problem at 4am six weeks ago is in someones DM with a senior engineer, not in a wiki. So a Confluence-only RAG layer hits the easy questions and misses the gnarly ones.

If you are about to do this, do the Confluence audit first. Your future self will thank you! :)

(btw, for us specifically, my boss ultimately agreed that my salary is more valuable than trying to automate something that there are pretty good tools out there for already. There are at least like 3-4 good ones. We chose Risotto because my boss liked how snazzy it is. IT did bridge the gap between slack threads and Confluence content together. It doesnt fix is the underlying problem which is Confluence messiness. but its another layer over a problem the org still needs to deal with eventually.)

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u/Tasty-Win219 — 8 hours ago
▲ 6 r/solar

How to solve inverter fan noise ?

One unexpected issue I’ve run into is inverter fan noise under load. The fans tend to ramp up aggressively, the noise becomes quite noticeable indoors and the cooling behavior seems more reactive than predictive.

I’m curious if there are quieter inverter designs out there, whether better thermal design can reduce how often or how hard the fans run, and what people recommend for setups where noise is a concern.

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u/Tasty-Win219 — 10 hours ago

What is the best digital calendar for a family? (from someone managed the whole household or too long)

For a long time I thought the issue was that my husband didn't care about the schedule but it was not true at all, turns out he just had no way to see it properly. Everything lived in my phone and in my head but since we also had google calendar I couldn't understand why it's so hard for him to see. I didn't realise how hard it is to see everything when he already had it full of work stuff and meetings like it was basically rainbow with all the colourful blocks of meetings. So he technically had access but it didn't help much, asking him to check it felt like asking him to file taxes for fun... So I started researching what would change that situation and this time I also wanted to include our kids in it.

I tried cozi first because it kept coming up in recommendations on the internet, it's fine if your whole family is willing to download an app and actually open it. But yeah.. mine wasn't. My husband used it twice. The kids weren't touching it. It solved the problem in theory and zero percent in practice.

Then I went back to just pushing google calendar harder, creating a separate family calendar, color coding everything. Same issue, again the chaotic rainbow of blocks. And he's a different kind of calendar user than I am and no amount of reorganizing the app was going to change that.

Skylight came up a lot in my research and I understood why immediately. It's physical, it's on the wall, it's always visible. Nobody has to open anything. That part works and I don't want to undermine it because passive visibility is a real thing. But I kept reading about families who said the calendar was great and the rest of the features felt thin, like no real routine layer, nothing that tells you whether your household is functioning or just getting through the week. I never tried it but this seems to be the conclusion based on my research.

For our family, the best digital calendar turned out to be hearth because it was the only one that solved the visibility problem and went further. And they just added something called the family rhythm summary which is the part that surprised me, it's not exactly like another feature you have to go looking for, it's more like an analysts of sort which is supposed to show you how much of your routine goals your family actually achieved across the week. For a data freak like me it's amazing ahahaha. My husband uses it because it's on the wall and requires nothing from him. My kids check their routines without being asked. I stopped being the only person holding the whole picture in my head and that was the thing I was trying to fix all along.

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u/Tasty-Win219 — 1 day ago

Is now the right time to move our referral programme to a dedicated platform?

Two years of managing this in house and the optimisation side keeps getting deprioritised. Starting to look at dedicated platforms seriously this month. Anyone made this switch recently and noticed a meaningful difference fairly quickly after moving over?

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u/Tasty-Win219 — 2 days ago
🔥 Hot ▲ 50 r/BITSATHub+1 crossposts

Suicidal thoughts before BITSAT s2, Please help

BITSAT S2 is around the corner and I don’t think I’m okay anymore. I’ve been studying for months, sacrificing everything, and still my scores are nowhere near where they should be.

It just feels like a pattern at this point, I’ve already messed up JEE Main, scored 85.4%ile, even after grinding in kota, couldn’t get what I wanted there, JEE Advanced feels out of reach, and now BITSAT was supposed to be my backup but even that is slipping.

