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Ask HN: Strategies or tools for embedding multiple file types?

I've worked a good bit with embedding strategies for RAG. But they've only been for documents that are identical in structure i.e. interview transcripts.I'm curious how others have thought about handling embeddings for multiple file types (txt, pdf, image, docx, ppt, etc.)? Obviously, I could handle each file type individually and then build a flexible search layer on top, but I'm concerned about the level of maintenance required.One idea I had was to build a translation laye

Can you help reconcile my first/second-hand LLM Experience with HN's Experience?

I've made an account as a long-time lurker because I am hoping y'all could help reconcile my experience in my company/team with what seems to be the wise HN consensus around LLMs.My Background (Software Engineer II):I've been writing software professionally for >10 years and grew up coding games/websites for fun; did my undergraduate in C.S./C.E., and did some time in ML research and such. Right now I'm on the back-end/DevOps team - my teammates are all

Emergency bug out bag essentials every overlander should know

A practical guide to bug out bag essentials for overlanders and preppers covering must have items that can make a critical ...

THE COOL GUY BUG-OUT BAG

Heading into the great unknown doesn't have to mean unattractive. The Seventy2 kit comes highly rated, fully loaded and it's DARN cool at $349.99. It's called that because it's designed to get one ...

Carry the essentials in vacation first aid kit

Dear Doctors: My son’s family is taking their first road trip vacation this summer. I want to pack up a first aid kit for them and could use your advice. It’s him and his wife and two boys, 12 and 14.

Head of Tren de Aragua gang killed in US strike in Venezuela, Trump says

U.S. Southern Command carried out a “swift and lethal kinetic strike” to kill Hector Rusthenford Guerrero Flores, the head of the Tren de Aragua street gang, President Donald Trump announced Friday evening.The strike is the apparent first announced military operation inside Venezuela since Operation Absolute Resolve, the Jan. 3 attack on Caracas that saw U.S. forces capture Venezuelan President Nicolás Maduro. Writing on his Truth Social app, Trump did not specify where specific

NC House votes to repeal concealed carry rules, despite GOP holdouts

RALEIGH, N.C. (WRAL) - North Carolina Republicans’ effort to get rid of the state’s concealed carry laws ran into some bipartisan opposition Wednesday when it passed the state House of Representatives ...

Safety vs No Safety for Concealed Carry Guns: Here’s What Shooters Need to Know

One of the biggest debates in concealed carry is whether your pistol should have a manual safety — or none at all. Some ...

Everything You Need to Know About Concealed Carry in the United States

Concealed carry is a divisive subject depending on who you talk to. However, one thing is certain, the right to bear arms is a Constitutionally held right for all American citizens. Today, we're ...

I Spent 10 Days Traveling Japan By Bullet Train, And This Affordable Duffel Bag Never Let Me Down

Finding the perfect travel backpack is a tricky feat. There’s the need to balance size with storage, comfort with utility — ...

Project Umeed — Full Technical Demonstration | Group Project | MA Game Development 2026

Umeed (उम्मीद / امید — "Hope") is a 2.5D shelter management simulation developed as a group project during MA Game Development (Design) at Kingston University London. Grade: A (76%). Selected for showcase at the London Student Sustainability Conference 2026. Team: Aiyan Humayun, Mohammed Shah, Lee Chawon, Ankit Sharma, Nandan, Pranali Prabhukhanolkar. This technical demonstration covers the full Project Umeed prototype, developed as a group project during MA Game Development (Design) at Kingston

9 x 12'2" Oriental Hand-Hooked Oriental Rug | Patchwork Garden Tile Design

Buy : https://www.rugs.net/9-x-12-2-oriental-hand-hooked-oriental-rug-patchwork-garden-tile-design/ This room size hand-hooked Oriental rug brings the warmth of a vintage quilt to the floor. The entire field is organized as a patchwork of tiles in cream and butter yellow, framed by a chocolate brown lattice that runs the full length and width of the rug and closes in a solid brown border. At nearly 9 x 12 feet it anchors a large living room, dining room, or family room while keeping a soft, han

