Awesome List Updates on Mar 11 - Mar 17, 2024

gufo_snmp (⭐5) - The accelerated Python SNMP client library supporting both async and synchronous mode. It consists of a clean Python API for high-efficient BER parser and socket IO, implemented in the Rust language with PyO3 wrapper. Seems to be a bit early in the project's lifecycle, but it is easy to use and extremely fast, especially when querying many devices.

easysnmp (⭐206) - A fork of net-snmp Python bindings that attempts to bring a more Pythonic interface to the library.

6. Open Source Flutter Apps

Contents / Simulation

Barrett-2090-XV-3088-Flutter-Simulation (⭐0) - Army Simulation app by Hadiuzzaman

7. Awesome Lowcode

Misc

FormNX - Create forms in minutes without Coding for Free. It provides a lot of form templates, drag-n-drop interface, Smart Conditional Logic, Spam Protection, Reporting & Charts, Automation, Password Protection, integrations & lot more.

Visual programming

Convertigo - An Enterprise open source LowCode Platform to build Web & mobile apps

Dynaboard - Build production-ready low-code web apps in 60 seconds using AI.

FlutterFlow - Build applications faster than ever.

Loopple - Drag and drop dashboard builder

REI3 - The free and open low code platform for your business

UI Bakery - Custom web applications at speed.

8. Awesome Cakephp

Caching

🍰 CakeDC/CachedRouting plugin (⭐3) - Provides a cached version of the RoutingMiddleware to improve the load time of routes.

Code Analysis

🍰 cakedc/cakephp-phpstan (⭐30) - A PHPStan extension to resolve CakePHP magic around getter return types for the static analyzer.

🍰 lordsimal/cakephp-psalm (⭐2) - A Psalm extension to resolve CakePHP magic around getter return types for the static analyzer.

9. Awesome Polars

Libraries/Packages/Scripts / Python

polars_hash (⭐50) - Python package that provides stable hashing functionality across different Polars versions by @ion-elgreco.

10. Awesome Remote Job

Companies with "remote DNA"

Customer.io - Customer engagement platform. 100% remote and globally distributed team. Go, MySQL, Typescript, Ember, React, etc

Truelogic - Outsourcing company focused on Latin America talent for US companies

11. Awesome Artificial Intelligence

Tools

Chat GPT ChatGPT is a free-to-use AI system. It allows users to engage in conversations, gain insights, automate tasks, and witness the future of AI all in one place.

Gemini Gemini gives you direct access to Google AI. Get help with writing, planning, learning, and more.

DALL·E 2 DALL·E 3 is an AI system that can create realistic images and art from a natural-language description.

Sora Sora is a text-to-video AI model that can create realistic and imaginative scenes from text instructions.

Claude Claude is a family of foundational AI models that can be used in various applications. You can talk directly with Claude at claude.ai to brainstorm ideas, analyze images, and process long documents

Courses

Machine Learning Observability Course - Self-guided course covers the intuition, math, and best practices for effective machine learning observability.

Books

Generative AI in Action - A book that shows exactly how to add generative AI tools for text, images, and code, and more into your organization’s strategies and projects..

Newsletters

Superhuman.ai A daily AI newsletter

12. Awesome Ada

Build and Package / Apache License

alr2appimage (⭐10) - A tool for automatically creating an AppImage executable from an Alire crate.

13. Awesome Crystal

Queues and Messaging

crafka (⭐17) - Apache Kafka library utilizing librdkafka

14. Awesome Cheminformatics

Libraries / Machine Learning

Chemprop (⭐1.5k) - Directed message passing neural networks for property prediction of molecules and reactions with uncertainty and interpretation.

Libraries / Docking

DOCKSTRING (⭐121) - Automates and standardizes ligand preparation for AutoDock Vina.

15. Awesome Zsh Plugins

Plugins / superconsole - Windows-only

airpods-battery (⭐3) - Looks for AirPods via Bluetooth and puts their battery charge state into $RPROMPT.

Themes / superconsole - Windows-only

braundo (⭐1) - Straightforward theme with username, current directory, git status, and timestamp.

fish (raniconduh) (⭐9) - ZSH theme reminiscent of the default fish shell theme. Includes git status decorations.

fish (sbfkcel) (⭐0) - Minimalist theme with decorators for git status, current directory and username.

savior (⭐6) - Minimalist theme with decorators for current directory, exit status of last command run and git status.

smail (⭐12) - Includes decorators for git status, current directory and exit status of last command run.

