Merge typo fixes from release into main (#254)

* DOCSP-47289 -- Removed mentions of service accounts as a preview feature

* DOCS-16995: fix broken link (#153)

* (DOCSP-48626) four small final review changes. (#154)

* Merge solutions library content (#249)

* (DOCSP-47913) Fixes card bugs on Security page (#121) (#122)

* Release (#127)

* (DOCSP-47913) Fixes card bugs on Security page (#121)

* (DOCSP-47879) SEO improvements (#126)

* (DOCSP-47879) SEO improvements

* Changes Features and Recommendations to Guidance for pages that have both

* Lengthens pillar page titles

* (DOCSP-48128) Replaces landing image with shorter version (#130) (#131)

* (DOCSP-48128) Replaces landing image with shorter version

* Tries smaller width

* DOCSP-49175-IS-section (#165)

* DOCSP-49175-IS-section

* updates

* edit

* Draft commit

* Draft commit

* Test build

* Edits

* Added to TOC

* Moved to subfolder

* DOCSP-49158-IS-content-migration-4

* add folder and toctree

* fix links

* ref link

* make all links the same

* fix link for real

* ugh link

* link madness

* one last time

* headings

* rename file

* fix meta error

* Image test

* More images, removing metadata file

* Indentation

* DOCSP-49157-audio-article

* DOCSP-49157-audio-article

* help

* DOCSP-49157-audio-article

* adding photos

* move image

* Internal review feedback

* Title case on page

* DOCSP-49157-audio-article

* DOCSP-49157-audio-article

* edits

* fix error

* DOCSP-49154-IS-content-migration-pdf-search (#166)

* DOCSP-49154-IS-content-migration-pdf-search

* first draft

* add images

* fix meta build error

* add svg dimensions

* add svg dimensions

* DOCSP-49157 copy edits

* DOCSP-49157 copy edits

* warning

* space

* back to normal ig

* DOCSP-49157-2 fixing build (#175)

* DOCSP-49157-2 fixing build

* DOCSP-4957-fixing-image-build

* DOCSP-49155-claim-management-llms (#174)

* DOCSP-49155-claim-management-llms

* build errors + add to toc

* add image

* internal review fix

* DOCSP-49333-solutions-library-landing-page (#176)

* DOCSP-49333-solutions-library-landing-page

* add cards

* layout and links

* render and order

* finish cards

* typo

* add correct icons

* fix warnings

* .

* group things correctly

* fix links

* try to fix link

* test

* revert :/

* DOCSP-49429-sl-landing-page-skeleton (#184)

* DOCSP-49429-sl-landing-page-skeleton

* rename to solutions library, add all tabs and subheaders

* card spacing

* toc skeleton & landing pages

* try 1 redirect

* comment out ununsed industry subtabs

* try ref with card

* fix comments

* try redirect

* try redirect

* add include of solutions lib landing page into industry landing pages

* try redirect

* try card link

* .

* revert

* fix links

* try linking to anchor hash

* add iot anchor hash link

* try anchor hash

* copy landing page into fin services

* remove slash

* try

* .

* testing

* test

* add target label

* test

* test

* toc test

* toc test

* fix error from comments

* test

* test content

* clean up & test

* update snooty file

* try anchor hash

* try anchor hash

* anchor hash permutations

* fin services landing page

* try anchor hash

* add all industries w articles

* industry-specific landing pages

* make drawers

* build error fix

* add staging links to cards for demo purposes

* fix file structure

* fix staging links

* add L3 headings

* fix media

* hide unused heading

* media

* Migration SL - rapid ai framework (#187)

* finished first draft

* added image ai-agent.svg

* testing updates

* some updates

* removed text for testing

* updated url AWS Bedrock

* fixed format issues

* fixed format issues

* added image and fixed format

* added image and fixed format

* fixed format

* fixed format

* fixed format and images

* fixed format and images

* fixed format

* fixed format

* fixed format

* fixed format

* fixed format

* fixed format

* changed name for index

* tested references

* updated format

* added meta description

* added additional files

* changed deployed version

* changed the structure for media personalization

* changed url for Gen AI card

* reviewed pull request observations

* updated code structure

* fixed indentation

* fixed indentation

* fixed image size

* fixed bullets

* Docs Migration - Event driven inventory system (#191)

