GSoC 2026 Predictions: 30 NEW AI/ML/Security Organizations You Should Start Contributing to NOW!

Original Description

Google announced expanded AI/Security/ML focus for GSoC 2026. Here are my predictions for the 30 new organizations joining, complete with GitHub links and contribution strategies Hey developers! Big News: Google announced they're expanding their focus on AI, Security, and Machine Learning for GSoC 2026, welcoming approximately 30 new organizations to join the program. ⚠️ Disclaimer: These are PREDICTIONS based on Google's announcement and current trends. Official organizations will be announced on February 27, 2026. But why wait? Start contributing NOW! ** Quick Stats Before We Dive In** Total Predicted New Orgs: 30 Focus Areas: AI/ML (10), Security (6), AI+Security (4), Emerging Tech (10) Most Common Language: Python (appears in 24/30 orgs!) Second Most Common: Go (12/30 orgs) Dark Horse: Rust (5/30 orgs - growing fast!) 🤖 Part 1: AI/ML Powerhouses (10 Organizations) 🤗 Hugging Face Why They're Perfect for GSoC: The GitHub of AI models with 100k+ stars across repos Focus: Transformers, NLP, LLMs, Model Hub Main: https://github.com/huggingface/transformers ⭐ 135k+ Datasets: https://github.com/huggingface/datasets Diffusers: https://github.com/huggingface/diffusers Why Join GSoC: Dominant player in open-source AI, massive community, educational mission Browse "good first issue" labels Contribute to documentation (always needed!) Join their Discord: https://discuss.huggingface.co Potential Projects: Model optimization, new tokenizers, inference improvements 🦜⛓️ LangChain The Hottest Framework in AI Right Now Focus: LLM application frameworks, agents, chains Python: https://github.com/langchain-ai/langchain ⭐ 96k+ JS/TS: https://github.com/langchain-ai/langchainjs ⭐ 13k+ Templates: https://github.com/langchain-ai/langchain/tree/master/templates Why Join GSoC: Fastest-growing LLM framework, huge community demand Check issues tagged "good first issue" or "help wanted" Build a simple chain and document it Join Discord: https://discord.gg/langchain Potential Projects: New integrations, prompt templates, testing frameworks 🎨 Stability AI Open-Source Generative AI Leaders Focus: Generative AI, Stable Diffusion, Image/Video Generation Stable Diffusion: https://github.com/Stability-AI/StableDiffusion ⭐ 39k+ GenerativeModels: https://github.com/Stability-AI/generative-models ⭐ 24k+ StableStudio: https://github.com/Stability-AI/StableStudio Why Join GSoC: Commitment to open-source, cutting-edge research Run models locally first Improve documentation or examples Optimize inference code Potential Projects: Model compression, new architectures, UI improvements 🔬 Anthropic (Claude) AI Safety & Responsible AI Focus: AI safety, constitutional AI, interpretability Anthropic Cookbook: https://github.com/anthropics/anthropic-cookbook ⭐ 6k+ Python SDK: https://github.com/anthropics/anthropic-sdk-python ⭐ 1.8k+ TypeScript SDK: https://github.com/anthropics/anthropic-sdk-typescript Why Join GSoC: Growing open-source presence, focus on safety aligns with educational goals Study the cookbook examples Contribute new use cases Improve SDK documentation Potential Projects: Safety tools, prompt engineering helpers, evaluation frameworks ⚡ Ray Project (Anyscale) Distributed Computing for ML Focus: Distributed ML, reinforcement learning, hyperparameter tuning Main: https://github.com/ray-project/ray ⭐ 34k+ RLlib: https://github.com/ray-project/ray/tree/master/rllib Tune: https://github.com/ray-project/ray/tree/master/python/ray/tune Why Join GSoC: Critical infrastructure for scaling ML workloads Start with Ray Core tutorials Fix documentation issues Join community Slack Potential Projects: New algorithms for RLlib, distributed training improvements, monitoring tools 🔄 MLflow (Databricks) The Standard for ML Lifecycle Management Focus: Experiment tracking, model