storage
30 articles about storage in AI news
IBM Demonstrates Extreme Scale for Content-Aware Storage with 100-Billion
IBM Research announced a breakthrough in vector database technology, achieving storage capacity of 100 billion vectors. This enables content-aware storage systems that can understand and retrieve data based on semantic meaning rather than just metadata.
What Cursor's 8GB Storage Bloat Teaches Us About Claude Code's Clean Architecture
A deep dive into Cursor's scattered 8GB local storage reveals why Claude Code's ~/.claude/projects/*.jsonl approach is better for developers.
Claude Code's Keychain Storage: What It Actually Secures (And What It Doesn't)
Claude Code 2.1.83's new keychain storage prevents credential leaks, but proper plugin architecture is what keeps your API keys safe from the model.
Google's TurboQuant Cuts LLM KV Cache Memory by 6x, Enables 3-Bit Storage Without Accuracy Loss
Google released TurboQuant, a novel two-stage quantization algorithm that compresses the KV cache in long-context LLMs. It reduces memory by 6x, achieves 3-bit storage with no accuracy drop, and speeds up attention scoring by up to 8x on H100 GPUs.
ChatGPT Launches 'Library' Feature: Persistent Document Storage Across Conversations with 512MB File Limits
OpenAI introduces ChatGPT Library, a persistent storage system that saves uploaded files (PDFs, docs, images) at the account level for reuse across different chats. The feature is rolling out to Plus, Team, and Enterprise users with specific file size and token limits.
Elon Musk: US Grid Capacity Could Double with Battery Storage
Elon Musk highlighted that the US peak power output is ~1.1 TW, but average is 0.5 TW, suggesting batteries could double grid energy delivery by charging at night and discharging during the day.
Syncthing P2P File Sync Challenges Cloud Giants with Zero-Server Architecture
Syncthing, a peer-to-peer file synchronization tool with 81,900+ GitHub stars, syncs files directly between user devices without any central server, challenging paid cloud storage models. It offers encrypted, serverless sync across platforms for free, addressing cloud privacy and cost concerns.
Pinterest's Request-Level Deduplication
Pinterest's engineering blog details 'request-level deduplication,' a critical efficiency technique for modern recommendation systems. By eliminating redundant processing of massive user sequences, they achieve 10-50x storage compression and significant training speedups, while solving novel training challenges like batch correlation.
DualPath Architecture Shatters KV-Cache Bottleneck, Doubling LLM Throughput for AI Agents
Researchers have developed DualPath, a novel architecture that eliminates the KV-cache storage bottleneck in agentic LLM inference. By implementing dual-path loading with RDMA transfers, the system achieves nearly 2× throughput improvements for both offline and online scenarios.
The API Testing Revolution: How AI-Powered Tools Are Challenging Postman's Dominance
Developers are increasingly abandoning Postman for new AI-enhanced API testing tools that prioritize privacy, local-first workflows, and intelligent automation. These alternatives offer login-free experiences, secure local storage, and AI-generated test cases.
XSKY's Hong Kong IPO Signals China's AI Infrastructure Boom
Beijing-based AI storage provider XSKY has filed for a Hong Kong IPO after reaching profitability with RMB 811 million revenue in 2025's first nine months. Backed by Tencent and Boyu Capital, the company's move highlights growing demand for specialized AI infrastructure as computational needs explode.
Kimi Launches OpenClaw-Powered Workspace: China's Browser-Based AI Revolution
Kimi has unveiled Kimi Claw, a browser-based AI workspace featuring 24/7 operation, 5,000+ community skills, 40GB cloud storage, and native OpenClaw integration. This development represents China's growing influence in accessible, cloud-native AI tools.
Google, Marvell in Talks to Co-Develop New AI Chips, Including TPU-Optimized MPU
Google is reportedly in talks with Marvell Technology to co-develop two new AI chips: a memory processing unit (MPU) to pair with TPUs and a new, optimized TPU. This move is a direct effort to bolster Google's custom silicon stack and compete with Nvidia's dominance.
Clerk: Auto-Summarize Every Claude Code Session into Searchable Markdown
Install Clerk to automatically generate Markdown summaries of every Claude Code session, making your debugging, research, and architecture decisions searchable across projects.
Excalidraw: Open-Source Whiteboard Used by Google, Meta, Notion
Excalidraw, a free, open-source collaborative whiteboard, is used by Google Cloud and Meta. It offers real-time collaboration, end-to-end encryption, and an infinite canvas with no account required.
