René's URL Explorer Experiment

Title: GitHub - MotleyAI/validation_loop: A simple implementation of the LLM validation loop with Instructor · GitHub

Open Graph Title: GitHub - MotleyAI/validation_loop: A simple implementation of the LLM validation loop with Instructor

X Title: GitHub - MotleyAI/validation_loop: A simple implementation of the LLM validation loop with Instructor

Description: A simple implementation of the LLM validation loop with Instructor - MotleyAI/validation_loop

Open Graph Description: A simple implementation of the LLM validation loop with Instructor - MotleyAI/validation_loop

X Description: A simple implementation of the LLM validation loop with Instructor - MotleyAI/validation_loop

Opengraph URL: https://github.com/MotleyAI/validation_loop

X: @github

direct link

Domain: github.com

route-pattern	/:user_id/:repository
route-controller	files
route-action	disambiguate
fetch-nonce	v2:ce0ea981-2b3b-3a5a-5c46-a80107c8d819
current-catalog-service-hash	f3abb0cc802f3d7b95fc8762b94bdcb13bf39634c40c357301c4aa1d67a256fb
request-id	8EBC:3C5CB:345E3B:4A7233:6A4E6A00
html-safe-nonce	9f792f2aeb6d42232656a41cdd1d308e7887771f5d0d3cb420de65e85008967d
visitor-payload	eyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiI4RUJDOjNDNUNCOjM0NUUzQjo0QTcyMzM6NkE0RTZBMDAiLCJ2aXNpdG9yX2lkIjoiMzUwOTQ5ODYyNzgwOTUwMzc0NCIsInJlZ2lvbl9lZGdlIjoiaWFkIiwicmVnaW9uX3JlbmRlciI6ImlhZCJ9
visitor-hmac	7be0a5124ce6a6bdb97e172b8fbead3ccc3ee3705a909c9fc896614778136ea0
hovercard-subject-tag	repository:1217189131
github-keyboard-shortcuts	repository,copilot
google-site-verification	Apib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-url	https://collector.github.com/github/collect
analytics-location	//
fb:app_id	1401488693436528
apple-itunes-app	app-id=1477376905, app-argument=https://github.com/MotleyAI/validation_loop
twitter:image	https://opengraph.githubassets.com/18213c409ac481e27c6c2b3f69bd2d6b75286b675009a8b87183eafe68e72e2a/MotleyAI/validation_loop
twitter:card	summary_large_image
og:image	https://opengraph.githubassets.com/18213c409ac481e27c6c2b3f69bd2d6b75286b675009a8b87183eafe68e72e2a/MotleyAI/validation_loop
og:image:alt	A simple implementation of the LLM validation loop with Instructor - MotleyAI/validation_loop
og:image:width	1200
og:image:height	600
og:site_name	GitHub
og:type	object
hostname	github.com
expected-hostname	github.com
None	41b6ab3ba6d20a71766ac245b5a4a94c6fc672a9cd4da7d44c1b33ab8bf6a21c
turbo-cache-control	no-cache
go-import	github.com/MotleyAI/validation_loop git https://github.com/MotleyAI/validation_loop.git
octolytics-dimension-user_id	152304362
octolytics-dimension-user_login	MotleyAI
octolytics-dimension-repository_id	1217189131
octolytics-dimension-repository_nwo	MotleyAI/validation_loop
octolytics-dimension-repository_public	true
octolytics-dimension-repository_is_fork	false
octolytics-dimension-repository_network_root_id	1217189131
octolytics-dimension-repository_network_root_nwo	MotleyAI/validation_loop
turbo-body-classes	logged-out env-production page-responsive
disable-turbo	false
browser-stats-url	https://api.github.com/_private/browser/stats
browser-errors-url	https://api.github.com/_private/browser/errors
release	e6a744804e8e70f97b4d5a18a94dcc63db22f97a
ui-target	full
theme-color	#1e2327
color-scheme	light dark

Links:

