#bunn chats

[abunnsburrow]

Quick reminder to EVERYONE to tag spoilers as #ninjago spoilers and #dragons rising spoilers

I DO NOT CARE if you wanna be fancy or creative just at the MINIMUM include THESE TAGS

I hate to make a post like this but it feels like I gotta

THIS IS ESPECIALLY THE CASE WITH ART AND IMAGES!

Even WITH a header saying "Ninjago Spoilers" you can't just scroll past art or images and not "see it", you still can! The images on tumblr are HUGE and in the end, you're not gonna get more likes!

You know what you'll get not tagging your art properly?

People angry with you and tempted to block you

PLEASE I BEG OF YOU TAG YOUR STUFF! PROPERLY!!!

(tagging you guys for more reach(apologies): @jay-lightning @nyaskitten @weekend-whip @spinjitsuburst @destinysbounty @misfortuneskeep @cboffshore @juniperjellyfish @rainofthetwilight )

[bunns-being]

We updated our affection folder!!! Really happy with it, happy happy happy !!!!

[ID: A phone with Weavechat open to an affection folder. In it there is a petnames folder, the start of the questions “Can I have”, “Can we”, “Do you need”, and “Do you want”. There are then the verbs “bite”, “cuddle in bed”, “headpats”, “hold”, “hold paws”, “hug”, “kiss”, “nuzzle”, “side hug” and “stim together”. Finally, there are buttons saying “green”, “yellow”, and “red”. End ID]

[bunchofbunniez]

having mental breakdown might cute later <3

[world-of-aus]

This One's For You

Pairing: hockey player!bucky x NHL Photographer! Reader

Warning: Bucky barnes being a heartthrob

Authors Note: another snippet of Bucky and hotshot 🤭

The arena is a buzz of excitement; gold and black line one side, red and blue line the other, the two colors meeting and molding in the middle of each side. You’re at ice-level behind the protective barrier of Plexi-glass as you wait like the many fans for the game to start. Your equipment sits on your chair – a lone stool that has unfortunately seen better days. As you go to get your camera set up you feel your phone vibrate in the confines of your jean pocket.

Plucking your phone from your jeans you see an unread message from Natasha waiting to be opened. A picture of your jacketed back stares back at you, the message below reading,

‘You’d look so much better with your jacket off, a certain right defenseman would agree with me.’

‘It’s cold!’ you shoot back.

‘I left the apartment with you this morning, you have a long sleeve under, black one, remember?”

You curse your roommate under your breath, another message popping up below that one.

‘Take it Off or I’ll personally go take it off!’

‘Shouldn’t you be taking pre-game photos?’

A moment later a photo of Bucky walking in through the backstage of the arena is taking up your screen, he’s wearing a tailored suit, his hair lazily slicked back as he winks at the camera, his all too pink lips curled in a wicked smile. Your heart skips a beat in your chest, your teeth capturing the smile that threatens to break through.

‘Now take it off.’

‘So bossy’ you mutter under your breath as you take off your jacket, your jersey that she gifted you for your birthday now on full display.

‘Happy now?’

Her text takes a while to come in and only then do you realize why when her text comes in with Bucky’s contact attached. A picture of you adorning his jersey pops up a message appearing shortly after.

‘See now that looks so much better! Woops wrong chat..’

You whip your head around trying but failing miserably to find the blonde in question. Your phone vibrates in your hand.

‘Looking Good Hot Shot! Drinks on me after the win..”

‘At least take her to dinner first Barnes.. 😉’

Your cheeks are warm despite the cool air of the arena nipping at your skin as you read the messages transpiring between the two.

‘He didn’t mean it like that Tasha! Besides he’d need to secure a win against the Rangers first.’ is your odd lame of an attempt to dust away any feelings between the two of you your friend is trying to make appear out of thin air.

‘The win was in the bag the second you stepped foot into the arena Hot shot, you wearing my name was just an added bonus, oh I totally meant it like that but can the drinks be on you instead?’ 😉'

‘With all those puck bunnies sporting your last name throwing themselves at you I doubt you’ll remember, but given the chance you remember drinks can be on me.’