* add event-driven-inventory solutions library

* added file to appropriate structure

* added files for correct structure

* added solutions overview section

* added video

* added images into Architecture

* added card to solutions library page

* added urls

* added reference architecture section

* added data model section

* added key learnings, technologies and authors

* redeployed asset

* added building the solution section

* changed index name for the SL

* changed order sl alphabetically

* updated index name

* updated index name

* updated index name

* changed files names

* updated url

* added path to retail-catalog

* updated path

* updated path

* changed url change streams

* updated file name for this solution

* added image sizes to figures

* addressed git review suggestions

* changed headings solutions overview

* removed punctuation from figures

* resolved conflicts

* SL Migration - Product Descriptions with Gen AI (#197)

* generated new project for product description

* added card information

* added card

* updated solutions overview section

* added reference architecture section

* added building the solution section

* added key learnings, technologies and authors sections

* updated minor erros

* added format changes to the solution

* changed formats and tone

* changed key learning messaging

* changed key learning messaging

* fixed description indentation

* removed space from meta

* replaced description into one line

* changed h2 titles in technologies and products

* removed punctuation from figures

* changed order

* changed index name

* added punctuation

* changed index names

* added capslock to titles

* added capslock to titles

* added capslock to event driven inventory

* SL Migration - Predictive maintenance (#210)

* set up framework for predictive maintenance asset

* added url to card

* added header section

* added images files

* added solutions overview section

* added reference architecture

* fixing solutions overview

* fixing solutions overview

* added reference architecture

* added reference architectures section

* added reference architecture section

* updated numeration

* updated technologies and partners section

* updated enumeration

* updated numeration

* added key learnings

* updated enumeration

* added changes

* added first step

* added first step

* added building the solution section;

* updated building section

* updated grammar

* changed index names

* changed format issues

* resolved comments

* added capslock in procedure

* resolved conflicts

* changed gen AI icon

* changed icon

* SL Migration - Automotive diagnostics (#204)

* staged initial draft

* added image width and height

* added use case section

* set card information

* added solutions overview

* added reference architecture

* added referenc architecture

* added remaining sections

* updated url for audio embeddings

* added solutions video

* removed punctuation from figures

* added capslock to instructions

* changed capitalization

* removed index additional spaces

* corrected description cards

* changed icos

* added capslock

* changed order cards

* AI video summarization (#217)

* AI Video Summarization Draft

* Gen AI-powered video draft

* Gen AI-powered video draft

* Added Github

* Added Cards

* Incorporated Suggestions and fetched updated Solutions POC

* Added Cards

* Added Cards

* To this end spacing issue resolved

* To this end spacing issue resolved

* Update solutions-library.txt

Removed Extra card

* Gamingmanagement (#202)

* Global Gaming Management Draft

* Streamline global gaming management first draft

* Streamline global gaming management first draft with IOT

* Streamline global gaming management first draft with IOT

* Streamline global gaming management first draft with IOT

* Streamline global gaming management first draft with IOT

* Streamline global gaming management first draft with IOT

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* GamingManagement Updated

* GamingManagement Updated

* GamingManagement Updated

* GamingManagement Updated

* GamingManagement Updated

* Update source/solutions-library/Streamline-global-gaming-management.txt

Co-authored-by: Jeff Allen <[email protected]>

---------

Co-authored-by: Jeff Allen <[email protected]>

* add svg dimensions to fix build warnings (#226)

* init

* add svg dimensions to fix build warnings

* SL Migration - Omnichannel ordering (#216)

* deployed initial draft

* added capslock to a missing title

* added images

* added url to card

* capitalized cards

* changed url

* resolved heading

* resolved card header

* changed card info

* changed name for index

* addes first sections

* updated image

* finished solutions setup

* changed typo

* changed text

* changed text

* changed text

* changed text

* changed punctuation

* changed capslock in image

* changed text

* resolved indentation

* changed text

* changed text

* changed punctuation

* added card

* added gen AI card

* added changes

* added capslock

* added capslock

* changed card names

* added capslock

* changed url

* SL Migration - Unified Namespace (#221)

* set initial commit

* added card

* added use case section

* added solutions overview

* added architecture image

* added reference architecture

* added building the solution

* added image

* added title h3

* correct code indentation

* implemented all sections

* bolding key learning

* resolved conflicts

* added capslock to solution

* changed javascript language

* Retail - As-you-type suggestions SL migration (#194)

* test

* update

* update2

* update3

* update4

* update5

* update6

* card

* card2

* changed images location to folder industry-solutions

* resolve conflicts

* Ashley's comments

* Card error

* Card error 2

* Retail - AI product search SL migration (#209)

* update SL content: text, images, code and references.