16. Awesome Mongodb

Resources / Documentation

MongoDB Server Documentation

Libraries / Kotlin

driver-kotlin-coroutine (⭐2.6k) - Official Kotlin driver

17. Awesome Readme

Examples

hywax/mafl (⭐244) - Project logo. Clear description of what the project does. TOC for easy navigation. Usage code samples.

Owloops/updo (⭐179) - Well-structured, visually appealing, and provides comprehensive information about the tool, from its purpose and features to installation and usage, in a clear and user-friendly manner.

18. Awesome Digital History

Archives and primary sources / Switzerland

Sources Online - A platform for digital scholarly text editions, integrating TEI Publisher and IIIF in Switzerland.

19. Awesome React Components

Form Logic / Mouse Events

hook-form-react (⭐3) - docs - A lightweight, dependency-free solution React hooks for form validation.

20. Awesome Ai4lam

Learning Resources / Introductions to AI

Codecademy AI Courses – many topics; some lessons are free, some are for-fee

21. Awesome Ai Tools

Related Awesome Lists / Deep Learning

Awesome Workflow Automation (⭐249) - Curated List of Workflow Automation Apps And Tools

22. Awesome Plotters

Plotter Art For Sale / Patents

Adam Fuhrer

23. awsm.fish

Prompts

Pure (⭐1.2k) - That ZSH prompt, now in Fish flavor

24. Awesome Workflow Automation

Articles

Workflow Automation tagged from The Productivity Blog

Books

Workflow Automation with Microsoft Power Automate: Achieve digital transformation through business automation with minimal coding.

25. Awesome Rust

Applications

defguard (⭐908) - Enterprise Open Source SSO & WireGuard VPN with real 2FA/MFA

Applications / Database

FnckSQL (⭐519) - SQL as a Function for Rust

Applications / Emulators

iOS
- touchHLE (⭐2.6k) - High-level emulator for iPhone OS apps

Applications / System tools

netscanner (⭐772) - TUI Network Scanner

Applications / Utilities

str4d/rage (⭐2.5k) [rage] - Rust implementation of age (⭐17k).

26. Awesome Opentofu

Learning / Helpers

Infrastructure automation with OpenTofu - Learn infrastructure provisioning with lectures, quizzes, hands-on demos and coding exercises.

27. Awesome Testing

Software / Make your life easier

GoodLooks (⭐30) - Visually validate Playwright tests using AI vision instead of flaky selectors.

28. Awesome Low Code

Platforms / Low Code Application Platform

[Tabidoo (https://tabidoo.cloud/) - Powerful Low Code platform, with mature workflows, rights management and integrations (REST API). Many predefined templates. No charge per user.

29. Awesome Integration

Projects / Messaging

EMQX (⭐13k) (⭐14k) - A high-performance, scalable, and reliable open-source MQTT broker for IoT, IIoT, and connected vehicles.

30. Awesome Pinned Gists

External Services

solvedac-box (⭐15) - Update a pinned gist to show solved.ac profile.

31. Ai Collective Tools

Image Generator

Bing Image Creator - Image Creator from Microsoft Designer allows you to generate captivating images based on your words using AI. freemium

Playground AI - Free-to-use online tool to create art, social media posts, presentations, posters, videos, logos and more. #free

Real Estate

VSDECO - Transform Your Space with Photorealistic Restyling #paid

32. Awesome Audit Algorithms

Papers / 2024

FairProof: Confidential and Certifiable Fairness for Neural Networks - (Arxiv) Proposes an alternative paradigm to traditional auditing using crytographic tools like Zero-Knowledge Proofs; gives a system called FairProof for verifying fairness of small neural networks.

Papers / 2023

XAudit : A Theoretical Look at Auditing with Explanations - (Arxiv) Formalizes the role of explanations in auditing and investigates if and how model explanations can help audits.

Keeping Up with the Language Models: Robustness-Bias Interplay in NLI Data and Models - (Arxiv) Proposes a way to extend the shelf-life of auditing datasets by using language models themselves; also finds problems with the current bias auditing metrics and proposes alternatives -- these alternatives highlight that model brittleness superficially increased the previous bias scores.