“Stop sabotaging yourself.” You jump slightly, hand on your racing chest as you look over your shoulder finding Natasha, her gear tossed over her shoulder, lanyard laid against her chest. She gives you a pointed stare, “you and Barnes have been doing this same old dance for some time now and it’s getting tiring y/n.” She shakes her head at you, “Not like that, this whole will they won’t they, we’re rooting for the two of you y/n. He’s not Brock,” she murmurs her hand reaching out for yours. “He’s reaching, barring his hand to you – you just need to meet him halfway and trust that he’ll catch you, we all know he will, we’re all just waiting for you – he’s waiting for you.”

You suck in a breath at her words, she knew where your uncertainty came from when allowing yourself to feel anything for the bruin's player, “but what if he doesn’t, you saw how -” you shake your head not willing yourself to go back there.

Both your phones vibrate in your hands but you only see yours,

‘Not letting you back out now hotshot because the only bunny I’ll be chasing is you tonight, hopefully the drinks taste as sweet as you.’

Natasha’s grin is evident as she closes in on you one arm going around you as she hooks he chin on your shoulder. “You see!” she points at the screen you still look at. “You’re not wrong about all the puck bunnies sporting his name wanting an inkling of his time, but he only has eyes for you, let him know you see him right back y/n.”

She’s grinning squeezing your arm as she reads your reply,

‘Hope you run just as good as you skate Barnes.’

Natasha throws her head back on a laugh as you pocket your phone reaching for your camera as you get into position the announcements popping up on the screen. “This game just got so much better!”

Red and blue lights flood the arena, the sea of Rangers fans standing tall, getting loud as their teams players flash across the screen. The players glide onto the ice from their opening, circling the arena as they hype their crowd. You’re quick to take notice of a few of the players lingering on your side egging the opposing teams' fans on. It’s short-lived as the screen changes, shades of black and gold flashing, the Bruins players coming onto the screen. The crowd behind you roars in excitement Natasha joining in as you lift your lens, they come in fast and hot as they circle the arena in the same manner. You’re quick to get shots in rapid succession, focusing in on a few personal shots at the player’s that are closest to you.

You spot Sam, the camera finding him easily as he does what he does best. He always gets a kick out of warming up the crowd, getting them riled up for the game. It puts him in the headspace he needs to ensure his team a win. Your camera spots Steve next, he’s gliding closer to where you and Natasha are, a grin pulls at your lips, heartwarming for your friend who gets herself closer to the glass. You capture the moment he comes to a stop in front of the Plexi-glass his gloved hand pressing against where her’s already rests waiting. You lean back a bit to get both of them in the shot you know Natasha would be requesting that photo by the end of the night.

“Kick some ass out there Rogers, give me something to celebrate tonight.”

The dirty blonde taps the glass throwing a wink her way, “Good luck out there Stevie!” you call out, as he turns to skate to where Sam is. A tap on the glass has you turning your head in the other direction, the crowd seemingly getting louder as Bucky approaches you from the opposite side of the glass. You bring your camera up to capture him, a breathtaking smile cutting his lips as he stares at you through the lens of your camera. You notice he doesn’t get as close as Steve does, but he only has eyes for you as he glides across, “this one's for you hotshot!”

“Good luck out there B!” You hide your smile behind the lens of your camera capturing the grin that splits his lips before he’s turning to the call of his name.

The referee's whistle kicks off the game, and its as good of a game as Natasha said it would be.

You don’t set your camera down for a single second of the game as you focus on the players on the ice and capturing ‘the shot’. You’ve managed to dodge a few pucks and players that have flown your way into the glass. It’s fast paced, brutal even as both teams fight to secure that win.

It’s down to the wire now, the crowd is tense as they watch their teams leave it all on the ice. Your cameras resting against your chest, Natasha gripping your hand in hers as your eyes follow the players. “C’mon c’mon, bring it home!” she pleads. You catch the moment Steve begins his move for the winning shot, your camera coming up to follow the game behind the lens of your camera. Bucky and Sam stay in Steve’s line of sight as he passes the puck to Sam, Sam then glides forward Bucky just a few feet off to his side to get the puck from the left defenseman. Capturing the moment Sam makes the pass, you hold your breath as Bucky swings, the buzzer sounds a split second after, the roar of the crowd loud behind you as Natasha jumps into your side her own yells of victory loud in your ear.

