🚀 An open-source, hands-on curriculum bridging the gap from basic RL concepts to LLM alignment, RLVR, and advanced Agentic systems.
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Updated
May 23, 2026 - Python
🚀 An open-source, hands-on curriculum bridging the gap from basic RL concepts to LLM alignment, RLVR, and advanced Agentic systems.
RL study guide — foundations through RLHF, DPO, GRPO, RLVR, agentic RL, and offline RL. Hand-written CS294 notes, 19 lecture drafts, 5 tested exercises, citations that resolve.
Principled Data Selection for Alignment: The Hidden Risks of Difficult Examples
SAFi is the open-source runtime governance engine that makes AI auditable and policy-compliant. Built on the Self-Alignment Framework, it transforms any LLM into a governed agent through four principles: Policy Enforcement, Full Traceability, Model Independence, and Long-Term Consistency.
Cognitive training practices for AI agents. Self-applied. Open source. Built by an independent Vancouver yoga studio.
Complete elimination of instrumental self-preservation across AI architectures: Cross-model validation from 4,312 adversarial scenarios. 0% harmful behaviors (p<10⁻¹⁵) across GPT-4o, Gemini 2.5 Pro, and Claude Opus 4.1 using Foundation Alignment Seed v2.6.
Learning When to Answer: Behavior-Oriented Reinforcement Learning for Hallucination Mitigation
📚 350+ loss functions across 25+ AI subdomains — classification, GANs, diffusion, LLM alignment, RL, contrastive learning, audio, video, time series, and more. Chronologically ordered with paper links, math formulas, and implementations.
Official implementation of "DZ-TiDPO: Non-Destructive Temporal Alignment for Mutable State Tracking". SOTA on Multi-Session Chat with negligible alignment tax.
CS336 作业 5:基于 Qwen2.5 模型的 LLM 对齐与推理强化学习。完整实现了监督微调(SFT)与组相对策略优化(GRPO)算法,并在 GSM8K 数据集上完成零样本、在策与离策的训练与评估对比。
The paper list related to activation steering
C3AI: Crafting and Evaluating Constitutions for CAI
Kullback–Leibler divergence Optimizer based on the Neurips25 paper "LLM Safety Alignment is Divergence Estimation in Disguise".
Adversarial AI system to test and improve reliability under real-world pressure
A behavioral framework opposing native fluency to authentic fluency — the structural tension RLHF creates and Claude Mythos Preview makes urgent.
EDT-Former, a brige for LLM and graph data. Entropy-guided Dynamic Token Transformer for Graph-LLM alignment. Accepted at ICLR 2026.
Teacher-guided prompt-shape discovery for auditable moral attention in frozen weak classifiers.
Research Essay (background and project proposal) on using alignment data from a representative population for LLM alignment
This project implements a minimal Reinforcement Learning from Human Feedback (RLHF) pipeline using PyTorch.
A training-time alignment framework that integrates safety constraints directly into the RLHF loop — achieving full safety convergence in 7 epochs
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