registry, deployment Main: https://github.com/mlflow/mlflow ⭐ 19k+ Examples: https://github.com/mlflow/mlflow/tree/master/examples Why Join GSoC: Industry standard, backed by Databricks, huge adoption Set up local MLflow server Contribute examples for new frameworks Join community Slack: https://mlflow.org/slack Potential Projects: New integrations, UI improvements, deployment plugins 📊 Weights & Biases ML Experiment Tracking & Collaboration Focus: Experiment tracking, visualization, collaboration Client: https://github.com/wandb/wandb ⭐ 9k+ Examples: https://github.com/wandb/examples Weave: https://github.com/wandb/weave Why Join GSoC: Developer-focused tools, great for learning MLOps Use W&B in personal projects Contribute integration examples Join community: https://wandb.ai/community Potential Projects: New framework integrations, dashboard features, SDK improvements 🔀 ONNX Runtime (Microsoft) Cross-Platform ML Inference Focus: Model inference optimization, cross-platform deployment Main: https://github.com/microsoft/onnxruntime ⭐ 15k+ Models: https://github.com/onnx/models Web: https://github.com/microsoft/onnxruntime/tree/main/js/web Why Join GSoC: Microsoft backing, critical for production ML Convert models to ONNX format Run benchmarks Improve documentation Potential Projects: Hardware acceleration, model optimization, mobile deployment 🎓 fastai Making Deep Learning Accessible Focus: Accessible deep learning, education, practical ML fastai: https://github.com/fastai/fastai ⭐ 26k+ fastbook: https://github.com/fastai/fastbook ⭐ 22k+ course-v5: https://github.com/fastai/course22 Why Join GSoC: Educational mission perfectly aligns with GSoC goals Complete the fastai course Contribute to documentation Join forums: https://forums.fast.ai Potential Projects: New tutorials, library improvements, course materials 🔤 spaCy / Explosion AI Industrial-Strength NLP Focus: Production NLP, named entity recognition, text processing spaCy: https://github.com/explosion/spaCy ⭐ 30k+ Prodigy: https://github.com/explosion/prodigy-recipes Thinc: https://github.com/explosion/thinc Why Join GSoC: Leading NLP library, excellent documentation culture Work through spaCy 101 Add language support Join discussions: https://github.com/explosion/spaCy/discussions Potential Projects: New language models, pipeline components, integrations 🔒 Part 2: Security Organizations (6 Organizations) 🦅 Falco (CNCF) Cloud-Native Runtime Security Focus: Kubernetes security, threat detection, runtime monitoring Main: https://github.com/falcosecurity/falco ⭐ 7.5k+ Plugins: https://github.com/falcosecurity/plugins Rules: https://github.com/falcosecurity/rules Why Join GSoC: CNCF project, critical cloud security tool Deploy Falco in local Kubernetes Write custom rules Join Slack: https://kubernetes.slack.com (#falco) Potential Projects: New detection rules, plugin development, performance optimization 🔍 Trivy (Aqua Security) Comprehensive Container Security Scanner Focus: Container security, vulnerability scanning, IaC scanning Main: https://github.com/aquasecurity/trivy ⭐ 24k+ Plugins: https://github.com/aquasecurity/trivy-plugin-aqua DB: https://github.com/aquasecurity/trivy-db Why Join GSoC: Most popular container scanner, active development Scan containers in your projects Add new scanners or detectors Join discussions: https://github.com/aquasecurity/trivy/discussi ons Potential Projects: New language support, policy engines, CI/CD integrations 🎯 Semgrep (r2c) Fast, Flexible Static Analysis Focus: Static analysis, code security, custom rules Main: https://github.com/semgrep/semgrep ⭐ 11k+ Rules: https://github.com/semgrep/semgrep-rules ⭐ 2k+ VSCode: https://github.com/semgrep/semgrep-vscode Why Join GSoC: Modern approach to code security, great docs Write custom Semgrep rules Scan your own code Join community: https://go.semgrep.dev/slack Potential Projects: New language support, IDE