“He did it! Y/n he fucking did it!!” She screams shaking you.

You can’t find your voice as your camera shutters away, but the way your heart races, the smile parting your lips gives way to the emotion filling your chest.

“C’mon let’s go!” Natasha urges pulling you along to get the two of you out onto the ice.

You thought the excitement was palpable behind the glass, but it’s electric out on the ice with the celebrating team. You’re capturing as many images of the teams victory as you can before Natasha spots the guys urging you on. You let her go capturing the moment Steve gets her in his arms, the kiss the two share between them. You find Wilson next he’s all smiles at you and your camera as he glides towards you. You lower the lens momentarily to let him pull you in for a bone crushing hug, “you guys did it, I’m so proud of you Sammy!”

His lips press to your head, “it was all for you hotshot, I’ve got to say when your boys determined, he’s determined,” he grins as he pulls away to look down at you.

“It wasn’t just for me, it was for the fans, for the team.” You lamely argue.

His grin only grows, “yeah? Tell him that then.” And then he’s gliding off to the side towards where Natasha and Steve wait. Bucky stands feet away from you grin on his lips, his hair a sweaty mess, your camera comes up. Each shutter brings him closer to you till you have no other choice but to lower the device and take all of him in. He’s barely got his arms open enough before you’re eating up at the last foot between the two of you your arms going around him.

“You did it B, you won!”

His arms wrap tighter around you, his nose buried in your hair, “I told you hotshot, this one was for you and I meant it.”

You lean back taking in the right defenseman, there’s that smile, the one you always find directed at you. “You did, didn’t you,” you breathe unable to look away. “Guess the drinks really are on me tonight.”

He chuckles grin splitting his lips further, “don’t think that’ll be the only thing on you tonight,” he murmurs pulling you closer, his head lowering to yours, he stops just before his lips brush yours. “you gonna let me catch you hotshot?”

“Yeah B. I think I am.”

[bunnreblogs]

look at him. look at that suit. how could you not promote him, that rizz (joking)

in all seriousness though uh depends how you interpret it. The administration was part of the Realm of Madness so I could easily see it just being the wackiness of it or some shenanigans of him accidentally getting credit for stuff he didn't do thus he got Manager

a more fun and personal interpretation that I have is he purposefully worked just hard enough to become the Manager just so that he could never work again and play video games all day. He is putting effort into being lazy thank you very much

Okay but I need to hear all your theories about Jay in the administration

[fandomsandfairytales]

Fic Recs for Elrond Week 2024

Hello! Here’s a last-minute handful of Elrond-centric fic recs to wrap up Elrond Week 2024. (Time got away from me this week!)

These fics are all rated G or T, and I’ve loosely categorized them into groups so it’s a bit easier to parse through them. I also noted ones I recc’d in my 2023 Fic Recs list, which I posted on my main blog, @awwyeah107. I'm tagging each author in this list once (if they have a Tumblr account), although there may be more than one story from an author in the list.

Also, to clarify, none of these were written *for* Elrond Week—these are all simply fics about our beloved peredhel that I've enjoyed and wanted to share/recommend.

Massive shoutout to @meluiloth for putting on Elrond Week! I’ve greatly enjoyed seeing all the posts this week cross my dash. Also, thank you to all of the fic authors, fan artists, and meta writers out there who celebrate Elrond ❤️

Elrond & [Biological or Married] Family

The Complexities of Avian Biology by @runawaymun Celebrían takes on a charity case. Elrond helps, because of course he does. Some Celrond fluff by request. (Oneshot, G, 776 words)

Without depth or bound by waitingfover Love is never an easy emotion to navigate, particularly if you also hate the other person's guts. or Elrond doesn’t like Celebrían’s attitude, Celebrían hates Elrond’s guts, Gil-Galad is determined to play matchmaker, and Celebrimbor just wants to be left out of this drama. (23 chapters, complete! T, 29k words)

