> [!warning] > **Draft / discussion only.** No real implementation yet — the only commit is a docstring stub that errors at call time. Stacked on top of #450; I'll rebase onto master once that merges. Hey @MartinuzziFrancesco — PR2 (#450) i
## Summary First PR of the **SciML Summer Fellowship 2026** track on ODE-based reservoirs (tracking issue: #397). Lands the core type hierarchy and a small dispatch refactor that lets continuous-time reservoirs plug into `collectstates` wit
## Summary Implements the second deliverable of the SciML 2026 Summer Fellowship (#397) — the `RCODEReservoirExt` package extension that makes `SciMLProblemReservoir` actually run. Builds on the core types from #446. - Continuous `_collects
Fixes #6. ## What's going on `completeSession()` was making more PocketBase round trips than it needed to on the critical path between "जाँचो" and the celebration screen — and it scaled with class size. Two distinct issues on the same code
## What Replaces shorthand `<>` fragments with `<Fragment key={icon}>` inside the `.map()` call in the leaderboard page. ## Why Shorthand fragments (`<>`…`</>`) cannot accept a `key` prop. React requires a key on the top-level element retur
Closes #1. ## What Appends `content_progress` to the list of collections created by `scripts/setup_pocketbase.py`. Seven lines, no changes to anything else. ## Why `completeContent()` in `src/lib/db.ts` (introduced in efc11b3 — *\"feat: tra
## Summary Refs #2785. `OpenSearchVectorDBStorage.upsert()` previously issued one `helpers.async_bulk` call per invocation. The profile in #2785 shows the upstream pipeline calling `upsert()` 506 times for the demo workload, so the vector p
Closes #418. Implements Ceni, Pintore & Gallicchio, *Residual Reservoir Memory Networks*, IJCNN 2025 (doi:10.1109/IJCNN64981.2025.11227859), built on top of the RMN family introduced in #354. Following the family-naming convention discussed
## Summary - Removes the `merge(st_after, (; :states => states_wo))` line introduced in c29cdad4 from `train!`. - Updates the `train!` docstring to point users to `return_states=true` / `collectstates` for accessing the feature matrix. ## M
Closes #417 Implements Ceni & Gallicchio (Neurocomputing 2024, doi:10.1016/j.neucom.2024.127966). Unlike ES2N which couples skip and nonlinear weights as (1-β) and β, ResESN uses independent α (skip) and β (nonlinear) scalars: h(t) = α·O·h(
## Checklist - [x] Appropriate tests were added - [x] Any code changes were done in a way that does not break public API - [x] All documentation related to code changes were updated - [x] The new code follows the [contributor guidelines](ht
- Add `SVESM` model implementing the Support Vector Echo-State Machine from Shi & Han (IEEE TNN, 2007, https://doi.org/10.1109/TNN.2006.885113) - Widen `addreadout!` dispatch in `RCLIBSVMExt` from `ReservoirComputer` to `AbstractReservoirCo
fix #1 ### Changes 1. **Fixed test client tool names** (`tests/test_client.py`) - Changed `know_about_mospi_api` to `1_know_about_mospi_api` to match the server tool name - Replaced non-existent `lookup_mospi_codes` test with `2_get_indicat
fix #259 ## **PR Checklist | PR检查项** - [x] I have read and understood the [contributor guidelines](https://github.com/antgroup/agentUniverse/blob/master/CONTRIBUTING.md). | 我已阅读并理解[贡献者指南](https://github.com/antgroup/agentUniverse/blob/maste
Deleted the `gmail-mcp-server` and `mcp-headless-gmail` subprojects, and significantly revised the main README to reflect the new project structure, features, and user guidance for the AarogyaAI platform.
Included rules for ignoring Cursor IDE configuration files and directories to streamline project management and prevent unnecessary files from being tracked
Added intelligent chatbot endpoint for patient interactions, implemented chat history retrieval and clearing features, and updated frontend components to support chat history loading and display, improving user experience and interaction wi
Updated SYSTEM_NOTES and SYSTEM_PRESCRIPTION for improved clarity and structure, added error handling in AINotes component for better user feedback, and included User-Agent headers in various fetch requests across frontend components to imp
Implemented Medical Test Booking with recommended tests from the doctor and private booking
Improved transcriptions with better UI functionalities for viewing the same
Integrated AINotes to allow users to generate notes from transcripts, enhancing the note-taking functionality and providing an option to mirror AI notes into the scribe notes area.
Enhanced SpeechToText to manage session state and handle partial results. Updated Transcripts to display real-time transcription feedback and integrated session persistence for appointment transcriptions in DoctorPatientProfile.
Integrated Transcripts component and updated SpeechToText to handle live transcription sessions. Added fetching logic for appointment transcriptions and improved error handling for speech recognition support.
Added the scribe notes for the doctor and the appointment speech-to-text transcripts section to the patient profile in the doctor dashboard. Also made necessary schema changes in the DB to save the same and fetch and view on the frontend
Fix #3 Added appointments management for both patient and doctor
feat #4 Added Indian Markets for Analysis and Visualization
🔧 Core Components 1. AI Analysis Agent (src/agents/ai_analysis_agent.py) OpenAI Integration: Uses GPT-3.5-turbo for advanced market analysis Structured Data Classes: StockData and TechnicalIndicators for clean data handling Fallback System
Contributes to #80 - Added the "US Stock Market Data & Technical Indicators" dataset - Added Geometric Brownian Motion Model - Added Hidden Markov Model
Contributes to #539 This PR adds functionality to load and preprocess the MNIST dataset for handwritten digit classification using PyTorch. It includes the following key changes: Imports required libraries and modules for working with PyTor
Contributes to #62 I've worked upon this idea and I think we can implement the following: What is Curio: Welcome to Curio, a remarkable web application designed to address the language and communication barriers between mentors and learners
To #74 Updated the padding and font size for the footer to fit inside the mobile wireframe
Fixes #76 Added Github, LinkedIn and Twitter icons instead of Sign-Up, Sign-In and About
Fixes #44 Enabled Favicon by using the Csmall.png image file from src/assets/images
Fixes #8865 * [ ] Add an algorithm? * [x] Fix a bug or typo in an existing algorithm? * [ ] Documentation change? ### Checklist: * [x] I have read [CONTRIBUTING.md](https://github.com/TheAlgorithms/Python/blob/master/CONTRIBUTING.md). * [x]
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Fixes #21 Added a 20 second delay for users to register their next prompt. This will allow free users to add 3 requests per minute. - Used the time module of python - Added a function to check if an user is a free user - Added the rate limi