* fix conflicts

* fix retail.txt

* fix code to show solution in deploy preview pt2

* fix code to show solution in deploy preview pt3

* fix code to show solution in deploy preview pt4

* page fixes

* Updated solution library content

Syntax fix.

* syntax fix

* syntax fix pt3

* add url to card

* add url to card pt2

* fixed typos and format

* fixed typos and format pt 2

* Ashley's comments

* Fixed cards

* Fixed card name

* Fixed card by alphabetical order

* Fix conflicts and Ashley's log fixes

* Fix conflicts and log fixes, image size

* Fix conflicts and log fixes, image size

* Insurance - image search SL migration (#213)

* added solution info, images, code and links

* publish solution in SL >> insurance >> gen AI

* fix error on code to display new file

* fixes

* fix code blocks

* fix video url

* fixes

* fixes

* fixes

* video fix test

* video fix test

* video fix test, add correct link

* video fix test, video title

* video fix and card

* fix title capitalization

* fix comments

* change card order and name

* change card capitalization

* change card order

* keywords and image size fixes

* SL Migration - Car Assistant (#223)

* initial commit

* added card

* set initial layout

* added introduction

* added solutions overview

* changed solutions overvies

* added architecture

* corrected image

* added changes

* added building the solution

* added new solution

* added data model approach

* added sections

* changed error

* removed point

* SL Migration - Telco Ops (#227)

* initial commit

* solved intro typos

* fix index

* added url

* gen ai card

* added genAI card retail

* added changes

* added images

* changed card headline

* added mongodb

* added telecoms header

* added headers

---------

Co-authored-by: Jonathan Wilson <[email protected]>

* SL Migration - Call centers (#228)

* initial commit

* corrected latest merge issues

* added initial layout

* set up headlines

* added images

* added changes

* added changes overview

* added url to card

* added solution

* added changes

* added capslock

* corrected suggestions

* added suggestions

* added headings

* resolved merge conflicts

* corrected insurance index

* added headers to insurance

* changed insurance cards

* solved conflict

* added modernization title

* SL Migration - Rag Chatbot (#224)

* initial commit

* changed card

* changed card

* added images

* added solutions overview

* resolved merge

* capslock cards

* resolved conflicts;

* changed capslock

* added card

* completed solution

* changed vector search

* added changes

* added build the solution

* fixed procedure step

* fixed typos

* fixed typo

* removed additional genAI card

* solved conflicts

* SL Migration - Fleet management (#233)

* initial commit

* changed url

* indentation issues fixed

* added changes

* removed punctuations

* added bold

* Retail - Dynamic Pricing SL Migration (#232)

* Update solution library info

* Created card and fixes some errors with the bullets

* Fixed bullet indent and minor code errors

* Fixed table and created card

* Fixed card link to solution preview

* Fixed capitalization in a subtitle

* Final Draft for  IoT Datahub Smart Manufacturing Solution (#195)

* Final Draft for IoT SmartHub

* Merged with Upstream

* Removed Depricated features

* Removed Depricated features

* Streamline global gaming management first draft with IOT

* Streamline global gaming management first draft with IOT

* Streamline global gaming management first draft with IOT

* Streamline global gaming management first draft with IOT

* Removed Depricated features

* Added Github

* Removed Depricated features

* Added Github

* GamingManagement Updated

* GamingManagement Updated

* GamingManagement Updated

* Resolved conflicts

* IOT Datahub

* IOT Datahub

* Resolved errors

* Resolved errors

* Added new cards

* Updated Solutions Lib

* Update IoT-datahub-manufacturing.txt

* Update solutions-library.txt

Arranged cards

* Update manufacturing-iot.txt

* Update IoT-datahub-manufacturing.txt

* Update solutions-library.txt

* Update solutions-library.txt

* Update IoT-datahub-manufacturing.txt

Figures text change

* Update Azure Smart IoT Hub - Ref Arch After state.svg

Size changes

* Update Azure Smart IoT Hub - Ref Arch Before state.svg

* Update Azure Smart IoT Hub - Solution Overview 2.svg

* SL Migration - AI healthcare (#238)