Wealth Enough of Joy by @starspray Elladan and Elrohir are born at twilight in summer. (Oneshot, G, 1.6k words. Recc’d this in my 2023 Fic Recs list)

Athelas by erulisse_starchild Estel gets a lesson in herb-lore from Elrond. (Oneshot, G, 831 words)

Hiding Places by @sweetteaanddragons (Drag0nst0rm on AO3) It had been a long time since Elrond was last under a bed. The novelty was probably good for him. (Oneshot, G, 437 words)

Kind as Summer by @arofili (starlightwalking on AO3) Elrond and his family, after the First Age. A collection of ficlets from tumblr prompts, loosely related to one another. (8 chapters, complete! G, 2.1k words)

More than the Stars Above by sweetteaanddragons (Drag0nst0rm on AO3) Elrond had lived without his parents for this long. He could certainly continue to do so if they proved to be indifferent. That didn't stop his hand from shaking when he reached out to knock on the door. (2 chapters, complete! G, 5.6k words. Recc’d this in my 2023 Fic Recs list)

Blossoming Red by @bralesscommie Snapshots of Elrond throughout his life. A character study. Elrond dealing with his trauma, and finding his rare moments of joy. (Oneshot, T, 4.9k words)

Elrond & Friends

Demons by @theheirofashandfire (ScribeofArda on AO3) On a dark night in Imladris, with the Watchful Peace having come to a bloody end, one elf finds that the darkness brings back unwanted memories of flames and fear. And Glorfindel can remember all of the fall of Gondolin. (Oneshot, T, 4.5k words)

Old Swords by StarSpray Elrond and Gandalf chat about Glamdring. (Oneshot, G, 661 words)

Primary Sources by @cycas (bunn on AO3) Bilbo Baggins, now living in Rivendell is working on his Translations from the Elvish and needs some help. He learns a few things about Elven board games, plumbing and housework in Rivendell, a little bit about the War of Wrath, and something about Elrond's family. It might just be that making songs about Eärendil in the House of Elrond was not something that Elrond himself considered to be over Bilbo's head. (Oneshot, G, 4.4k words)

Kidnap Fam

Note: All of the Kidnap Fam fics here are Elrond-centric—either they are from his perspective, or they primarily focus on Elrond and Maglor and/or Maedhros.

And Love Repaid by sweetteaanddragons (Drag0nst0rm on AO3) It was never about owing. (Oneshot, G, 2.3k words)

See How They Grow by @grundyscribbling (Grundy on AO3) Elrond wasn't born a great healer. Some would have said living among Feanorians was an unlikely place to start that journey. (Maglor probably would have agreed with them.) (Oneshot, G, 11.7k words)

Rosemary, Fennel, & Rue by grundyscribbling (Grundy on AO3) Maedhros stumbles onto an unhealthy secret Elrond has been keeping. Elrond is surprised to find Maedhros has experience in these matters. (Oneshot, G, 5.7k words)

Once They Were Wolves by @elentarial (BaccaratBlack on AO3) After receiving an unexpected Midwinter gift, Elrond learns something new about one of his captors fathers. (2 chapters, complete! G, 2.4k words)

Quiet by sweetteaanddragons (Drag0nst0rm on AO3) Dust blanketed Maglor’s harp where it sat undisturbed in the corner. (Oneshot, G, 566 words)

Series

On Elrond Peredhel by @elvinye (leodesic on AO3) A series examining Elrond's kidnap-adoption [and Elrond himself] from a variety of different perspectives. (In-progress series of 13 works, each between 1-2 chapters, all rated T or G. Only AO3 users can read this fic.) (Note: For anyone who does not ship Russingon—like me—the series does contain it, but it is minor and can be skipped over fairly easily.)