Skip to content	https://github.com/MotleyAI/validation_loop#start-of-content
	https://github.com/
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FMotleyAI%2Fvalidation_loop
GitHub CopilotWrite better code with AI	https://github.com/features/copilot
GitHub Copilot appDirect agents from issue to merge	https://github.com/features/ai/github-app
MCP RegistryNewIntegrate external tools	https://github.com/mcp
ActionsAutomate any workflow	https://github.com/features/actions
CodespacesInstant dev environments	https://github.com/features/codespaces
IssuesPlan and track work	https://github.com/features/issues
Code ReviewManage code changes	https://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilities	https://github.com/security/advanced-security
Code securitySecure your code as you build	https://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they start	https://github.com/security/advanced-security/secret-protection
Why GitHub	https://github.com/why-github
Documentation	https://docs.github.com
Blog	https://github.blog
Changelog	https://github.blog/changelog
Marketplace	https://github.com/marketplace
View all features	https://github.com/features
Enterprises	https://github.com/enterprise
Small and medium teams	https://github.com/team
Startups	https://github.com/enterprise/startups
Nonprofits	https://github.com/solutions/industry/nonprofits
App Modernization	https://github.com/solutions/use-case/app-modernization
DevSecOps	https://github.com/solutions/use-case/devsecops
DevOps	https://github.com/solutions/use-case/devops
CI/CD	https://github.com/solutions/use-case/ci-cd
View all use cases	https://github.com/solutions/use-case
Healthcare	https://github.com/solutions/industry/healthcare
Financial services	https://github.com/solutions/industry/financial-services
Manufacturing	https://github.com/solutions/industry/manufacturing
Government	https://github.com/solutions/industry/government
View all industries	https://github.com/solutions/industry
View all solutions	https://github.com/solutions
AI	https://github.com/resources/articles?topic=ai
Software Development	https://github.com/resources/articles?topic=software-development
DevOps	https://github.com/resources/articles?topic=devops
Security	https://github.com/resources/articles?topic=security
View all topics	https://github.com/resources/articles
Customer stories	https://github.com/customer-stories
Events & webinars	https://github.com/resources/events
Ebooks & reports	https://github.com/resources/whitepapers
Business insights	https://github.com/solutions/executive-insights
GitHub Skills	https://skills.github.com
Documentation	https://docs.github.com
Customer support	https://support.github.com
Community forum	https://github.com/orgs/community/discussions
Trust center	https://github.com/trust-center
Partners	https://github.com/partners
View all resources	https://github.com/resources
GitHub SponsorsFund open source developers	https://github.com/open-source/sponsors
Security Lab	https://securitylab.github.com
Maintainer Community	https://maintainers.github.com
Accelerator	https://github.com/open-source/accelerator
GitHub Stars	https://stars.github.com
Archive Program	https://archiveprogram.github.com
Topics	https://github.com/topics
Trending	https://github.com/trending
Collections	https://github.com/collections
Enterprise platformAI-powered developer platform	https://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security features	https://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI features	https://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 support	https://github.com/enterprise/premium-support
Pricing	https://github.com/pricing
Search syntax tips	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentation	https://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in	https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2FMotleyAI%2Fvalidation_loop
Sign up	https://github.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E&source=header-repo&source_repo=MotleyAI%2Fvalidation_loop
Reload	https://github.com/MotleyAI/validation_loop
Reload	https://github.com/MotleyAI/validation_loop
Reload	https://github.com/MotleyAI/validation_loop
Please reload this page	https://github.com/MotleyAI/validation_loop
MotleyAI	https://github.com/MotleyAI
validation_loop	https://github.com/MotleyAI/validation_loop
Notifications	https://github.com/login?return_to=%2FMotleyAI%2Fvalidation_loop
Fork 0	https://github.com/login?return_to=%2FMotleyAI%2Fvalidation_loop
Star 2	https://github.com/login?return_to=%2FMotleyAI%2Fvalidation_loop
Code	https://github.com/MotleyAI/validation_loop
Issues 0	https://github.com/MotleyAI/validation_loop/issues
Pull requests 0	https://github.com/MotleyAI/validation_loop/pulls
Actions	https://github.com/MotleyAI/validation_loop/actions
Projects	https://github.com/MotleyAI/validation_loop/projects
Security and quality 0	https://github.com/MotleyAI/validation_loop/security
Insights	https://github.com/MotleyAI/validation_loop/pulse
Code	https://github.com/MotleyAI/validation_loop
