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Short notes on lessons from my projects — the kind of trade-offs that don't make it into a resume bullet.
Written by me
Why I split my legal RAG into two models
~3 in 10 generated outputs invented realistic-looking filing dates. Here's why routing factual fields to extractive QA fixed it.
Read → Time Series · Multimodal MLWhen the simple model wins
My thesis benchmarked 10+ models for stock forecasting. The surprise: a standalone LSTM stayed competitive with fused multimodal models.
Read →AI THIS WEEK
A weekly digest of AI developments, curated automatically by a zero-dependency pipeline I built — pulled straight from official lab blogs, arXiv, and GitHub. Every card links to its original source. Subscribe via RSS. Updated Aug 10, 2026.
Responding to the next frontier of critical cyber capabilities
OpenAI is sharing preliminary cybersecurity evaluations for Astra and the steps we’re taking to strengthen safeguards and security controls.
Aug 7, 2026 · openai.com → Product Update · AnthropicImproving Fable 5 S Biology Safeguards
Read the full story at the source.
Aug 7, 2026 · anthropic.com → Open Source · Hugging FaceTutorMoments: Do AI tutors know when to help and when to hold back?
Read the full story at the source.
Aug 7, 2026 · huggingface.co → Research · arXivMirrorWorld: Taming Video Diffusion Models for Mirror Reflection Generation
Recent advances in video diffusion models (VDMs) have enabled high-fidelity video synthesis. However, generating mirror reflections remains challenging because the content within a mirror must remain consistent with the…
Aug 7, 2026 · arxiv.org → Product Update · OpenAIHow HSP GRUPPE builds AI capabilities for tax advisory
Discover how HSP GRUPPE uses ChatGPT Enterprise to boost productivity, improve work quality, and create more capacity for tax advisory and client service.
Aug 7, 2026 · openai.com → Research · Google DeepMindWeatherNext: AI model achieves breakthrough in forecasting cyclones
Read the full story at the source.
Aug 6, 2026 · deepmind.google → Product Update · MetaWhy Meta Builds Its Own AI Data Centers
Developer and creator Tom Shaw sits down with Meta’s VP of Data Centers Rachel Peterson to discuss how Meta is building some of the world's largest computing facilities. The post Why Meta Builds Its Own AI Data Centers…
Aug 6, 2026 · about.fb.com → Product Update · Google AIThe latest AI news we announced in July 2026
Here are Google’s latest AI updates from July 2026
Aug 4, 2026 · blog.google → Model Release · Mistral AIIntroducing Shieldstral.
Shieldstral introduces a 3B open-weights multimodal safety classifier that outperforms models up to 7x its size.
Aug 4, 2026 · mistral.ai → Research · MIT News — AISolving the solvent problem
By focusing on electrolytes, MIT scientists are making sodium-metal batteries a more practical energy storage option.
Aug 4, 2026 · news.mit.edu → Open Source · GitHubFareedKhan-dev/kimi-k3-in-c — trending AI repo
A 2.78-trillion-parameter Kimi K3 running inference on a single CPU in 8.24 GB of RAM. Portable C99: no BLAS, no framework, no GPU. (★ 795)
Aug 1, 2026 · github.com → Open Source · Berkeley AI ResearchFrom CUDA to MLX: How K-Search Brings Decades of Kernel Expertise to Apple Silicon
Figure 1: CUDA-to-MLX optimization translation map. CUDA optimization knowledge can be translated into architecture-native MLX strategies rather than copied instruction-for-instruction. We face a new epoch in computing…
Jul 29, 2026 · bair.berkeley.edu →