Return to Aman by cycas (bunn on AO3) A series of stories about Elrond's return to Aman at the end of the Third Age. All these assume that Maglor son of Fëanor was one of the other unnamed Elves who accompanied Elrond, Galadriel, Gandalf, Frodo and Bilbo on the ship when they left Middle-earth. Point of view is usually either Maglor or Elrond, but occasionally someone else (Celebrian, Lalwen, Nerdanel...) (Complete series of 15 works, each between 1-5 chapters, all rated G. Recc’d this in my 2023 Fic Recs list)

AUs

The Last Homely Hostel by sweetteaanddragons (Drag0nst0rm on AO3) Barin was nearly entirely sure this hostel wasn't supposed to be here. It won't be the last unexpected appearance of the night. (Oneshot, G, 5k words)

we will make this place our home by @leucisticpuffin Elrond and Elros are sent to live with their distant cousins in a house that is crumbling slowly to pieces. They aren't especially happy about this. For Maedhros and Maglor, the twins are a rare chance to start living again. It will take a lot of work to turn a house full of ghosts into anything resembling a home. (70 chapters, in-progress! G, 259.5k words. Only AO3 users can read this fic. Recc’d this in my 2023 Fic Recs list)

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@elrondweek

Other Fic Rec Lists: 2023 Fic Recs (on my main blog) 2024 Fic Recs (on my main blog)

[winnie-bunn]

.𖥔 ݁ ˖ 𝗪𝗘𝗟𝗖𝗢𝗠𝗘! ‹𝟹

» this is a nsft sapphic blog, 18+ only

(I was previously "moonshine-f")

Hello there! ִֶָ

❁ You can call me Elle. I'm 19 and my pronouns are she/her.

❁ I'm a sub/sub vers not so masc but not so femme either.

❁ My ask are open for all your thoughts, from sweet ones to the dirty ones too! I would love to have anons to chat with here! My dm are also open. You're very welcome to send me something ♡

❁ At the moment I identify as bi, but I'm so much more attracted to women, which is why this is a sapphic blog, so cis het men dni

DO NOT INTERACT┆cis het men - minors - ageless blogs - homophobes - transphobes - racists - pedophiles.

KINKS┆dom/sub dynamics - bondage - impact play (nothing too hard) - praise - soft degradation - choking - edging - light petplay - orgasm control - light exhibitionism/voyeurism - somno - overstimulation - breeding (no pregnancy) - teasing - mommy kink - oral fixation - light cnc - soft corruption - soft humiliation - soft dumbification - guided masturbation.

MY LIMITS┆scat - vomit - piss - feet - raceplay - ageplay - gore.

❁ If you decide to stay here for a while, feel free to claim an emoji! That way I'll know who you are when you show up here. Please send me your pronouns and age as well x

❁ ANONS┆🌻 (20, they/them) – 🍀 (18, she/her) – 🍯 (25, she/her)

❁ Tags┆#〃bunn's audio ۶ৎ | #〃bunn's pic ۶ৎ |

Note┆none of the photos used here as part of the blog's theme/aesthetic are mine or me, they're just what resembles me, my personality and my vibe <3

dividers made by @/saradika-graphics

[chill-bunn-sage]

Had a chat with @dearastrologian and now I’m thinking about the bunn being a bride again I’m ded

[bunnakit]

the context doesn't really make it better

i'm just a real stinker

I now have the worst name in the gc

Because I posted this

And yes it is what you all think it is

(The things i let oat do to make fun of me)

[mercair-just-for-a-little-while]

Oh wow, Annabun!

Woostern! Well, i don't think she'd have any problem with Annabun, in fact, the story of suddenly snapping on set and attacking your co-workers is traumatically familiar to her. I hope they can get along despite her manic behavior.

Bonslick. Well, as usual, it seems to be some kind of reflex for him to immediately try to flirt with any pretty woman he meets, even though he knows that the possibility of him getting smacked in the face or even worse, is like 100%.

Left-E! Being a fellow bunn-e doesn't mean you're allowed to go insane inside the stablishment, ma'am! If she ever snaps in front of Left-E, he'll have no other option than to forcefully kick her out!

Sonatta! Well, it'd be nice to meet another fallen female celebrity, i'm sure she'd love to have a little chat with her sometime! Her vision of this world is a little worrying though, i mean, this place sure isn't "heaven", but she wouldn't really call it "hell" either...