Every exam I wrote, I went in thinking this is the one where things turn around, and every time it just didn’t. Every mock now just makes it worse, either I mess up accuracy, or I panic midway, or I just blank out completely.

And then I come here and see people casually scoring 280–300+ and it genuinely makes me feel like I’ve failed already.

I know it sounds stupid to say this over exams, but right now it doesn’t feel small at all, it feels like everything I’ve worked for is collapsing and I can’t fix it in time.

The pressure from myself, from expectations, from the clock ticking is too much.

I’m not even scared of the exam anymore, I’m just tired and honestly having really dark thoughts that I didn’t expect I’d ever have because of something like this.

I don’t know how to handle this or what I’m supposed to do in these last days, if anyone has been in a similar place or has any advice, please help

u/Tasty-Win219 — 2 days ago

Why is it so hard to actually find good AI Gadgets online?

I ran into this problem recently and didn’t expect it to be this frustrating.

There are so many new AI gadgets coming out from smart devices to robotics stuff but trying to actually find them feels like a mess.

You search for one thing and end up scrolling through pages of unrelated products, or you remember seeing something cool but can’t track it down again.

It feels like discovery hasn’t really caught up with how fast things are being built.

So now I’m wondering if it’s just me, or if other people run into the same issue when trying to find new tech.

Where do you usually go when you want to discover new or interesting AI products?

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u/Tasty-Win219 — 3 days ago

The anxiety-cant sleep-more anxiety cycle is eating me alive, what actually broke it for you?

I know this is a common post here but im in a bad spot and looking for specific tools.

The loop: i get into bed, my brain starts running through every anxious thought its been holding all day, i feel my heart rate climb, i get more anxious bc now im noticing my heart rate, i start worrying about not sleeping, which makes it harder to sleep, and so on. By 1am im wired, by 2am im having mini panic symptoms, by 3am im in the next day basically.

This happens maybe 4 nights a week right now and its getting worse. Im in therapy (6 months, CBT based), im not on meds by choice but w/ my therapists support, im exercising most days, im not drinking, sleep hygiene is pretty clean. The anxiety is rooted in some specific work stuff thats hopefully resolving in a few months but its not gone yet.

What ive tried:

  • breathing exercises (4-7-8, box breathing, etc), helps in moment but thoughts come back
  • progressive muscle relaxation, mild help
  • meditation apps, my brain resists
  • weighted blanket (helps a little)
  • no screens 1 hour before bed (inconsistent help)

Whats missing: i need something to do when im awake at 12-2am that gives my brain somewhere to land other than the anxiety loop. Something that doesnt require focused attention or willpower bc i have none at that hour. Bonus if it helps me actually sleep instead of just distracting me.

What finally worked for you? Open to absolutely anything.

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u/Tasty-Win219 — 3 days ago
🔥 Hot ▲ 60 r/eCommerceSEO

What's the best site to buy reviews.io reviews right now? Any recommendations?

So my ecommerce business has been running for a while now, but the review count on my reviews.io page is still really low. Getting customer feedback naturally takes forever, so paying for a push sounds reasonable as long as it actually helps my profile score grow over time and doesn't get flagged.

Curious what has actually worked for people here when it comes to buying reviews. Which services felt worth the money, and which ones ended up being low quality or getting removed quickly?

I’m open to different sites or agencies that help with this kind of thing. If you're willing to share, details like how long it took for the ratings to appear, whether the profiles and the feedback looked real, and any common mistakes to avoid when using these services would really help.

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u/Tasty-Win219 — 4 days ago
▲ 5 r/AskSF

Any dental implant clinic recs around SF? (for my brother)

My brother needs dental implants and asked if I knew any good places, but I have no idea where to point him.

If anyone’s had work done around SF or nearby, would love to hear your experience. Open to driving a bit if it’s worth it.

Thanks!