Polished Gold Trigger Bar for G43 / G43X / G48 - by Cross Armory

The Enhanced Cross Armory Polished Trigger Bar is made from Polished Stainless Steel. Our signature Trigger Bar Fits All Glock G43 models and variations, like 43x, and or aftermarket frames that use the G43/43x platform. The Cross Armory Flawless TiN Gold Trigger Bar is a masterclass in tactical artistry, engineered to elevate your slimline platform to uncompromising standards of performance. Designed specifically for the G43, G43X, and G48, this ultra-precise component completely eradicates th

Polished Trigger Bar for G43 / G43X / G48 - RAINBOW - by Cross Armory

Verified Compatibility: G43, G43X, G48 Flawless Low-Friction Finish: Coated in brilliant Rainbow PVD finish to practically eliminate drag, providing a buttery-smooth pull and unparalleled wear resistance. CNC Cut - The crucible (connection between the trigger bar and firing pin) is CNC machine cut perfectly flat, for clean crisp trigger pulls Critical areas are polished to perfection - Rear Connector link area - Safety Plunger Depressor - Trigger Shoe mounting face Low-Friction Finish: Coated i

9'8" x 12'8" Signed Persian Mashad Rug | Raspberry Red Field | Navy Boteh Border

Buy : https://www.rugs.net/9-8-x-12-8-signed-persian-mashad-rug-raspberry-red-field-navy-boteh-border/ This signed Persian Mashad makes a confident first impression: a saturated raspberry red field, deep charcoal navy spandrels and borders, and a grand layered medallion at the center. The workshop signature is woven into the upper border, the mark of a weaving house that stands behind its work. At nearly 10 x 13 feet it is a true room size carpet, built for the largest living and dining spaces.

Real-World Urban Survival Skills

WHAT YOU WILL LEARN: ✓ The 70-20-10 survival rule ✓ How to read body language and spot threats ✓ Where to sit in any room or restaurant ✓ How to check if you're being followed ✓ What to carry that's legal anywhere ✓ How to defend yourself inside a vehicle ✓ What to do if forced into a car (NEVER go to second location) ✓ Female-specific defense (bag, hands, ground) ✓ How to use everyday objects as weapons ✓ First aid for knife wounds ✓ Travel prep checklist ✓ And much more.

RORRY CharmGo: Compact Keychain Power Bank for iPhone & Everyday Carry

Meet the RORRY CharmGo, your new go-to compact power bank! This tiny, keychain-friendly charger is designed for everyday carry. It clips right to your bag or keys, so you never run out of battery on the go. Perfect for iPhones, AirPods, and more. Stay powered, stay stylish.

CR1833 UPCYCLED PATCHWORK DENIM CROSSBODY BAG

Carry your essentials in style with this UPCYCLED Patchwork Denim Crossbody Bag, handcrafted from repurposed denim fabrics for a unique vintage-inspired look. Featuring contrast patchwork panel detailing, a functional front pocket with strap closure, and an adjustable shoulder strap, this bag perfectly blends sustainable fashion with everyday practicality. Designed with a spacious interior and lightweight construction, this bag is ideal for daily use, travel, shopping, work, and casual streetwe

Face Melt

Face Melt explores the lengths women go to in order to stave off the onslaught of time. The video considers ideas of maintenance, both domestic and bodily, and the labour involved in trying to preserve an image of youth. There is a connection between the chore of ironing and the ongoing task of maintaining our appearance, both are repetitive acts of care, often invisible and expected. This work is not a critique of women or the choices we make, but rather a reflection on the social pressures pla

The Logitech Mobi Fold is the best, most comfortable travel mouse yet

As the name says, it folds to fit in your pocket so you can take it everywhere.