* initial commit

* added changes to main file

* changed card orders

* changed icon

* images trial

* added image

* added image size

* added images

* deployed changes

* added correct indentation

* added indentation

* added changes

* added line

* changed punctuation

* fixed gaming image log error

* added gaming image

* fixed typo

* Automating Digital Underwriting with Machine Learning (#235)

* V2 Branch for Underwriting

* V2 Branch for Underwriting Removed Depricated services

* V2 Branch for Underwriting Removed Conflicts

* Diego Reviewed changes

* Diego Reviewed changes

* Added Images

* Added Image Refs

* Partner tech change

* Update source/includes/images/industry-solutions/Writing Fig1.svg

Co-authored-by: Jeff Allen <[email protected]>

---------

Co-authored-by: Jeff Allen <[email protected]>

* AI realtime pricing (#199)

* AI Driven Real Time Pricing Draft

* AI Driven Real Time Pricing Draft

* AI Driven Real Time Pricing Draft for Manufacturing

* AI Driven Real Time Pricing Draft Sub Bullets

* AI Driven Real Time Pricing Final

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Github

* Added Cards

* RealTime Pricing Updated

* RealTime Pricing Updated

* RealTime Pricing Updated

* RealTime Pricing Updated

* Updated Solutions Lib

* Updated Solutions Lib

* Updated Solutions Lib

* Updated Files

* Updated Files

* Updated Files

* Updated Files

* Updated Files

* Updated SVG files

* Updated SVG files

* Deleted avif pictures

* SL Migration - Rocket Launch (#234)

* initial commit

* rocket-launch

* changed image number

* added data approach

* finished data model approach

* added technologies and products

* added changes

* added missing character

* corrected steps titles

* rephrased the key learnings

* added capslock to as you type

* changed gaming figure

* added suggestions

* SL Migration - RFID Tracking (#236)

* initial commit

* added Solutions Overview

* added architecture reference

* added headers

* changed introductory phrase

* changed introduction

* adapted introduction

* add bold in introduction

* added RFID meaning

* changed headers

* added header

* header

* changed headers

* added headers

* make bold

* changed headers

* arranged headers

* added key changes

* setup initial building the solution

* changed introduction

* arranged indentation

* added headers in building the solution

* added building the solution

* changed introduction reference architecture

* simplified language

* simplified language

* simplified language

* simplified language

* simplified language

* update code space

* added capslock to a prior solution

* Fin-services - Agentic Portfolio SL Migration  (#239)

* Update SL with corresponding info

* Updated images and fixed finservicesgenai to show solution

* Updated order, switched Why MongoDB after Building the solution, deleted gif, and fixed a couple of typos

* Fixed typos and minor code errors

* Fixed syntax on Figure titles, and index-card title

* Two tiny fixes, remove comma and break before list.

* Power Smart Meter Analysis with MongoDB (#214)

* Added Github

* Added Github

* SmartMeter Draft 1

* SmartMeter Draft 2

* SmartMeter Draft 3

* SmartMeter Draft 4

* Updated Solutions Lib

* Updated Solutions Lib

* Updated Solutions Lib

* Updated Solutions Lib

* Updated Files

* Updated Files

* Updated Files

* Updated Files

* Updated Files

* Updated Files

* Updated Files

* Update smart-meter.txt

Added '.'

* Leafy Airlines (#222)

* Added Github

* Airline Draft 1

* Airline Draft 2

* Airline Draft 3

* Airline Draft 4

* Airline Draft 5

* Airline Draft 6

* Airline Draft 7

* Airline Draft 7

* Airline Draft 8

* Airline Draft 8

* Airline Draft 8

* Airline Draft 9

* Airline Draft 9

* Airline Draft 9

* Updated Files

* Updated Files

* Updated test files

* Added test files and Arranged cards

* Arranged cards

* Updated Code text

* Figure 1

* DOCSP-49594 -- Migration of financial services docs (#193)

* DOCSP-49594 -- First draft of credit-card-application-with-generative-ai.txt. Not ready

* DOCSP-49594 -- Fixed link

* DOCSP-49594 -- Test with inter-repo links

* Second try with inter-repo links

* DOCSP-49597 -- Formatted entire document. Metadata and rendering details pending

* DOCSP-49597 -- Added card. Fixed links.

