Toyota Motor North America has decades of manufacturing knowledge, but using it with AI came with one requirement: it had to stay inside Toyota’s environment Pinecone BYOC runs there, while we manage upgrades and scaling without inbound access. BYOC is now GA 🔗

LangSmith is now available as a bring your own cloud deployment on @awscloud. Keep agent traces and runtime data inside your AWS boundary, while LangChain manages provisioning, upgrades, scaling, and support. BYOC gives teams data sovereignty with the speed of a managed service.

📢 𝗝𝗨𝗦𝗧 𝗜𝗡: $RUN Sunrun and Voltus Partner to Supply Distributed Energy Capacity for AI Data Centers 👉 𝗞𝗲𝘆 𝗛𝗶𝗴𝗵𝗹𝗶𝗴𝗵𝘁𝘀: ➤ 𝗦𝘂𝗻𝗿𝘂𝗻 partners with 𝗩𝗼𝗹𝘁𝘂𝘀 to support AI hyperscaler power demand. ➤ Sunrun will provide capacity from residential 𝗯𝗮𝘁𝘁𝗲𝗿𝘆-𝗽𝗹𝘂𝘀-𝘀𝗼𝗹𝗮𝗿 systems. ➤ Capacity will support Voltus's 𝗕𝗿𝗶𝗻𝗴 𝗬𝗼𝘂𝗿 𝗢𝘄𝗻 𝗖𝗮𝗽𝗮𝗰𝗶𝘁𝘆™ programs. ➤ Initial deployment targets the 𝗣𝗝𝗠 and 𝗠𝗜𝗦𝗢 grid regions. ➤ Distributed resources can reduce demand during periods of 𝗴𝗿𝗶𝗱 𝘀𝘁𝗿𝗲𝘀𝘀. ➤ Participating homes and businesses can receive 𝗽𝗮𝘆𝗺𝗲𝗻𝘁𝘀 for providing flexibility. ➤ Program aims to accelerate 𝗱𝗮𝘁𝗮 𝗰𝗲𝗻𝘁𝗲𝗿 interconnections and improve reliability. ➤ Separate Sunrun initiative targets over 𝗶𝟲.𝟴 𝗚𝗪 of flexible capacity. ➤ Collaboration could help meet rising AI electricity demand without waiting for new generation. 👉 𝗪𝗵𝘆 𝗧𝗵𝗶𝘀 𝗠𝗮𝘁𝘁𝗲𝗿𝘀: ➤ AI data centers are creating significant new 𝗲𝗹𝗲𝗰𝘁𝗿𝗶𝗰𝗶𝘁𝘆 demand. ➤ Distributed batteries could provide capacity faster than traditional infrastructure expansion. ➤ Partnership creates another potential 𝗺𝗼𝗻𝗲𝘁𝗶𝘇𝗮𝘁𝗶𝗼𝗻 channel for Sunrun's installed assets. ➤ Hyperscaler funding could generate additional economic benefits for participating customers. ➤ Successful deployment could strengthen 𝗦𝘂𝗻𝗿𝘂𝗻'𝘀 role in virtual power plants. 👉 𝗘𝘅𝗽𝗲𝗿𝘁 𝗦𝘁𝗮𝘁𝗲𝗺𝗲𝗻𝘁𝘀: 𝗠𝗮𝗿𝘆 𝗣𝗼𝘄𝗲𝗹𝗹, CEO of Sunrun: “Meeting growing energy demand requires us to maximize every single electron available across the country. In collaboration with Voltus, we are providing critical capacity from home batteries supported by funding from hyperscalers. This is just the beginning of what distributed energy assets can achieve.” 𝗗𝗮𝗻𝗮 𝗚𝘂𝗲𝗿𝗻𝘀𝗲𝘆, CEO of Voltus: “BYOC is about turning distributed resources into capacity the grid can count on, and maximizing value for the end user. This partnership brings together Sunrun’s residential scale with Voltus’s market-integrated flexibility platform so distributed capacity can support reliability, affordability, and growth as electricity demand increases.”

The EU AI Act deadline is August 2, 2026, with penalties up to €15M. Here's a practical guide mapping abstract articles to concrete features ⚖️ Title: How LangSmith and LangChain OSS Help You Meet EU AI Act Requirements URL: ⚖️ Overview This post explains how to meet the EU AI Act's requirements for high-risk systems using LangSmith and LangChain OSS features, mapping the articles to implementations like tracing, evaluation, and human oversight. ❓ Challenges Solved The EU AI Act imposes strict requirements on high-risk AI. The deadline is August 2, 2026, with penalties up to €15M or 3% of global revenue. The hard part is knowing which capabilities actually satisfy the abstract articles. 💡 How It Works (articles → features) ・Observability and tracing (Article 12): end-to-end traces of LLM calls, tools, and reasoning steps; retention of 14 days (base) / 400 days (extended); EU data residency options ・Quality and safety (Article 15): online evaluators continuously score production traffic, with prebuilt evaluators for toxicity, hallucination, PII leakage, prompt injection, and more ・Human oversight (Article 14): LangGraph's interrupt for human-in-the-loop, with resume-from-exact-point recovery ・Risk management (Article 9): custom dashboards track risk scores and trigger alerts 🌍 Practical Starting Point Build in this order — tracing → production evaluations → human-in-the-loop — and choose EU, self-hosted, or BYOC deployment based on data residency needs. #EUAIAct# #AIGovernance#