Steven News and Paper Brief

AI News — April 7, 2026 ⚡ 🔵 Anthropic secures multi-GW TPU capacity with Google & Broadcom 🚀 OpenAI hits $852B valuation ($122B round) 🤖 Google Jewels V2: fully autonomous coding agent 📊 Hyperscaler AI CapEx hits $725B (+61% YoY) 🔓 Meta releases new open-source AI models 💻 Microsoft launches MAI Transcribe/Voice/Image models 🔍 Claude Code leak reveals Self-Healing Memory 📋 U.S. states...

Anthropic has just announced Project Glasswing, a major initiative to secure critical software using frontier AI. By bringing together tech leaders like Google, Microsoft, and NVIDIA, this project aims to give defenders a "durable advantage" before AI capabilities proliferate to malicious actors. At the center is Claude Mythos Preview, a model that has autonomously discovered decades-old...

Gemma 4 is not just another open model launch. Google is packaging: reasoning + multi-step planning function calling + JSON output + system instructions image/video understanding across the full family native audio input on E2B / E4B 128K to 256K context Apache 2.0 licensing Google says its 31B Dense is the #3 open model and 26B MoE is #6 on Arena AI as of April 1, 2026. The bigger story: AI Edge...

Google DeepMind's Lyria 3 Pro moves AI music generation from short clips to full-length, structurally aware tracks. The model generates tracks up to three minutes long with explicit compositional controls for intros, verses, choruses, and bridges. This is a structural upgrade over the earlier Lyria family, which was optimized for 30-second clips with limited awareness of song form. Key capabil...

MinerU-Diffusion reframes document OCR as inverse rendering, not language generation This paper from Shanghai AI Lab and Peking University asks a simple systems question: if OCR is grounded in visual evidence, why should decoding still be forced into left-to-right token generation? MinerU-Diffusion replaces autoregressive decoding with block-wise diffusion denoising under visual conditioning. The...

Anthropic has officially announced  Claude Mythos , a new frontier model that represents a significant leap in scale and reasoning. Positioned as a new flagship tier above the previous Opus class, Mythos is designed for mission-critical tasks requiring deep connective intelligence. Compared to Claude Opus 4.6, Mythos achieves record-breaking performance in software engineering, academic reasoning,...

The integration of Ollama into Visual Studio Code via GitHub Copilot Chat represents a major advancement for local-first AI development as of March 2026. This development allows engineering teams to leverage locally-hosted large language models directly within their primary coding environment, addressing critical needs for data privacy and operational autonomy. Technical analysis of the integratio...

Today's headlines: Google launched Gemini 3.1 Flash Live for real-time voice AI. Intercom's Fin Apex 1.0 surpassed GPT-5.4 and Claude 4.6 in customer service. The White House released an AI policy framework. A study exposed AI chatbot sycophancy at alarming rates. The UK CMA published AI agent consumer law guidance. All my links:  https://linktr.ee/learnbydoingwithsteven #learnbydoingwiths...

Traditional Black-Scholes models often struggle with model uncertainty and market volatility. This groundbreaking research introduces a unified risk-neutral pricing method under the G-expectation framework, providing a powerful non-linear generalization of classical models. By deriving a new non-linear PDE through logarithmic transformation and designing optimized finite difference schemes, the re...

Orchestrating multiple LLM agents for structured document extraction is the new frontier in AI reliability. This study benchmarks four core architectures—Sequential, Parallel, Hierarchical, and Reflective—across 10,000 SEC filings to find the ultimate cost-precision balance. Results show that Reflective architectures lead in accuracy (0.943 F1), while Hierarchical models define the Pareto frontier...

A fascinating new paper (arXiv:2603.08849v1) explores the interaction between LLM access timing and time availability in complex reasoning tasks. The results challenge the common "AI-first" workflow for knowledge workers. 🔍 Key Takeaway: The Temporal Reversal Effect Participants working under extreme time constraints performed significantly better when provided with an LLM from the very...

The week of March 16-22, 2026, witnessed a profound escalation in Middle Eastern tensions, transitioning from regional friction to direct confrontation between the United States, Iran, and Israel. The resulting disruption in the Strait of Hormuz has introduced a critical "chokepoint" risk to global energy stability, with tanker traffic witnessing a sharp decline. While the kinetic confli...

The financial landscape of March 16-22, 2026, was defined by a critical intersection of geopolitical tension and monetary recalibration. With Brent crude spiking toward $120 per barrel due to infrastructure attacks in the Middle East, the narrative of "higher-for-longer" inflation has regained significant momentum. The Federal Reserve's decision to hold rates at 3.50–3.75% while proj...