33. Awesome Cropsteering

Components / Tasmota Configs

M5 Stack - Standard 5×5cm functionally stacking modularized components hardware system

DIY / Modular systems

Hydromisc (⭐491) - A single PCBA with all the necessary I/O to automate a typical small to mid-size hydroponic grow, controllable over Wifi. It may also be suitable for aquariums, ponds, or any other biological or chemical process involving water treatment

34. Amas

Ask these people anything!

Jan-Hendrik Heuing (⭐0) - Developer, team lead, CTO, consultant.

35. Awesome Azure Openai Llm

RAG Pipeline & Advanced RAG

Evaluation with Ragas: UMAP (often used to reduce the dimensionality of embeddings) with Ragas metrics for visualizing RAG results. [Mar 2024] / Ragas provides metrics: Context Precision, Context Relevancy, Context Recall, Faithfulness, Answer Relevance, Answer Semantic Similarity, Answer Correctness, Aspect Critique git (⭐6.2k) [May 2023]

Semantic Kernel / Feature Roadmap

Road to v1.0 for the Python Semantic Kernel SDK ref [23 Jan 2024] backlog

Semantic Kernel / Semantic Kernel Glossary

Architecting AI Apps with Semantic Kernel How you could recreate Microsoft Word Copilot [6 Mar 2024] Expand

DSPy / Semantic Kernel Glossary

DSPy Documentation & Cheetsheet ref

DSPy: Compiling Declarative Language Model Calls into Self-Improving Pipelines [5 Oct 2023] / git (⭐16k)

DSPy Explained! youtube [30 Jan 2024]

DSPy RAG example in weviate recipes: recipes > integrations git (⭐432)

Instead of a hard-coded prompt template, "Modular approach: compositions of modules -> compile". Building blocks such as ChainOfThought or Retrieve and compiling the program, optimizing the prompts based on specific metrics. Unifying strategies for both prompting and fine-tuning in one tool, Pythonic operations, prioritizing and tracing program execution. These features distinguish it from other LMP frameworks such as LangChain, and LlamaIndex. ref [Jan 2023]

Automatically iterate until the best result is achieved: 1. Collect Data -> 2. Write DSPy Program -> 3. Define validtion logic -> 4. Compile DSPy program

DSPy vs. LangChain, LlamaIndex: LangChain and LlamaIndex offer pre-built modules for specific applications. DSPy provides general-purpose modules that learn to optimize your language model based on your data and pipeline. It's like the difference between PyTorch (DSPy) and HuggingFace Transformers (higher-level libraries).

DSPy / DSPy Glossary

Glossary reference to the ref.
1. Signatures: Hand-written prompts and fine-tuning are abstracted and replaced by signatures.
  
  "question -> answer"
  "long-document -> summary"
  "context, question -> answer"
2. Modules: Prompting techniques, such as Chain of Thought or ReAct, are abstracted and replaced by modules.
```
# pass a signature to ChainOfThought module
generate_answer = dspy.ChainOfThought("context, question -> answer")
```
3. Optimizers (formerly Teleprompters): Manual iterations of prompt engineering is automated with optimizers (teleprompters) and a DSPy Compiler.
```
# Self-generate complete demonstrations. Teacher-student paradigm, `BootstrapFewShotWithOptuna`, `BootstrapFewShotWithRandomSearch` etc. which work on the same principle.
optimizer = BootstrapFewShot(metric=dspy.evaluate.answer_exact_match)
```
4. DSPy Compiler: Internally trace your program and then optimize it using an optimizer (teleprompter) to maximize a given metric (e.g., improve quality or cost) for your task.
- e.g., the DSPy compiler optimizes the initial prompt and thus eliminates the need for manual prompt tuning.
```
cot_compiled = teleprompter.compile(CoT(), trainset=trainset, valset=devset)
cot_compiled.save('turbo_gsm8k.json')
```