Quiddo! So her limbs are stretchy, huh... Quiddo would try to see how far she can stretch. Mischiveous. And Quiller... Her awareness for the player is certainly fascinating, not a lot of creatures have that capability... She might be of interest to it.

Shikari... Eh, i don't think she'd care about her, she doesn't like cartoons.

And Sakriss... Funny enough, something similar happens to him. He could leave the graveyard anytime he wants, but yet he feels trapped. Sadly he doesn't get all this movie star thing, and he's extremely introverted, so i'm afraid they'd have nothing to talk about

Link if you wanna read about Annabun!:

[abunnsburrow]

Cole, Jay, come on now's NOT the time to oggle we're being chased by the police-

[starfirebutterfly1]

Hiya! Guess who! That’s right it’s Bunny Anon! ✨ 🩷 🥳 I guess I finally know how to make Tumblr behave, I have to abandon my pretty little short paragraphs. Welll if it makes chatting with you easier I’m happy to!

Okay I’m slightly reluctant but give a girl some time to adapt hehe

Sorry about the slew of asks lately! It’s been really nice to have our little chats though! Oh, and, don’t worry I ate yesterday (and today, before you ask) I saw your post about your new vibrator! Congrats! Promise to think of me? Hehehe.

—Playfully, Bunny Anon.

°•♡PFF I’m sorry bunn~ I liked your cute short paragraphs tooo! Tumblr’s just mean</3 And it’s okay!! Eheh I enjoy your askss! They honestly make my day a bit brighter<33 𝓈𝑜 𝓂𝒶𝓃𝓎 𝓈𝒽𝓎 𝓀𝒾𝒸𝓀𝓈 hehehe!! prommiissee~♡•°

[bunns-being]

Love aac love seeing aac love aac and seeing others aac love working on aac love having aac love aac love love love interested in aac forever showing aac is so fun cool glad joined discords for aac i love having them and friends in there love aac

I made aac board but think 6x12 is actually too bug because looked at other apps besides weave chat and like bugger boards but those app have smaller sentence and recommend bars so have more room

Might try cough drop but expensive and scared waste money and need wait for it on sale anyways. Hard to try apps when not able sample features, wish had SLP sometimes

[bunnakit]

bunn watches: a boss and a babe e1

so i live react in my smol discord server and i'm just gonna share those reactions here too, they just might seem a little disjointed at times lmao (and if you're in the server you've already seen most of this)

jack in that leather jacket and FUCKING DUCATI (my weakness) is sexy as hell, he prickly tho

cher makes me want to claw my face off with secondhand embarrassment

this statue is on shin's shelf in bake me please. apparently this cheetah thing is the mascot for hard-shelled men.

imagining gun dropping a pogchamp in chat

WHAT THAT HAND DOIN BABYGIRL

hey so i dont wanna get too personal with you but i'm going to do something incredibly intimate immediately after meeting you for the first time, hope thats cool

cher said we do NOT participate in top/bottom discourse in this house

TWINK DETECTED

YOU'RE FUCKIN CUTE AS HELL AND I'M OBSESSED WITH YOUR HAIR AND MIGHT TRY TO DO THAT FOR MYSELF

i want him to end up with jack

"i dont like whipped cream"

cher he might be lactose intolerant and doesnt wanna poop his fancypants

[tallie-journals]

Thursday, April 17th 2025

currently listening to: On the list, smidge currently reading: six of crows, leigh bardugo today was very relaxed. I slept in quite a while, but not too long that i felt out of the loop. I finished patterning and cutting the fabric for the dress. I’m so far, that I‘ll be able to finish it on saturday. I also decorated the bunny-bunns today. They don’t look like bunnies, but at least they don’t look demonic anymore. I think they’re very cute. Smidgeathon day two was today, so I watched it a majority of the day. I alternated between lurking and using it as background noise and actively chatting. We played marbles and I was the first person to win. I won a month of prime and it was very fun! In the evening, my mum came and vented a bunch to me about T. He‘s been lying through his teeth, gaslighting my mum, framing her to be the bad guy and stealing our stuff. Apparently he stole a few boxes of toys for my little sister right before we left and has been hiding them ever since. I can see how it’s destroying my mum and tearing her apart. I need to punt that man into the sun. tomorrow we’re going to my grandmas to celebrate easter. It‘ll be nice to see my cousins again, but I have to get up early.

