ysabetwordsmith: Cartoon of me in Wordsmith persona (Default)
[personal profile] ysabetwordsmith
This story belongs to the series Love Is For Children which includes "Love Is for Children," "Eggshells," "Dolls and Guys,""Saudades," "Turnabout Is Fair Play," "Touching Moments," "Splash," "Coming Around," "Birthday Girl," "No Winter Lasts Forever," "Hide and Seek," "Kernel Error," "Happy Hour," and "Green Eggs and Hulk."

Fandom: The Avengers
Characters: Phil Coulson, JARVIS, Clint Barton, Tony Stark, Steve Rogers, Natasha Romanova, Bruce Banner.
Medium: Fiction
Warnings: This story is mostly fluff, but it has some intense scenes in the middle. Highlight for details. These include dubious consent as Phil and JARVIS discuss what really happened when Agent Coulson hacked his way into Stark Tower, over which Phil has something between a flashback and a panic attack. They also discuss some of the bad things that have happened to Avengers in the past, including various flavors of abuse. If these are sensitive topics for you, please think carefully before deciding whether to read onward.
Summary: Uncle Phil needs to pick out pajamas for game night. He gets help from an unexpected direction.
Notes: Service. Shopping. Gifts. Artificial intelligence. Computers. Teamwork. Team as family. Friendship. Communication. Hope. Apologies. Forgiveness. Nonsexual ageplay. Nonsexual intimacy. Love. Tony Stark needs a hug. Bruce Banner needs a hug. #coulsonlives.

Begin with Part 1, Part 2, Part 3. Skip to Part 6Part 7Part 8Part 9.


"Hairpins" Part 4


Wasn't there something about dancing bears ...? he thought, the image plucking at his memory. He knew that Natasha loved ballet, although she rarely expressed it. Perhaps with the right coaxing, she would let it out more.

"Dancing bears," Phil decided, and ran a search for that. He loved StarkSearch. In addition to the usual safe mode, it also had an Intelligent Search option that would learn a user's preferences and sort out the most promising results. It had started off a little better than Phil's former favorite, but the more he used it, the more accurate it seemed to get. Plus it didn't leave any breadcrumbs in cyberspace at large, and it offered him the option of saving or deleting his search on the tower servers.

At first the search turned up irrelevant things like circus bears, traveling caravans, and street performers. The same images appeared in paintings and sketches, some of them quite old. Then Phil started finding teddy bears in tutus, or t-shirts with dancing bears printed on them. "Getting warmer," he said.

Next Phil tried searching for 'dancing bears fabric' on the premise that if he could find suitable cloth, then he could commission someone to make it into pajamas. That led to big colorful quilt blocks and a wide variety of Grateful Dead swag. A few images of teddy bear picnics and Winnie the Pooh also appeared. Most of them had backgrounds of pink or blue, or worse, distracting patterns.

Phil set about sorting the images into things close to what he wanted, with the best ones at the top of the page and others lower down. Then he filtered out the irrelevant ones in the last row by dragging them into the trash. This was the true beauty of StarkSearch: it popped up new suggestions at the bottom and let Phil float them to wherever he felt they belonged. Occasionally a new one would appear higher up, usually with a question mark on the corner. He could tap that to confirm its position, or touch and pull to move it elsewhere.

Soon the first images of large or small bears on a white background began to appear. They were boring, but the concept was moving in the right direction. Phil's interest gave a hopeful little quiver upon seeing them. He bumped those toward the top of the screen. Then he saved the search.

Next, Phil opened some of the files he kept on Natasha. Clothing preferences, both professional and personal. Furniture. Things she had bought for the two-floor apartment that she shared with Clint. Favorite art. An assortment of books that she liked to read, mostly nonfiction.

It was a stretch, because Phil had very little information about her childhood, almost all of that ugly examples of systematic abuse. Still, Phil thought that he might manage to extrapolate from Natasha to Natka in terms of taste. He opened a comparison page and started dragging images onto that from Natasha's files. StarkSearch had a 'correlate' function that Phil also loved, which would seek for patterns across two or more sets of information. Once he had a page full of samples, he activated that and then went back to the search page.

* * *

Notes:

Tame dancing bears appear in circus performances and other venues. They are associated with Russia, although not restricted to that culture.

Machine learning may use any of several problem-solving methods. A good program can even learn language just by reading instructions and interacting with a game or other program. You can see JARVIS trying different things with the Avengers to see what works and what doesn't.

Breadcrumbs are bits of information left in cyberspace as people move through it. There are various ways to stay anonymous online, but they reduce the efficiency and effectiveness of many experiences. Restricting the information to a secure server is one way to get around that.

To see the progression of the search, view the quilt squares, Grateful Dead bears, teddy bear picnic, and Winnie the Pooh swatches. A search often starts with widely scattered results and then spirals closer to the goal.

Visual and interactive search engines can improve usability. JARVIS uses additional information to filter the raw results more finely as a search progresses. He also uses the placement of images on the page to indicate his level of confidence in the findings.

These are the large and small plain bear fabrics.

The reward system in the human brain is what delivers, among other things, that little thrill upon getting a right answer or reaching a goal. Given Phil's work in espionage and handling, it's reasonable to expect that his brain delivers a very satisfying jolt of pleasure upon finding information or helping one of his people. This deals with motivation and decision-making, in that people are more inclined to invest energy in activities that result in pleasure. Popular video games are designed to trigger the reward system. JARVIS combines his knowledge of human neurobiology and cyberspace theory to evolve programs that are not only effective but also enjoyable -- which of course activates his pleasure circuits in return.