plugins, rule libraries 💥 Nuclei (ProjectDiscovery) Fast Vulnerability Scanner Focus: Vulnerability scanning, templates, automation Main: https://github.com/projectdiscovery/nuclei ⭐ 21k+ Templates: https://github.com/projectdiscovery/nuclei-templates ⭐ 10k+ Docs: https://github.com/projectdiscovery/nuclei-docs Why Join GSoC: Huge template library, active community Write custom templates Contribute to template library Join Discord: https://discord.gg/projectdiscovery Potential Projects: New detection logic, automation features, integration tools 🎭 Metasploit (Rapid7) The Penetration Testing Framework Focus: Penetration testing, exploits, security research Framework: https://github.com/rapid7/metasploit-framework ⭐ 34k+ Payloads: https://github.com/rapid7/metasploit-payloads Why Join GSoC: Industry standard, enormous learning opportunity Set up Metasploit in Kali Linux Study existing modules Read contributing guide carefully Potential Projects: New modules, automation scripts, payload development 🛡️ Snyk Developer Security Platform Focus: DevSecOps, dependency scanning, security-as-code CLI: https://github.com/snyk/cli ⭐ 4.9k+ VSCode: https://github.com/snyk/vscode-extension Actions: https://github.com/snyk/actions Why Join GSoRes: Developer-first security, growing fast Use Snyk CLI in projects Contribute to open-source integrations Join community: https://snyk.io/community Potential Projects: New integrations, policy engines, reporting tools 🛡️🤖 Part 3: AI + Security Intersection (4 Organizations) 🎯 Adversarial Robustness Toolbox (ART) IBM Research - ML Security Focus: Adversarial attacks, defenses, robustness testing Main: https://github.com/Trusted-AI/adversarial-robustness-toolbox ⭐ 4.9k+ Examples: https://github.com/Trusted-AI/adversarial-robustness-toolbox/tree/main/examples Why Join GSoC: Critical research area, IBM backing Run attack examples Implement new attacks or defenses Study research papers Potential Projects: New attack methods, defense mechanisms, benchmarking tools 🎪 CleverHans Google Brain - ML Security Library Focus: ML security benchmarking, adversarial examples Main: https://github.com/cleverhans-lab/cleverhans ⭐ 6.2k+ Blog: https://github.com/cleverhans-lab/cleverhans-blog Why Join GSoC: Google Brain project, research-focused Study adversarial examples Reproduce paper results Implement new attacks Potential Projects: New benchmarks, attack implementations, defensive techniques 🔐 PySyft (OpenMined) Privacy-Preserving Machine Learning Focus: Federated learning, differential privacy, encrypted computation Main: https://github.com/OpenMined/PySyft ⭐ 9.5k+ Courses: https://github.com/OpenMined/courses PyGrid: https://github.com/OpenMined/PyGrid Why Join GSoC: Privacy + AI is critical, great community Complete OpenMined courses Join Slack: https://slack.openmined.org Contribute to tutorials Potential Projects: Federated learning algorithms, privacy tools, educational content 🔒 TensorFlow Privacy Google - Privacy in Machine Learning Focus: Differential privacy, private ML training Main: https://github.com/tensorflow/privacy ⭐ 2k+ Tutorials: https://github.com/tensorflow/privacy/tree/master/tutorials Why Join GSoC: Google project, cutting-edge privacy research Study differential privacy basics Run tutorial notebooks Understand privacy budgets Potential Projects: New privacy mechanisms, benchmarking, optimization 🌟 Part 4: Emerging Technologies (10 Organizations) 🦀 WebAssembly Security Securing the Web's Future Focus: WASM runtime security, sandboxing Wasmtime: https://github.com/bytecodealliance/wasmtime ⭐ 16k+ WASI: https://github.com/WebAssembly/WASI Wasmer: https://github.com/wasmerio/wasmer ⭐ 19k+ Why Join GSoC: Future of web and edge computing Build simple WASM modules Study security model Join community chats Potential Projects: Security tooling, fuzzing, runtime improvements 🐝 Cilium (CNCF) eBPF-Based Networking & Security Focus: Kubernetes networking, eBPF, security policies Main: https://github.com/cilium/cilium ⭐ 20k+ Hubble: https://github.com/cilium/hubble Tetragon: https://github.com/cilium/tetragon Why Join GSoC: CNCF project, cutting-edge networking Deploy Cilium locally Study eBPF basics Join Slack: https://cilium.io/slack Potential Projects: Network policies, observability features, performance optimization 🖊️ Sigstore (Linux Foundation) Software Supply Chain Security Focus: Code signing, transparency logs, artifact verification Cosign: https://github.com/sigstore/cosign ⭐ 4.5k+ Fulcio: https://github.com/sigstore/fulcio Rekor: https://github.com/sigstore/rekor Why Join GSoC: Critical security infrastructure, Linux Foundation Sign container images Study transparency logs Join community: https://sigstore.dev/community Potential Projects: New integrations, tooling, educational materials 🔗 SLSA (Supply Levels for Software Artifacts) Framework for Supply Chain Security Focus: Build provenance, supply chain hardening Specification: https://github.com/slsa-framework/slsa ⭐ 1.5k+ Tooling: https://github.com/slsa-framework/slsa-github-generator Why Join GSoC: Google-led, increasingly important Understand SLSA levels Implement in your projects Study provenance Potential Projects: Framework implementations, verification tools, documentation 🪐 Jupyter AI AI-Powered Notebooks Focus: AI assistants for notebooks, code generation Main: https://github.com/jupyterlab/jupyter-ai ⭐ 3.2k+ Chat: https://github.com/jupyterlab/jupyter-ai/tree/main/packages/jupyter-ai Why Join GSoC: NumFOCUS umbrella, practical AI applications Install Jupyter AI Use AI magics in notebooks Join Gitter: https://gitter.im/jupyterlab/jupyter-ai Potential Projects: New AI providers, notebook features, UX improvements 🤖 AutoGPT / AutoGen (Microsoft) Autonomous AI Agents Focus: Agent frameworks, multi-agent systems, automation AutoGPT: https://github.com/Significant-Gravitas/AutoGPT ⭐ 170k+ AutoGen: https://github.com/microsoft/autogen ⭐ 34k+ Why Join GSoC: Hottest area in AI, massive community interest Run example agents Build custom agents Join Discord communities Potential Projects: New agent capabilities, tools, safety mechanisms 🎯 OpenTelemetry Observability Framework Focus: Distributed tracing, metrics, logs Specification: https://github.com/open-telemetry/opentelemetry-specification ⭐ 3.8k+ Collector: https://github.com/open-telemetry/opentelemetry-collector ⭐ 4.5k+ Why Join GSoC: CNCF, critical for modern systems Instrument an application Study semantic conventions Join CNCF Slack Potential Projects: New exporters, instrumentation libraries, tooling 🔬 Evidently AI ML Monitoring & Testing Focus: Model monitoring, data drift, ML testing Main: https://github.com/evidentlyai/evidently ⭐ 5.3k+ Examples: https://github.com/evidentlyai/evidently/tree/main/examples Why Join GSoC: Critical for production ML, growing fast Monitor your models Create custom metrics Join Discord Potential Projects: New metrics, integrations, dashboard features 🎨 Gradio (Hugging Face) ML Demo Platform Focus: ML app interfaces, demos, sharing models Main: https://github.com/gradio-app/gradio ⭐ 34k+ Blocks: https://github.com/gradio-app/gradio/tree/main/gradio/blocks Why Join GSoC: Hugging Face backing, rapid growth Build demo apps Create custom components Join Discord Potential Projects: New components, integrations, performance improvements 🧪 Great Expectations Data Quality & Testing Focus: Data validation, testing, quality assurance Main: https://github.com/great-expectations/great_expectations ⭐ 10k+ Contrib: https://github.com/great-expectations/great_expectations_contrib Why Join GSoC: Critical for data pipelines, mature project Validate your datasets Create custom expectations Join Slack Potential Projects: New expectations, integrations, performance optimization 🎯 Your Action Plan: Start Contributing NOW! Pick 3-5 organizations