* DOCSP-49597 -- added snooty variables

* DOCSP-49597 -- fixed errors

* DOCSP-49597 - Fixed errors

* DOCSP-49597 - Embedded video

* DOCSP-49597 - Embedded video 2nd try

* DOCSP-49597 - Removed video alt option

* DOCSP-49597 - Fixed link in new card in /solutions-library.txt

* DOCSP-49597 - Fixed link again

* DOCSP-49598 -- First draft of /assessing-business-loan-risks-with-generative-ai.txt

* DOCSP-49598 -- Added caption

* DOCSP-49598 -- Removed caption

* DOCSP-49598 -- Added images

* DOCSP-49598 -- Added card in landing page

* DOCSP-49598 -- Added loan risk assessment doc to toctree

* DOCSP-49598 -- Added snooty constants and replacements

* DOCSP-49598 -- Fixed render errors

* DOCSP-49598 -- Fixed errors

* DOCSP-49598 -- Fixed incorrect image

* DOCSP-49599 -- First draft for source/solutions-library/ai-driven-interactive-banking.txt

* DOCSP-49599 -- Added interactive banking doc to toctree and corresponding card to landing page. Added snooty varaibles.

* DOCSP-49599 -- Fixed typo. 2nd try with video

* DOCSP-49599 -- 3rd try with local video

* DOCSP-49599 -- 4th try with local video

* DOCSP-49599 -- Fixed indentation

* DOCSP-49599 -- Another try with .svg image

* DOCSP-49599 -- Changed mp4 to gif file

* DOCSP-49600 -- Added source/solutions-library/fraud-prevention.txt

* DOCSP-49600 -- Added card for fraud-prevention.txt in solutions library

* DOCSP-49600 -- Fixed indentation in solutions library

* DOCSP-49600 -- Fixed errors

* DOCSP-49600 -- Fixed spacing

* DOCSP-49600 -- Added snooty items

* DOCSP-49600 -- Changed doctree files

* DOCSP-49600 -- Added title case

* DOCSP-49600 -- Added title case x2

* DOCSP-49600 -- First draft for source/solutions-library/card-fraud-solution.txt

* DOCSP-49600 -- Added snooty substitutions and constants

* DOCSP-49600 -- Fixed errors

* DOCSP-49600 -- Fixed errors 2

* DOCSP-49600 -- Fixed errors 3

* DOCSP-49600 -- Fixed link

* DOCSP-49600 -- Fixed link 2

* DOCSP-49601 -- First draft for source/includes/images/industry-solutions/vector-search-fraud-prevention.txt

* DOCSP-49601 -- Corrected file location

* DOCSP-49601 -- Fixed errors

* DOCSP-49601 -- Added snooty variables

* DOCSP-49601 -- Added snooty variables 2

* DOCSP-49603 -- First draft for source/solutions-library/open-finance-data-store.txt

* DOCSP-49603 -- Fixed errors

* DOCSP-49603 -- Fixed errors 2

* DOCSP-49603 -- 2nd draft of source/solutions-library/open-finance-data-store.txt

* DOCSP-49604 -- First draft source/solutions-library/hasura-fintech-services.txt

* DOCSP-49604 -- Added card to lansing page. Snooty replacements, corrected code block include.