A correlation function is a way of comparing different batches of information to see how they overlap and interact. This can be useful in such tasks as predicting which future data points will match a certain subset of criteria. There are many different heuristics, or ways of solving a problem based on personal experience. JARVIS is better at crunching numbers and handling raw data; Phil is better at making subtle emotional observations and estimates. Put them together and they move in the right direction quite briskly.


[To be continued in Part 5 ...]

(no subject)

Date: 2014-02-26 07:11 am (UTC)
thnidu: my familiar. "Beanie Baby" -type dragon, red with white wings (Default)
From: [personal profile] thnidu
JARVIS is better at crunching numbers and handling raw data; Phil is better at making subtle emotional observations and estimates. Put them together and they move in the right direction quite briskly.
REally nice symbiosis!

• ugly examples of systemic abuse
> systemic or systematic ?

(no subject)

Date: 2014-02-26 07:36 am (UTC)
From: (Anonymous)
I love it so far! It's been a while since I last commented, but the moment you statred about dancing bears I thought of Anastasia and the song from that movie, "Once upon a December"

~Evangel

(no subject)

Date: 2014-02-26 08:57 am (UTC)
From: [personal profile] chordatesrock
The short chapters aren't working well with this story. How many parts are expected, so I can wait and read the rest all at once?

(no subject)

Date: 2014-02-26 10:56 am (UTC)
dreamwriteremmy: Alexis Bledel, a brunette smiling sitting on a bench (Default)
From: [personal profile] dreamwriteremmy
I kind of like this, but I'm more tolerable and into character study/therapy/infodumping and variable narrative tension isn't a big deal to me. However, this start on the story is not grabbing as many of my headmates who are invested in the series as other bits. I'm thinking it's probably the fact that this section of the story doesn't have the same flavor of narrative tension the other stories we've seen have (even the fluffy ones).
- Emmy
Edited (redundant awkward statement fix) Date: 2014-02-26 11:19 am (UTC)

(no subject)

Date: 2014-02-26 12:02 pm (UTC)
siliconshaman: black cat against the moon (Default)
From: [personal profile] siliconshaman
Thinking about it, I've seen examples of bits of coding similar to the intelligent search you describe, enough to suspect that it could be possible to do that. The problem is that a] nobody (in the industry) has thought of designing a UI like that, b] the legacy problem, to whit, people prefer interfaces that resemble ones they are familiar with, hence incremental change is slow and tends to be linear.

It would take someone willing to take a risk and introduce a radical concept change like that... which historically doesn't happen nearly as often as people think. [which is why we're still using mouses very similar to the original design for example]

Re: Thoughts

Date: 2014-02-28 08:04 pm (UTC)
siliconshaman: black cat against the moon (Default)
From: [personal profile] siliconshaman
*ahem* I use the earlier version of this trackpad from logitech. It's very satisfactory.

Granted, there's some weird & wonderful designs out there, but standard mouse designs have changed much.

and thinking about it, I'm probably wrong on one count. I'm fairly sure that various radical improvements have been suggested/created by people within the industry... however, to date very little of that has made it past management and marketing.

(no subject)

Date: 2014-02-26 12:22 pm (UTC)
From: (Anonymous)
I don't remember what pajamas Natka has, but after watching all the research and thinking back to the books they read, I kinda want to see her in Winnie the Pooh jammies.

-Wynjara

Dancing Bears

Date: 2014-02-26 01:02 pm (UTC)
From: (Anonymous)
Dancing Bears is also a line in the lullaby from Anastasia, "Once Upon a December."

I like this story. It's interesting to see how Phil and Jarvis are getting a feel for one another.

Re: Dancing Bears

Date: 2014-02-26 01:04 pm (UTC)
From: (Anonymous)
I forgot to sign my name.

-firstar28

(no subject)

Date: 2014-02-26 03:13 pm (UTC)
redsixwing: A red knotwork emblem. (Default)
From: [personal profile] redsixwing
The subtle changes in JARVIS' behavior through this one are making me squee. I'm a computer nerd anyway, so Phil's perspective on JARVIS is interesting. It makes for a story with a texture I like quite a lot.

(no subject)

Date: 2014-02-26 08:27 pm (UTC)
From: (Anonymous)
Oooh, I like the idea of a "correlate" feature! I'm generally pretty good at putting together a useful string of search terms, but being able to find the common ground between to sets of results could be very useful!

Meg

(no subject)

Date: 2014-02-26 10:16 pm (UTC)
shadynaiad: (Default)
From: [personal profile] shadynaiad
What I wouldn't give for a search engine with correlation functionality. I'm a grad student in statistics, and it makes me twitchy thinking about how much processing power that would take (never mind writing the program in the first place).

I'm a little surprised at Phil's lack of google-fu, though. I can't figure out if he's really that bad at crafting a search string, or if it's just that it's always feels agonizingly slow to watch somebody else google.

(no subject)

Date: 2014-02-26 11:17 pm (UTC)
helgatwb: Drawing of Helga, holding her sword, looking upset. (Default)
From: [personal profile] helgatwb
I don't know what I feel about the fact that Phil is thinking he's using a search engine, when he's really working with JARVIS. I'm so used to Phil understanding that JARVIS is a person.

Re: Thoughts

Date: 2014-03-01 02:36 am (UTC)
helgatwb: Drawing of Helga, holding her sword, looking upset. (Default)
From: [personal profile] helgatwb
Oh, you've eased my mind quite a bit. I found it a little...creepy is the closest word I can find, but it doesn't fit one hundred percent...that Phil was treating a person like a machine. I'm sure JARVIS gets it all the time, but it doesn't make it right. Now that you've explained that this is something JARVIS does, then I have a reference. I am one of those people that knows quite a bit of useless trivia, and I'm pretty good at research, so people are always coming to me for information. This sounds a lot like that.

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ysabetwordsmith: Cartoon of me in Wordsmith persona (Default)
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