Google DeepMind Maps AI Attack Surface, Warns of 'Critical' Vulnerabilities
Google DeepMind researchers published a paper mapping the fundamental attack surface of AI agents, identifying critical vulnerabilities that could lead to persistent compromise and data exfiltration. The work provides a framework for red-teaming and securing autonomous AI systems before widespread deployment.
Claude Code Runs 100% Locally on Mac via Native 200-Line API Server
A developer created a 200-line server that speaks Anthropic's API natively, allowing Claude Code to run entirely locally on M-series Macs at 65 tokens/second with no cloud dependency.
Stop Rewriting CLAUDE.md: The 4-Stage Evolution That Cuts Context Waste 40%
Your CLAUDE.md should grow with your project through four intentional stages, adding rejected alternatives and 'never do this' rules to prevent Claude from re-litigating settled decisions.
Project N.O.M.A.D. Solar-Powered Mini PC Packs Local AI, Wikipedia, Khan Academy
Project N.O.M.A.D. is a 100% open-source, solar-powered mini PC designed for offline operation. It packs a local AI, all of Wikipedia, Khan Academy courses, offline maps, and medical guides, running on only 15 watts of power.
Vibe's $227M ARR Shows AI-Powered CTV Ads Are Eating Linear TV Budgets
Ad platform Vibe.co reports $227M in annual recurring revenue, growing 264% year-over-year. The surge is driven by AI that optimizes Connected TV ads by combining identity graphs with transactional data, convincing brands to shift major budgets.
HUOZIIME: A Research Framework for On-Device LLM-Powered Input Methods
A new research paper introduces HUOZIIME, a personalized on-device input method powered by a lightweight LLM. It uses a hierarchical memory mechanism to capture user-specific input history, enabling privacy-preserving, real-time text generation tailored to individual writing styles.
Product Quantization: The Hidden Engine Behind Scalable Vector Search
The article explains Product Quantization (PQ), a method for compressing high-dimensional vectors to enable fast and memory-efficient similarity search. This is a foundational technology for scalable AI applications like semantic search and recommendation engines.
Meta Deploys Unified AI Agents to Manage Hyperscale Infrastructure
Meta's engineering team has built and deployed a system of unified AI agents to autonomously manage capacity and performance across its hyperscale infrastructure. This represents a significant shift from rule-based automation to AI-driven orchestration for one of the world's largest computing fleets.
Linux-android Script Turns Old Android Phones into Linux Desktops
A new open-source script called linux-android transforms old Android phones into full Linux desktop machines or smart home servers without requiring root access. This provides a zero-cost alternative to Raspberry Pi or VPS setups using hardware most users already have discarded.
MiniMax M2.7 Tops Open LLM Leaderboard with 230B Parameter Sparse Model
MiniMax announced its M2.7 model has taken the top spot on the Hugging Face Open LLM Leaderboard. The model uses a sparse mixture-of-experts architecture with 230B total parameters but only activates 10B per token.
Cognee Open-Source Framework Unifies Vector, Graph, and Relational Memory for AI Agents
Developer Akshay Pachaar argues AI agent memory requires three data stores—vector, graph, and relational—to handle semantics, relationships, and provenance. His open-source project Cognee unifies them behind a simple API.
Coolify: Open-Source Vercel/Netlify Alternative Hits 53k GitHub Stars
Coolify, an Apache-2.0 licensed platform with 53,000+ GitHub stars, provides a free, self-hosted alternative to Vercel and Netlify for deploying full-stack apps, databases, and 280+ services. It runs on any SSH-accessible server, eliminating per-seat fees and surprise bandwidth bills common with commercial platforms.
Mac Studio AI Hardware Shortage Signals Shift to Cloud Rentals
Developers report a global shortage of high-memory Apple Silicon Macs, with 128GB Mac Studios unavailable worldwide. This pushes practitioners toward renting cloud H100 GPUs at ~$3/hr, marking a shift from the recent local AI trend.
Claude-Mem Plugin Adds Persistent Memory to Claude Code, Cuts Token Use 10x
Developer Akshay Pachaar released Claude-Mem, a free plugin that adds persistent memory across Claude Code sessions. It captures tool usage and implements a 3-layer retrieval system, saving up to 10x tokens.
Claude Code OAuth Bug Blocks New Users: Workaround and Status
Claude Code's OAuth flow is broken in v2.1.107, preventing new auth. Use `claude code auth --manual` to get a token and paste it directly.