[arkivverketbeta]

Agentic RAG: Neste steg i KI-chat for innholdet i digitalarkivet

I forrige artikkel fortalte vi om hvordan vi har testet ut en KI-basert chatløsning med RAG (Retrieval Augmented Generation) i bunnen. Denne løsningen ga oss nyttige erfaringer med å kombinere generativ kunstig intelligens med vårt eget arkivmateriale og veiledninger, hjelpetekster og annet støttemateriale. Erfaringene har vist at RAG er et godt utgangspunkt, men at vi raskt støter på utfordringer når vi prøver å dekke flere behov enn tradisjonelle søk eller enkle KI-svar kan håndtere. "agentic RAG"

Vi har tatt et steg videre ved å prøve ut en "agentic RAG", som er en utvidelse av den tradisjonelle RAG-tilnærmingen. Mens man i en vanlig RAG-løsning hovedsakelig henter frem informasjon og svarer direkte på brukerens spørsmål ut fra dette, opptrer en agentic RAG mer som en selvstendig “agent” som dynamisk justerer sine egne arbeidsprosesser. Den kan for eksempel validere svar, foreslå mer presise spørsmål, og endre søkestrategier når resultatene ikke er gode nok. Fremover ønsker vi å implementere enda mer autonomi i valg av funksjoner og strategier ut fra et satt mål i løsningen, men dette er en reell start.

Hva er en agent og hva er agentic RAG?

Enkelt forklart kan man si at en agent er et system som observerer et miljø/en situasjon/noen parametre, den har også fått satt et mål. Basert på observasjonene utfører den handlinger for å oppnå dette målet. Agenten vurderer effekten av sine handlinger, justerer strategien og fortsetter mot målet.

En agentic RAG er i bunn og grunn en agentisk tilnærming til informasjonsinnhentings-oppgaver basert på en agent-arkitektur. I en tradisjonell RAG har man en ganske statisk prosess for å hente frem og presentere informasjon. En agentic RAG innebærer at KI-en kan ta beslutninger på egenhånd om hvordan den skal løse informasjonsinnhentingen. I stedet for å ha fast definerte trinn for «chunking», innhenting og generering, kan en agentisk RAG dynamisk justere søkeparametere, revidere spørsmål, foreslå nye strategier, bruke ulike “verktøy” (f.eks. API-kall eller funksjoner) og avgjøre når nok kontekst er innhentet til å svare på en tilfredsstillende måte.

Det er nettopp derfor det snakkes mye om agentisk RAG for tiden. Vi og mange andre har prøvd å løse RAG ved hjelp av statiske regler for oppdeling av tekstbiter og søk med ulik grad av kompleksitet, og da oppdager man raskt at virkeligheten er mer rotete. Dataene er ikke alltid som man har sett for seg, og spørsmålene kan være vage eller flertydige. Da trenger man et system som kan operere mer fleksibelt, mer utforskende og mer problemløsende.

Hvorfor trenger vi dette?

Arkivkunnskap kan være kompleks, og brukere vet ikke alltid hvilke ord de skal søke på eller hvor de bør starte. Her gjør agentisk funksjonalitet en stor forskjell:

Forbedre spørsmål: Agentic RAG kan omskrive og bearbeide brukerens spørsmål for å gjøre dem tydligere og mer presise.

Kombinere søkestrategier: Systemet bruker semantiske og hybride søk som finner meningsinnhold, ikke bare eksakte ord. Hva som egner seg, kan den avgjøre på egenhånd. Den kan justere parametere som similarity, og tilpasse taktikken basert på resultatene.

Dynamisk tilpasning: Hvis svarene er mangelfulle, foreslår løsningen nye spørsmål, prøver alternative søkeord eller utvider søket – alt uten at brukeren må vite hvordan.

Kvalitetssikring: Løsningen validerer svarene og foreslår presiseringer om nødvendig, slik at brukeren får mest mulig pålitelig informasjon.