Section 4 : LangChain Features, Usage, and Comparisons / DSPy optimizer

It highlights two main value props of the framework:
1. Components: modular abstractions and implementations for working with language models, with easy-to-use features.
2. Use-Case Specific Chains: chains of components that assemble in different ways to achieve specific use cases, with customizable interfaces.cite: ref
- LangChain 0.2: full separation of langchain and langchain-community. ref [May 2024]
- Towards LangChain 0.1 ref [Dec 2023]
- Basic LangChain building blocks ref [2023]
```
'''
LLMChain: A LLMChain is the most common type of chain. It consists of a PromptTemplate, a model (either an LLM or a ChatModel), and an optional output parser.
'''
chain = prompt | model | parser
```

Prompt Tuner / Prompt Template Language

Automatic Prompt Engineer (APE): Automatically optimizing prompts. APE has discovered zero-shot Chain-of-Thought (CoT) prompts superior to human-designed prompts like “Let’s think through this step-by-step” (Kojima et al., 2022). The prompt “To get the correct answer, let’s think step-by-step.” triggers a chain of thought. Two approaches to generate high-quality candidates: forward mode and reverse mode generation. [3 Nov 2022] git (⭐1.1k) / ref [Mar 2024]

Prompt Guide & Leaked prompts / Prompt Template Language

Power Platform GPT Prompts (⭐162) [Mar 2024]

Fabric (⭐20k): A modular framework for solving specific problems using a crowdsourced set of AI prompts that can be used anywhere [Jan 2024]

Large Language Model Is: Abilities / GPT series release date

Design2Code: How Far Are We From Automating Front-End Engineering? 64% of cases GPT-4V generated webpages are considered better than the original reference webpages [5 Mar 2024]

LLM Materials for East Asian Languages / Japanese

日本語LLMまとめ - Overview of Japanese LLMs (⭐914): 一般公開されている日本語LLM（日本語を中心に学習されたLLM）および日本語LLM評価ベンチマークに関する情報をまとめ [Jul 2023]

Azure OpenAI Service で始める ChatGPT/LLM システム構築入門 (⭐55): サンプルプログラム [Aug 2023]

Matsuo Lab: 人工知能・深層学習を学ぶためのロードマップ ref / doc [Dec 2023]

Learning and Supplementary Materials / Korean

LLM FineTuning Projects and notes on common practical techniques (⭐421) [Oct 2023]

LLM for Robotics: Bridging AI and Robotics / OSS Alternatives for OpenAI Code Interpreter (aka. Advanced Data Analytics)

Figure 01 + OpenAI: Humanoid Robots Powered by OpenAI ChatGPT youtube [Mar 2024]

Section 10: General AI Tools and Extensions / OSS Alternatives for OpenAI Code Interpreter (aka. Advanced Data Analytics)

The runner-up: http://bard.google.com -> https://gemini.google.com

AI Tools: https://aitoolmall.com/

36. Awesome Math

Encyclopedia

💲 The Princeton Companion to Mathematics - Timothy Gowers (Professor, Fields medallist), June Barrow-Green (Professor), and Imre Leader (Professor).

💲 Encyclopedia of Distances (4th Edition) - Michel Marie Deza, Elena Deza.

Foundations of Mathematics / Transition To Pure Rigour Math

📖💲 How to Prove It: A Structured Approach (3rd Edition) - Daniel J. Velleman (Professor).

37. Awesome Bitcoin Payment Processors

Hosted Bitcoin Payment Processors / Non-Custodial

Processor: Zaprite

Fees: $25 per month

Lightning: Yes

Directly to Your Wallet: Yes

Conversion to Fiat: No

Requirements: No

38. Awesome Openstreetmap

Libraries / Python

QuackOSM (⭐66) - A Python library for downloading, filtering and transforming *.osm.pbf files into GeoParquet files using DuckDB.

39. Awesome Generative Deep Art

Ethics, Philosophical questions and Discussions about Generative AI

Tracking AI: Monitoring Bias in Artificial Intelligence Chatbots

Online Tools and Applications

Persuva: Persuva is the AI-driven platform to create persuasive, high-converting ad copy at scale.