* DOCSP-49605 -- first draft for source/solutions-library/payments-solution

* DOCSP-49605 -- fixed bug. changed icons in cards

* DOCSP-49605 -- fixed bug x2

* DOCSP-45597 -- Fixed errors and warnings in log

* DOCSP-45597 -- Fixed errors and warnings in log 2

* DOCSP-45597 -- Fixed errors and warnings in log 3

* Update source/solutions-library/ai-driven-interactive-banking.txt

Co-authored-by: Nick Villahermosa <[email protected]>

* Update source/solutions-library/open-finance-data-store.txt

Co-authored-by: Nick Villahermosa <[email protected]>

* Update source/solutions-library/credit-card-application-with-generative-ai.txt

Co-authored-by: Nick Villahermosa <[email protected]>

* Update source/solutions-library/credit-card-application-with-generative-ai.txt

Co-authored-by: Nick Villahermosa <[email protected]>

* Update source/solutions-library/open-finance-data-store.txt

Co-authored-by: Nick Villahermosa <[email protected]>

* Update source/solutions-library/credit-card-application-with-generative-ai.txt

Co-authored-by: Nick Villahermosa <[email protected]>

* Update source/solutions-library/credit-card-application-with-generative-ai.txt

Co-authored-by: Nick Villahermosa <[email protected]>

* Update source/solutions-library/credit-card-application-with-generative-ai.txt

Co-authored-by: Nick Villahermosa <[email protected]>

* DOCSP-49597 -- Fixed substitutions mistakes and corrected numbered list on credit-card-application-with-generative-ai.txt

* DOCSP-49597 -- Further changes to bulleted list

* Update source/solutions-library/assessing-business-loan-risks-with-generative-ai.txt

Co-authored-by: Nick Villahermosa <[email protected]>

* DOCSP-49597, 49598, 49599, and 49600 -- Fixed errors based on feedback.

* DOCSP-49601 -- Fixed errors based on feedback

* DOCSP-49602 -- Fixed errors based on feedback

* DOCSP-49603 -- Fixed errors based on feedback

* DOCSP-49603 -- Added json defintion to codeblocks

* DOCSP-49604 -- Fixed errors based on feedback

* DOCSP-49605 -- Fixed errors based on feedback

* Fixed indentation to avoid warning in log

* DOCSP-49599 -- Warning in log persists. Small change in /ai-driven-interactive-banking.txt to test

* DOCSP-49599 -- Warning in log persists. 2nd  change in /ai-driven-interactive-banking.txt to test

* DOCSP-49605 -- Corrected capitalization in heading to match other headings in article

* DOCSP-49603 -- Corrected indenting and spacing in a list

* DOCSP-49603 -- Corrected indenting on list again. Original version has bullets inside of bullets. This version removes 2nd level bullets to render correctly.

* DOCSP-49603 -- Added blank lines in list

* DOCSP-49602 -- Corrected line in last section

* DOCSP-49600 -- Fixed spacing in Technologies and Products section

* DOCSP-49600 -- Fixed spacing in Technologies and Products section x2

* DOCSP-49597 -- corrected incorrect title

* DOCSP-49597 -- Matched capitalization to other headings in the doc

* Update leafy-bank-in-aws.svg

* Update open-finance-architecture.svg. Added width and height

* Update leafy-bank-in-aws.svg. Modified width and height values

* Update leafy-bank-in-aws.svg. Modified width and height values.

* Update leafy-bank-in-aws.svg. Modified values again.

* Update open-finance-architecture.svg Modified height and values. Erased duplicated ones at the end of the code.

* Update open-finance-architecture.svg. Modified values again.

* Update open-finance-architecture.svg. Removed previously added height and weight values. They solve the build warning, but fail at rendering.

* Update source/solutions-library/assessing-business-loan-risks-with-generative-ai.txt

Co-authored-by: Nick Villahermosa <[email protected]>

* DOCSP-49598 -- Further changes based on feedback.

* DOCSP-49599 -- Further changes based on feedback.

* DOCSP-49600 -- Changed link in app services to doc that indicates the product is deprecated

* DOCSP-49600 -- Added newline

* DOCSP-49602 -- Fixed spacing and line breaks based on feedback

* DOCSP-49603 -- Added missing newline

* DOCSP-49604 -- Added missing paragraph and corrected indentation problem in json example

* DOCSP-49605 -- Added missing line and deleted unnecesary constant

---------

Co-authored-by: Nick Villahermosa <[email protected]>

* Fin-services - MongoDB + Fireworks SL Migration (#240)

* Create solution with relevant information

* Fix some typos and figure 2

* Fix some typos, card link, table column size

* Fixed bullet points and card typos

* Fixed use cases and industries, and aligned titles to standard structure

* Fireworks solution updates and fixes

* link fixes and added to index

* added model tuning link and fixed diagram

* fixed diagram

* fixes

* fixes

* fixes

* fixes

* fixes

* fixes

* Sarah's suggestions

* Sarah's suggestions

* Sarah's suggestions

* Sarah's suggestions

* Sarah's suggestions

* Ordered list, hardcoded...