from this list that excite you Star their repos on GitHub Join their Discord/Slack channels Set up development environment Read contributing guidelines Week 3-4: First Contributions Fix typos in documentation (yes, this counts!) Add code examples or tutorials Report bugs with detailed reproduction steps Answer questions in discussions/forums Improve README or getting started guides Week 5-8: Deeper Engagement Fix "good first issue" bugs Add tests for existing features Implement small feature requests Review other people's PRs Attend community meetings Week 9-12: Becoming a Contributor Implement medium-sized features Help onboard new contributors Propose new ideas Build relationships with mentors Target: 3-5 merged PRs minimum 📚 Essential Skills to Learn NOW 1.Git & GitHub - Absolute requirement Branching, PRs, rebasing Writing good commit messages Code review etiquette 2.Python - Used by 80% of these orgs Virtual environments Package management (pip, poetry) Testing with pytest 3.Documentation - Often overlooked but valued! Markdown Technical writing API documentation Highly Recommended: Docker - Many projects use containers Testing - Unit tests, integration tests CI/CD - GitHub Actions basics Linux CLI - Basic commands, shell scripting Nice to Have: 8.Go - For security/cloud projects 🎓 Learning Resources Python: Real Python, Python.org tutorials Git: GitHub Learning Lab, learngitbranching.js.org Docker: Docker's official tutorial Go: Tour of Go (tour.golang.org) Rust: The Rust Book (doc.rust-lang.org/book) AI/ML Specific: fastai Course: course.fast.ai (FREE!) Hugging Face Course: huggingface.co/learn DeepLearning.AI: coursera.org/specializations/deep-learning PyTorch Tutorials: pytorch.org/tutorials Security Specific: OverTheWire: overthewire.org/wargames HackTheBox: hackthebox.com (free tier) OWASP Top 10: owasp.org/www-project-top-ten 💡 Pro Tips from Previous GSoC Students Quality Over Quantity "I got accepted with just 2 PRs, but they were substantial feature additions, not just typo fixes." - Sarah, GSoC 2025 Communication is Key "I didn't get the org I wanted on first try. But I stayed active in the community, and when I applied again, I got in!" - Raj, GSoC 2024 Start Early "Don't wait for the official announcement. I started contributing in December and had 6 PRs by application time." - Maria, GSoC 2025 Be Strategic "Pick organizations based on your career goals, not just what's easy. GSoC opened doors to my dream job." - Chen, GSoC 2023 Network Actively "The friends I made during GSoC are now my startup co-founders!" - Alex, GSoC 2024 🤔 FAQ Q: Do I need to be an expert to contribute? Q: What if I don't know Python/Go/Rust? Q: How many hours per week should I contribute? Q: What's the acceptance rate? Q: Can I do GSoC if I'm working/in school? 🌟 Organizations Most Likely to Accept New Contributors fastai (educational mission) Great Expectations (welcoming community) Evidently AI (growing, needs contributors) Gradio (beginner-friendly) Jupyter AI (NumFOCUS support) Medium Difficulty (Moderate Competition): Hugging Face (lots of slots) LangChain (fast-growing) Trivy (active development) Semgrep (modern codebase) PySyft (specialized but welcoming) Highly Competitive (Expert Level): AutoGPT/AutoGen (massive popularity) Ray Project (complex system) ONNX Runtime (Microsoft standards) Metasploit (requires security expertise) Cilium (deep technical knowledge) 📊 By the Numbers: What Languages to Learn Security → Go or Rust Systems Programming → C++ or Rust Full-Stack → TypeScript Enterprise → Java ** Final Thoughts** ✅ Real open-source contributions The best GSoC proposals come from students who are already active contributors to the organization. Start building those relationships now! 🤝 Let's Stay Connected! ⭐ Bookmark this post P.S. If this post helped you, consider: ⭐ Giving it a reaction Good luck, future GSoC contributors! See you in the code!