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Is RAG enough for agent memory in temporal and complex reasoning tasks?

Many AI memory frameworks today are still based on traditional RAG: vector retrieval, similarity matching, and prompt injection. This design is already mature and works well for latency-sensitive scenarios, which is why many systems continue to focus on optimizing retrieval speed. In memU, we take a different perspective. Memory is stored as readable Markdown files, which allows us to support LLM...

Amazon Deal – Save 32% on Acer 3-in-1 Wireless Charging Station

The Best Amazon deal you can save 32% on the [**Acer 3-in-1 Charging Station for iPhone**](https://amzn.to/3Ywo6WS), dropping the price from $69.99 to just $47.49. This sleek wireless charger stand delivers 15W fast MagSafe charging and powers three Apple devices at once—your iPhone, Apple Watch, and AirPods—making it the perfect bedside, desk, or travel charging solution. # 💰 Deal Overvi...

No poker face after getting suggestion to buy a wine I don’t like at store

My grocery store does a special where they offer an additional and decent discount with 6 purchases. I picked up a bottle of 2012 Argyle Extended Tirage for NYE at a price better than I can find at the winery (I live near the winery). I asked the wine specialist at the store to unlock the climate controlled case and he then said “You know The Prisoner is on sale…” and I momentary made a ...

Art101crafts Crochet plants- no instructions?

Hello everyone. I got the Art101 Crafts Crochet Plants 19 piece set for my partner for Christmas. Walked past it in a discount store and it caught my eye because she loves to Crochet and has more succulents than I can count on her plant light shelf. Problem is... there were no written instructions, just a QR code you scan for a website that is no longer registered. [https://www.samsclub.com/ip...

Chaotic blugon and rothar comic con 2007 cards

Eco-sabotage in Berlin leaves tens of thousands without power

An arson attack on a cable bridge exiting a gas plant left 45,000 households and 2,200 businesses without power for days. Multiple relevant links, keep in mind it's the dead of winter with snow on the ground. NYT coverage: https://archive.fo/jAKjt BBC: https://www.bbc.com/news/articles/c78v984ywgeo Reddit threads: [r/worldnews](https://old.reddit.com/r/worldnews/comments/1ncrx9y/suspected_arson_...

Business account if you don’t have a business?

A friend of mine switched his phone family plan to ATT and according to him this is what happened The rep gave him 2 options, a personal account and a business account. The business account was a MUCH MUCH better deal than the personal one. So basically my friend said he isn’t a business owner, but the rep said its fine and basically the same thing just a better deal. So anyways my friend w...

Petco- "Happy Hour" walk-in grooming discount!

Just took the pup to Petco for a nail trim and glad expression- was pleasantly surprised to get happy hour pricing, at a pretty good discount- $5 per service, so I saved $10 for zero effort. They said it's daily from 2-6pm, although Google says weekdays only, and check with your store. Super happy with this- it was always a little painful to pay $35 for a 5-minute visit.

Morrisons Free Pampers

Received the following marketing email, there isn’t much time left before it expires. Anyone who may need it feel free to claim! Free Pampers Baby-Dry Nappy Pants Sizes 3-6 Essential Pack Free Pampers Baby-Dry Nappy Pants Size 3 to Size 6 Essential Packs when you next shop in-store between 7th January 2026 and 20th January 2026. Valid on one item only. Offer includes: • Pampers Baby-Dry N...

is my reaction normal? whats wrong with me

this has been ruining up my life, please help the first semester of college ended for me the other day, and i feel like it got ruined by this whole situation its getting to the point where im crying multiple times about this. i havent been able to let this go since august is my reaction warranted? or am i doing too much? i have bawled my eyes about this multiple times, i've called several hotline...

I built a free website to track grocery prices & find hidden deals in Vancouver!

Hi everyone! I know the cost of living (especially food) is pretty crazy right now so a little while ago, I started building a personal tool to basically allow you to browse ALL the aisles at once for all the big supermarkets (Save-On, Superstore, No Frills, etc.) in Vancouver. I’ve finally polished it up enough to share with you all! Here are some things I found super useful during my weekly ...

Someone wrote a bad review abt me regarding loyalty and I’m mad. Do they fucking think I want to be up there???

I’m genuinely pissed off. Fuck all of this. Someone wrote a review on Google just now and identified me in a way that makes it obvious who I am without saying my name (which I didn’t give). She complained that I “harassed” her about loyalty and “forced” her to put in a phone number. I’m sorry I’m just trying to my job. I’m sorry that I have to ask three times for loyalty and ...

Corsair ram with discount

I'm searching for a solid deal on memory to build a new computer. I want atleast 32gb, past that I know I want a lower CL rating and higher MHZ but I dont know what is worth buying. I understand prices are up a lot. Not new to this. Tried buying 48gb of ram a few days ago and the order got canceled. Got a discount code for it and looking to buy what I need and want for ddr5 so I can build the new ...

Online Brick Stores Rated on a 1-10 Scale Using ChatGPT 5.2 Instant & Gemini 3 Flash

**Description**: I made this because I thought it could be useful for people deciding which of these stores to choose from. While AI is not always correct, for most of these stores the ratings should be at least somewhat accurate. Both AIs were instructed to look for available information and feedback to generate ratings **as of January 2026**, and search mode was enabled for both. Some of the w...

[PIL] #1908 1/6/2026

**Purtle's Internet Lineup for January 6th, 2026 8:31PM** **Pics or Text:** * honestly Mega Magearna is the best DLC Pokemon just from how sick its animations are https://bsky.app/profile/lewtwo.bsky.social/post/3mbp7vwfogk2d * There are two types of 3D platformers: collectslop and movementslop https://bsky.app/profile/akfamilyhome.com/post/3mbpttsfxvc2m * The inexplicable things one finds on ...

EverHint Signal — EMA10 × Price × MACD — January 06, 2026

**What This Signal Is (Quick)** **EMA10 × Price × MACD** is an experimental momentum strategy that requires **two bullish crossovers to happen simultaneously** on the same day: 1. **Price crosses above EMA10 from below** * Yesterday: Price was below or at the 10-day exponential moving average * Today: Price breaks above EMA10 * Signals: Short-term trend reversal from down to ...

In-app vs. online vs. in store vs. pick-up deals?

Why are they all different and why do some manufacturer coupons work only online but somehow not show up in-app? What is usually the best offer?

I'm about to buy a new computer, can you tell me if it's worth it?

Hi, I'm about to buy a new computer for approximately 29,990 baht or $800. Could you please tell me if it's a good deal or if I should look at other stores? I chose this store because it's quite reputable in Thailand. Thank you.

Any Aussie still wanting a g5 83in for $5480?

Turns out good guys screwed up sale was meant to end on 4th jan but they had written sale until 7th on this page. Even tho live website has it $9999 now. I got it yesterday as i had screenshot sayings ends 7th jan.

If we continue as a society to accept it's ok to not hold people to any standard. We decide to have zero personal accountability to where it destroys daily operation.

Is it like unreasonable to have a expectation of a basic understanding for how and why things function in this world? Since it obvious that people are losing the ability for any kind of critical thinking. Anyone see the problem where if this happens any more we are then allowing the acceptance of social operation to be completely destroyed. If this happens we then live in a world where no one wi...