Retrieval-Augmented Generation (RAG) / Prompt Engineering for Text-to-image

LlamaParse: GenAI-native document parsing platform by LlamaIndex

LLM Evaluation / Multi-agents

qcri/LLMeBench (⭐73): Benchmarking Large Language Models

TruLens for LLMs: Evaluate and Track LLM Applications

Auxiliary tools and concepts / Deforum

Interviews Chat: Your Personal Interview Prep & Copilot

40. Urban and Regional Planning Resources

Platforms and Software Resources / Transportation Planning Tools and Platforms

OpenPath - Continusous travel survey platform from NREL that collects trips and data via a smart phone app backed by a server and leveraging automated data processing.

41. Awesome Godot

Plugins and scripts / Various Godot versions

Virtual Joystick (⭐667) - A virtual joystick for touchscreens. Simple to use and with useful options (Godot 3.x, 4.x).

42. Static Analysis

Programming Languages / Other

cargo-geiger (⭐1.4k) — A cargo plugin for analysing the usage of unsafe Rust code Provides statistical output to aid security auditing

Multiple languages / Other

Mobb ©️ — Mobb is a trusted, automatic vulnerability fixer that secures applications, reduces security backlogs, and frees developers to focus on innovation. Mobb is free for open-source projects.

Other / Other

lintian — Static analysis tool for Debian packages.

proselint (⭐4.3k) — A linter for English prose with a focus on writing style instead of grammar.

43. Awesome Distraction Blocker

Articles and Guides / Mobile Apps

Top 5 Distraction Blocker Apps for Mac

Top 6 Distraction Blocker Apps for Android

44. Awesome Quant

Reproducing Works, Training & Books / Data Visualization

Autoencoder-Asset-Pricing-Models (⭐57) - Reimplementation of Autoencoder Asset Pricing Models (GKX, 2019).

45. Free for Dev

Tools for Teams and Collaboration

Dubble — Free Step-by-Step Guide creator. Take screenshots, document processes and colloborate with your team. Also supports async screen recording.

Generative AI

ReportGPT - AI Powered Writing Assistant. The entire platform is free as long as you bring your own API key.

Analytics, Events and Statistics

TrackWith Dicloud - Free lightweight privacy-focused alternative to Google Analytics. Unlimited pageviews, unlimited visitor, unlimited page heatmaps & goal tracking. Free for up to 3 domains and 600 session replay per domain.

46. Awesome Newsletters

General Section / Svelte

Tech Talks Weekly. A free weekly newsletter that brings all the recently uploaded tech talks across +100 engineering conferences like Devoxx, NDC, GOTO, StrangeLoop, ... right into your inbox. Archive.

47. Awesome Neovim

(requires Neovim 0.5)

zeioth/garbage-day.nvim (⭐276) - Garbage collector that stops inactive LSP clients to free RAM.

AI / Diagnostics

olimorris/codecompanion.nvim (⭐295) - Copilot Chat like experience, complete with inline assistant. Supports Anthropic, Gemini, Ollama and OpenAI.

Utility / Diagnostics

Mr-LLLLL/utilities.nvim (⭐10) - A repository to collect some little utility functions.

mcauley-penney/visual-whitespace.nvim (⭐67) - See whitespace characters in Visual selections, like VSCode.

Zeioth/distroupdate.nvim (⭐9) - Distro agnostic updater to get the latest changes from the git repository of your config.

Code Runner / Diagnostics

Zeioth/makeit.nvim (⭐30) - Makefile runner based on overseer.

Git / Diagnostics

isak102/telescope-git-file-history.nvim (⭐66) - Open/preview contents of the current file at a specific commit, without using git checkout.

48. Awesome Tmux

Cheat Sheets

tmuxcheatsheet.com

49. Awesome Agi Cocosci

Abduction / Applications in AI

Automated Biodesign Engineering by Abductive Meta-Interpretive Learning - AAAI Spring Symposium Series 2021 on Artificial Intelligence for Synthetic Biology, 2021. [All Versions]. This work proposes an automated biodesign engineering framework empowered by Abductive Meta-Interpretive Learning (MetaAbd), a novel machine learning approach that combines symbolic and sub-symbolic machine learning, to further enhance the design-build-test-learn cycle by enabling the learning machine to 1) exploit domain knowledge and learn human-interpretable models that are expressed by formal languages such as first-order logic; 2) simultaneously optimise the structure and parameters of the models to make accurate numerical predictions; 3) reduce the cost of experiments and effort on data annotation by actively generating hypotheses and examples.