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u/Tasty-Win219 — 4 days ago

looking for recommendations on window blinds local store! rockville, md

Need to find a solution for 2 things. First house needs to be renovated in 2 months before selling. I would like to change dusty cellulars on something else. I am looking for service with measurement and installation for around 8 windows. Second house will need curtains for two rooms, if possible motorized. Thank you

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u/Tasty-Win219 — 4 days ago

Suggest a good way to buy YouTube subscribers fast- launching a channel for my business

Starting a YouTube channel as part of my business content strategy. Want to use it for credibility and SEO. Problem is a channel with 30 subscribers looks amateur to potential clients. Want to get YouTube subscribers fast just to cross a credible looking threshold before I start sharing it professionally. Up for any real advice

Anyone here done this for a business channel? Did it affect how clients or partners perceived the brand?

reddit.com
u/Tasty-Win219 — 5 days ago

best website for lost passport replacement before my first solo Iceland trip?

I'm a freelance photographer who finally booked my first solo trip to Iceland after a tough year but the DS-64 replacement plus new application is draining all the excitement. I know people say the government site is fine but I've spent hours on it and the instructions feel scattered while I'm trying to focus on flight research and packing. One mistake could kill the whole itinerary. I checked several passport form prep options and the pricing is all over the map. what website do other solo travelers actually recommend for getting the replacement packet right?

reddit.com
u/Tasty-Win219 — 5 days ago
▲ 10 r/mail

At what point do we admit the mailbox system is broken?

I need to vent a little because this has been bothering me more than it should. Our apartment has those shared mailboxes near the parking lot. Nice setup honestly. Locked doors, outgoing slot, everything seems official. But tell me why I dropped two letters last week and they just stayed there. Day one, fine. Day three, still there. Day five, same letters sitting like museum display.

Why do we all just accept this? We still pay for mailing services. We still trust the system. But the mailbox feels like decoration now. I even checked different times thinking maybe carrier comes late. Nope. Same envelopes. Same silence.

And then we wonder why people stop using physical mail. One of the letters was important documents for a small order I made after finding packaging suppliers on alibaba. Nothing fancy, just paperwork. Now I’m sitting here wondering if I should resend everything or just hope someday someone opens that box. What frustrates me is that nobody explains anything. Is pickup weekly? Random? Did routes change? Why is there no notice posted?

I asked neighbors and everyone shrugged like this is normal. Why is this normal? We build systems then slowly stop maintaining them. Mailboxes should mean reliability. Instead it feels like dropping letters into a wishing well. And honestly, I’m tired of pretending this is fine.

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u/Tasty-Win219 — 7 days ago

Running a small jet boat tour operation on the Colorado River and two of my three boats developed the same impeller cavitation issue within a week of each other

Been operating a small jet boat tour business out of Moab for three seasons. Three Yamaha AR190s, mostly half day scenic tours and the occasional full day trip through Canyonlands. Peak season runs April through October and I’m already booked solid through June. Last week two of the three boats started showing the same symptom. Cavitation at mid throttle between 3,500 and 4,500 rpm, smooth at idle and at full throttle, consistent across both boats regardless of load or water conditions. Classic impeller issue but the timing of both boats developing it simultaneously is what’s bothering me. Pulled the jet pumps on both. Impellers look visually fine, no obvious damage or wear, wear rings appear within spec on visual inspection. Couldn’t find anything that explained the behaviour. Started suspecting the wear rings are at the edge of tolerance without being visibly obvious. Ordered proper wear ring gauges and measurement tools from Overton’s, came to $180 after a $10 off every $100 promotion they had running on marine accessories. For the replacement wear rings and impeller hardware itself I’ve been going through Yamaha dealers, Wholesale Marine, and Alibaba to find compatible parts before the weekend bookings start. Has anyone seen simultaneous cavitation develop on multiple boats of the same model and traced it to something other than wear ring clearance?

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u/Tasty-Win219 — 1 month ago