Issues	https://github.com/MotleyAI/validation_loop/issues
Pull requests	https://github.com/MotleyAI/validation_loop/pulls
Actions	https://github.com/MotleyAI/validation_loop/actions
Projects	https://github.com/MotleyAI/validation_loop/projects
Security and quality	https://github.com/MotleyAI/validation_loop/security
Insights	https://github.com/MotleyAI/validation_loop/pulse
	https://github.com/MotleyAI/validation_loop
Branches	https://github.com/MotleyAI/validation_loop/branches
Tags	https://github.com/MotleyAI/validation_loop/tags
	https://github.com/MotleyAI/validation_loop/branches
	https://github.com/MotleyAI/validation_loop/tags
4 Commits	https://github.com/MotleyAI/validation_loop/commits/main/
	https://github.com/MotleyAI/validation_loop/commits/main/
tests	https://github.com/MotleyAI/validation_loop/tree/main/tests
tests	https://github.com/MotleyAI/validation_loop/tree/main/tests
validation_loop	https://github.com/MotleyAI/validation_loop/tree/main/validation_loop
validation_loop	https://github.com/MotleyAI/validation_loop/tree/main/validation_loop
.gitignore	https://github.com/MotleyAI/validation_loop/blob/main/.gitignore
.gitignore	https://github.com/MotleyAI/validation_loop/blob/main/.gitignore
LICENSE	https://github.com/MotleyAI/validation_loop/blob/main/LICENSE
LICENSE	https://github.com/MotleyAI/validation_loop/blob/main/LICENSE
PROMPT_FORMATS.md	https://github.com/MotleyAI/validation_loop/blob/main/PROMPT_FORMATS.md
PROMPT_FORMATS.md	https://github.com/MotleyAI/validation_loop/blob/main/PROMPT_FORMATS.md
README.md	https://github.com/MotleyAI/validation_loop/blob/main/README.md
README.md	https://github.com/MotleyAI/validation_loop/blob/main/README.md
poetry.lock	https://github.com/MotleyAI/validation_loop/blob/main/poetry.lock
poetry.lock	https://github.com/MotleyAI/validation_loop/blob/main/poetry.lock
pyproject.toml	https://github.com/MotleyAI/validation_loop/blob/main/pyproject.toml
pyproject.toml	https://github.com/MotleyAI/validation_loop/blob/main/pyproject.toml
validation_loop_diagram.png	https://github.com/MotleyAI/validation_loop/blob/main/validation_loop_diagram.png
validation_loop_diagram.png	https://github.com/MotleyAI/validation_loop/blob/main/validation_loop_diagram.png
README	https://github.com/MotleyAI/validation_loop
MIT license	https://github.com/MotleyAI/validation_loop
	https://github.com/MotleyAI/validation_loop#validation_loop
	https://raw.githubusercontent.com/MotleyAI/validation_loop/main/validation_loop_diagram.png
Instructor	https://github.com/567-labs/instructor
LiteLLM	https://github.com/BerriAI/litellm
Tenacity	https://github.com/jd/tenacity
	https://github.com/MotleyAI/validation_loop#installation
	https://github.com/MotleyAI/validation_loop#quick-start
	https://github.com/MotleyAI/validation_loop#function-form
	https://github.com/MotleyAI/validation_loop#decorator-form
	https://github.com/MotleyAI/validation_loop#prompt-formats
PROMPT_FORMATS.md	https://github.com/MotleyAI/validation_loop/blob/main/PROMPT_FORMATS.md
	https://github.com/MotleyAI/validation_loop#how-it-works
	https://github.com/MotleyAI/validation_loop#api-reference
	https://github.com/MotleyAI/validation_loop#validation_loopschema-prompt-validation_callable-
Prompt formats	https://github.com/MotleyAI/validation_loop/blob/main/PROMPT_FORMATS.md
LiteLLM model string	https://docs.litellm.ai/docs/providers
	https://github.com/MotleyAI/validation_loop#val_loop--val_loop
	https://github.com/MotleyAI/validation_loop#imageurl
PROMPT_FORMATS.md	https://github.com/MotleyAI/validation_loop/blob/main/PROMPT_FORMATS.md
	https://github.com/MotleyAI/validation_loop#license
Readme	https://github.com/MotleyAI/validation_loop#readme-ov-file
MIT license	https://github.com/MotleyAI/validation_loop#MIT-1-ov-file
Please reload this page	https://github.com/MotleyAI/validation_loop
Activity	https://github.com/MotleyAI/validation_loop/activity
Custom properties	https://github.com/MotleyAI/validation_loop/custom-properties
0 forks	https://github.com/MotleyAI/validation_loop/forks
Report repository	https://github.com/contact/report-content?content_url=https%3A%2F%2Fgithub.com%2FMotleyAI%2Fvalidation_loop&report=MotleyAI+%28user%29
Releases	https://github.com/MotleyAI/validation_loop/releases
Packages 0	https://github.com/orgs/MotleyAI/packages?repo_name=validation_loop
Please reload this page	https://github.com/MotleyAI/validation_loop
Contributors	https://github.com/MotleyAI/validation_loop/graphs/contributors
Please reload this page	https://github.com/MotleyAI/validation_loop
Python 100.0%	https://github.com/MotleyAI/validation_loop/search?l=python
	https://github.com
Terms	https://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacy	https://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Security	https://github.com/security
Status	https://www.githubstatus.com/
Community	https://github.community/
Docs	https://docs.github.com/
Contact	https://support.github.com?tags=dotcom-footer

Viewport: width=device-width

URLs of crawlers that visited me.