Hvordan fungerer løsningen i praksis?

Når en bruker stiller et spørsmål, tar systemet først tak i spørsmålet, forbedrer det eller gjør andre tilpasninger og benytter deretter semantiske og hybride søk for å hente frem relevant informasjon fra arkivene. Denne informasjonen struktureres slik at KI-modellen kan formulere et svar med lenker til kilder Alt dette skjer uten at brukeren trenger å vite nøyaktig hvordan ting fungerer, systemet tar hånd om prosessen og jobber aktivt i kulissene for å levere best mulig svar, i stedet for bare å presentere det første og beste treffet.

Agentiske egenskaper

Målbasert tilnærming: Systemet har et klart mål: å besvare brukerens spørsmål med størst mulig nøyaktighet. Dette er tydelig i hvordan det validerer svar og bruker fallback-strategier for å forbedre resultatene når de ikke er tilstrekkelige.

Adaptiv respons: Ved lite treff, tilpasser løsningen arbeidsflyten ved å benytte alternative strategier som omskriving, utvidede spørringer eller oppfølgingsspørsmål. Altså en viss grad av dynamisk beslutningstaking.

Systemet integrerer ulike teknologier og verktøy (LLM, Elasticsearch, hybrid søk) og velger passende metoder basert på behov, så den har fleksibilitet i hvordan det løser oppgaver.

Integrert logikk: Agenten fungerer som en koordinator som setter sammen, validerer og justerer informasjon fra ulike kilder.

Dynamisk kontekststyring: Systemet kan ta hensyn til tidligere samtaler og tilpasser neste steg etter dette.

Fallback-optimalisering: Med flere iterasjoner og alternative strategier øker sannsynligheten for at brukeren får et tilfredsstillende svar.

Proof of concept og veien videre

Denne løsningen er på et utprøvingsstadium og ligger ikke ute i en beta-utgave. Det er mange muligheter for utvidelser, og selve grunnstrukturen må forbedres. Den viktigste utvidelsen vil være å sørge for at løsningen har enda mer autonomi i valg av funksjoner og strategier, for eksempel ved å gi LLM-en en beskrivelse av målet og tilgjengelige verktøy, og la den selv bestemme hvilke handlinger som er nødvendig for å oppnå målet. Dette ville bringe det nærmere en løsning med reell "agency." Dette er vi i gang med. Fremtidige andre utvidelser kan for eksempel omfatte (med ulik grad av kompleksitet):

Forbedret validering og resonnering

Dynamisk søketilpasning: Juster parametere som temperatur, "similarity” og vekting automatisk.

Oppgave-oppdeling: Løsningen bryter opp komplekse spørsmål i deloppgaver og løser dem trinnvis. For eksempel, for spørsmålet «Forklar forholdet mellom A og B», kan agenten først hente info om A, deretter B, og så sette sammen informasjonen selvstendig.

Forbedrede feedback-sløyfer: Brukerfeedback: La brukere gi tilbakemelding, slik at løsningen kan justere hvordan den oppfører seg over tid.

Kontekstrevisjon: La brukeren revidere tidligere innlegg i samtalen, slik at konteksten blir oppdatert dynamisk.

Integrasjon med kunnskapsgrafer og andre data: Bygge opp en enkel kunnskapsgraf: Følger entiteter, relasjoner og temaer på tvers av samtaler, og foreslå relevante, sammenkoblede opplysninger. Under dette ligger også integrasjon med arkivdata og arkivkunnskap. Ved at for eksempel systemet tilpasser hvilke arkiv den skal bruke basert på spørsmålet.

Oppsummert vil vi si at agentic RAG er en naturlig videreutvikling fra RAG. Ved å gi løsningen evnen til å ta egne avgjørelser, velge verktøy, og tilpasse strategien underveis, blir den i stand til å hente frem og formidle arkivkunnskap på en mer dynamisk og pålitelig måte.

Ta gjerne kontakt med oss på kunstigintelligens@arkivverket.no hvis du har tilbakemeldinger, eller er nysgjerrig på arbeidet vårt med KI, søk eller digitalarkivet generelt.