* Control PR - Review Content (#243)

* review format

* formated agentic-portfolio

* formated flight-management

* added punctuation flight management

* modified fleet-management format

* reviewed fleet-management format

* reviewed automotive-diagnostics

* reviewed agentic-ai

* reviewed predictive maintenance

* reviewed car-assistant

* reviewed predictive-maintenance

* reviewed IoT dathub

* reviewed smart-meters;

* reviewed audio-based-ai

* reviewed rocket-lauch

* reviewed unified namespace

* reviewed AI-healthcare

* reviewed AI-healthcare

* integrated FSI solutions

* reviewed call-centers

* reviewed digitial-underwriting

* reviewed ai-healthcare again

* reviewed digitial underwriting

* reviewed solutions libraries

* reviewed AI-Enhanced claim adjustment

* reviewed gen ai insurance solutions

* reviewed gen ai insurance solutions

* reviewed insurance

* reviewed telco solution

* reviewed streamline global gaming

* reviewed ai-driven personalization

* reviewed ai-dirven personalization

* reviewed gen-ai video

* reviewed gen ai-powered video

* reviewed video-summarization

* reviewed video-summarization

* reviewed video-summarization

* reviewed as you type suggestions

* reviewed inventory system

* reviewed omnichannel ordering

* reviewed omnichannel ordering

* reviewed rfid solution

* reviewed product-search

* reviewed product-search

* reviewed product descriptions

* reviewed agentic rag

* reviewed agentic rag

* reviewed gen ai retail

* reviewed real time pricing

* reviewed dynamic pricing

* reviewed real-time pricing

* changes personalizaiton retail

* reviewed retail section

* changed manufacturing order

* changes to cards

* change to cards

* changes cards

* changed cards

* changed cards

* adapted icons

* changed icons

* changed icons

* changed icons

* changed order fsi

* changed FSI order

* changed FSI index

* reviewed Hasura solution

* reviewed Hasura solution

* reviewed open finance

* reviewed open finance

* reviewed open finance

* reviewed card fraud solution

* reviewed card fraud solution

* reviewed fraud detection accelerator

* reviewed vector search fraud

* reviewed fraud prevention

* reviewed fraud section

* reviewed agentic

* reviewed ai-driven banking

* reviewed assess loan

* reviewed credit card application

* reviewed fireworks

* solutions-review

* reviewed rag applications;

* reviewed payments modernization

* reviewed payments modernization accelerator

* reviewed agentic

* reviewed agentic solution

* reviewed fsi

* reviewed fsi

* reviewed cards

* changed indexes

* last check FSI

* reviewed insurance

* reviewed manufacturing

* reviewed FSI

* added solution information fsi

* reviewed

* general review

* resolved suggestions

* Build error fixes (#246)

* init

* fix build errors

* DOCSP-49527-add-article-urls-to-cards (#248)

* DOCSP-49527-add-article-urls-to-cards

* shorten URL to just file path

* replac full URLs with file paths in cards & fix file path names

* standardize naming

* fix build errors

* build errors

* ^

* release notes

* retry build

---------

Co-authored-by: Sarah Simpers <[email protected]>
Co-authored-by: Nick Villahermosa <[email protected]>
Co-authored-by: Grace Miller <[email protected]>
Co-authored-by: Lauren Tran <[email protected]>
Co-authored-by: ltran-mdb2 <[email protected]>
Co-authored-by: gmiller-mdb <[email protected]>
Co-authored-by: Alison Huh <[email protected]>
Co-authored-by: amalhotra-mdb <[email protected]>
Co-authored-by: Diego Canales <[email protected]>
Co-authored-by: Rakshit1798 <[email protected]>
Co-authored-by: andreaalaman <[email protected]>
Co-authored-by: Jonathan Wilson <[email protected]>
Co-authored-by: Javier Armendáriz <[email protected]>

* Typo fix (#252)

* Typo fix

* Typo fix 2

* Typo fix 3

* Typo fix 4

* fix-customer-count-sols-library-landing-page (#253)