Domain Specific Language / Declarative DSL Applications

PClean: Bayesian Data Cleaning at Scale with Domain-Specific Probabilistic Programming - ICML'21, 2021. [All Versions]. This work presents PClean, a probabilistic programming language (PPL) for leveraging dataset-specific knowledge to automate Bayesian cleaning, automating Bayesian approaches given the diversity of real-world error patterns and the hardness of inference.

Meta-Level Considerations / Rationality

Cognitive Science as a Source of Forward and Inverse Models of Human Decisions for Robotics and Control - Annual Review of Control, Robotics, and Autonomous Systems, 2022. [All Versions]. The review focuses on how cognitive science can provide forward models of human decision-making and inverse models of how humans think about others’ decision-making. The authors highlight relevant recent developments, including approaches that synthesize black box and theory-driven modeling, accounts that recast heuristics and biases as forms of bounded optimality, and models that characterize human theory of mind and communication in decision-theoretic terms.

Science Logology / Laboratory Automation

A mobile robotic chemist - Nature, 2020. [All Versions]. [Preprint]. This work uses a mobile robot to search for improved photocatalysts for hydrogen production from water. The robot operated autonomously over eight days, performing 688 experiments within a ten-variable experimental space, driven by a batched Bayesian search algorithm. This autonomous search identified photocatalyst mixtures that were six times more active than the initial formulations, selecting beneficial components and deselecting negative ones.

Commonsense / Commonsense Knowledgebase

The World Avatar - The World Avatar™. A large-scale dynamic knowledge graph connecting concepts with relations to digitalize molecules, buildings, cities, and countries.

Inductive Logic & Program Synthesis / Commonsense Knowledgebase

Combining Functional and Automata Synthesis to Discover Causal Reactive Programs - POPL'23, 2023. [All Versions]. A new algorithm that synthesizes functional reactive programs from observation data, which iterates between a functional synthesis step, which attempts to generate a transition function over observed states, and an automata synthesis step, which adds any additional latent state necessary to fully account for the observations.

50. Awesome Zig

Game tools and libraries

andy5995/zigdeck (⭐3) - A library that creates and shuffles a deck of cards from which you can draw.

Misc libraries

vbrusca/ZigMatrixUtils (⭐1) - Matrix manipulation and utility library.

Learning resources / Package managers

ziglings/exercises - Learn Zig by fixing tiny example programs.

51. Awesome Php

Table of Contents / Micro Frameworks

Minicli (⭐1k) - Minimalist, dependency-free framework for building CLI-centric PHP applications.

Table of Contents / Security

Secure Headers (⭐501) - A package that adds security related headers to HTTP response.

Table of Contents / Code Analysis

Editorconfig-Checker (⭐56) - A command line utility which verifies that your files implement your .editorconfig rules.

Table of Contents / E-commerce

Shopsys Framework (⭐331) - An open source e-commerce platform for in-house development teams.

Table of Contents / Strings

Hyphenation (⭐54) - Text-Hyphenation based on the TeX-hyphenation Algorithm

Configuration / Miscellaneous

Ganesha (⭐567) - A PHP implementation of Circuit Breaker pattern.

52. Awesome Cpp

Containers

fixed-containers (⭐360) - Header-only C++20 library that provides fixed capacity constexpr containers. [MIT]

Networking

mailio (⭐371) - mailio is a cross platform C++ library for MIME format and SMTP, POP3 and IMAP protocols. [BSD]

53. Awesome Scientific Computing

Meshing / Triangular and tetrahedral meshing

trimesh - Loading and using triangular meshes with an emphasis on watertight surfaces. (Python, MIT, GitHub (⭐2.7k))

54. Awesome Css Frameworks

Material Design

Beer CSS - Build material design interfaces in record time without stress for devs.
Repo (⭐972) | #CSS

55. Awesome Typescript

Validation / Playground

@core/match (⭐41) - Type-safe destructuring assignment with pattern-match validation

56. Awesome Sysadmin

Software / Configuration Management

Rudder - Scalable and dynamic configuration management system for patching, security & compliance, based on CFEngine. (Source Code (⭐508)) GPL-3.0 Scala

Software / Mail Clients

aerc - Terminal MUA with a focus on plaintext and features for developers. (Source Code) MIT Go

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