---------

Co-authored-by: Javier Armendariz <[email protected]>
Co-authored-by: John Williams <[email protected]>
Co-authored-by: Javier Armendáriz <[email protected]>
Co-authored-by: Evelyn Rabil <[email protected]>
Co-authored-by: Sarah Simpers <[email protected]>
Co-authored-by: Nick Villahermosa <[email protected]>
Co-authored-by: Grace Miller <[email protected]>
Co-authored-by: Lauren Tran <[email protected]>
Co-authored-by: ltran-mdb2 <[email protected]>
Co-authored-by: gmiller-mdb <[email protected]>
Co-authored-by: Alison Huh <[email protected]>
Co-authored-by: amalhotra-mdb <[email protected]>
Co-authored-by: Diego Canales <[email protected]>
Co-authored-by: Rakshit1798 <[email protected]>
Co-authored-by: andreaalaman <[email protected]>
Co-authored-by: Jonathan Wilson <[email protected]>

Author: 14 people

source/solutions-library.txt

@@ -4,7 +4,7 @@
 Solutions Library
 =================
 
-Drawing from experience with over 54,500 customers, the Solutions
+Drawing from experience with over 57,100 customers, the Solutions
 Library is curated with tailored solutions to help developers 
 kick-start their projects. 
 
@@ -558,4 +558,4 @@ kick-start their projects.
    Manufacturing & Motion </solutions-library/manufacturing>
    Media </solutions-library/media>
    Retail </solutions-library/retail>
-   Telecommunications </solutions-library/telco>
+   Telecommunications </solutions-library/telco>

source/solutions-library/fin-services-fireworks-rag.txt

@@ -71,7 +71,7 @@ remarkable efficiency and performance gains without financial strain.
 
 Central to this optimized approach is the FireOptimizer framework,
 integrating MongoDB’s flexible, high-performance database with
-Fireworks.AI’s model tuning prowess. 
+Fireworks.AI’s model tuning process. 
 
 This framework accelerates batch inferencing through solutions like
 FireAttention, a method that enhances request processing using existing
@@ -170,11 +170,10 @@ Fine-tuning Strategies for Smaller, Efficient Models : A Practical Credit Applic
 Smaller, efficient models present unique opportunities for fine-tuning,
 allowing for specialized adaptation while maintaining resource
 efficiency. There has been constant research in this space as making
-finetuned or optimized SLM to various mediums such as cloud, on-device,
-dedicated hardware is becoming extremely competitive. These fine tuning
-techniques can be categorized as follows:
+fine-tuned or optimized SLM to various mediums such as cloud, on-device,
+dedicated hardware is becoming extremely competitive.
 
-These fine tuning techniques can be categorized as follows:
+These fine-tuning techniques can be categorized as follows:
 
 .. procedure::
    :style: normal
@@ -228,7 +227,7 @@ To highlight the **practical applications**, we turn to a **MongoDB
 credit card application** demo that illustrates how MongoDB can be used
 for credit scoring with predictive analytics, explaining credit scoring
 results using generative AI and performing credit card recommendations
-using a RAG approach with LLM. **For the purpose of this fine tuning
+using a RAG approach with LLM. **For the purpose of this fine-tuning
 example, we will be focusing on simplifying credit rating explanations**
 using LLMs. The application encompasses various feature scopes i.e. user
 profile generation, product recommendations, and reranking with
@@ -287,12 +286,12 @@ To achieve the desired outcome, we need to leverage the fine-tuning
 process described above using the Fireworks AI fine-tuning platform. 
 
 The following steps will go through step-by-step, how one can make use
-of the platform to fine tune a SLM. 
+of the platform to fine-tune a SLM. 
 
 Here’s how to leverage this platform and tool: 
 
 .. figure:: /includes/images/industry-solutions/fin-services-LLM-fine-tuning.drawio.svg
-   :alt: LLM Fine Tuning Process
+   :alt: LLM Fine-Tuning Process
 
    Figure 2. LLM/SLM fine-tuning process
 
@@ -551,6 +550,5 @@ Authors
 - Wei You Pan, MongoDB 
 - Ashwin Gangadhar, MongoDB
 - Peyman Parsi, MongoDB
-- Andrea Alaman Calderon, MongoDB
 - Benny Chen, Fireworks AI
-- Ayaan Momin, Fireworks AI
+- Ayaan Momin, Fireworks AI