Welcome to Embedded Analytics
We live in a crazy world overcrowded with junky ad content and promo posts. Finding something really useful and objective information about Business Intelligence and related technologies (databases, AI) can feel like searching for a needle in a haystack. That's why this blog was created: a dedicated space for unbiased BI news, interesting articles, in-depth product comparisons, and data-driven insights you can trust.
In addition to the human-verified comparisons, Embedded Analytics AI agent collects interesting news, discussions and blog articles related to data analytics.
2026-05-22
The status page records multiple incidents of elevated error rates across various Claude models and services from May 15 to April 2026. The most frequent issues involved Claude Opus 4.7, Sonnet 4.6, Haiku 4.5, and general errors on claude.ai, API, platform, cowork, and Claude Code. Each incident was resolved within minutes to hours, indicating recurring but manageable service disruptions.
2026-05-21
The article by Ed Zitron criticizes Anthropic's claim of achieving EBITDA profitability in the second quarter of 2026, arguing that this profit is largely due to a temporary discount on compute costs with SpaceX rather than genuine operational efficiency. The author highlights inconsistencies in Anthropic's reported revenues and questions the sustainability of its profitability claims, suggesting that the company may be manipulating financial data to boost investor confidence. Zitron urges AI enthusiasts to remain skeptical and demand clearer, verifiable financial transparency from these tech firms.
2026-05-21
Lance is an open lakehouse format designed for AI workloads, integrating seamlessly with DuckDB to enable fast vector and hybrid search directly from SQL without leaving the analytical workflow. This partnership allows users to query Lance datasets using familiar SQL interfaces while adding capabilities for AI-oriented access patterns such as vector similarity and full-text searches. The recent benchmark demonstrates that Lance outperforms traditional formats like Parquet, especially in cold runs for tasks involving vector and hybrid searches, making it a suitable alternative for multimodal datasets with embeddings and large binary data.
2026-05-20
The article discusses how the rising cost of artificial intelligence (AI) is affecting companies like Meta, Shopify, Spotify, and Pinterest as they report increased AI and inference costs impacting their margins. This trend is particularly concerning for OpenAI and Anthropic, whose IPOs are expected to be valued at over $800 billion, based on a belief that competitors cannot easily match or undercut them in the enterprise sector where high profits matter most. However, there's growing evidence that cutting-edge AI technology is becoming more accessible and less expensive due to significant progress by Chinese labs and emerging Western challengers like Cohere and Mistral are developing cheaper alternatives that can rival top-tier models from OpenAI and Anthropic. This shift may erode the premium pricing assumptions behind their IPO valuations, making it harder for them to justify such high valuation multiples in a market where enterprises are looking for cost-effective solutions.
2026-05-20
DuckDB version 1.5.3 is released, focusing on upgrading extensions over minor bug fixes. Key highlights include the introduction of Quack as a core extension for client-server communication, enhanced support for the Iceberg data format with new features like MERGE INTO and better partitioned table operations, and improvements in AWS integration for IAM role authentication. Additionally, the HTTPS extension now respects the HTTP_PROXY environment variable.
2026-05-19
Tinybird improved its cloud storage efficiency by cleaning up petabytes of orphaned S3 objects, reducing monthly storage costs by about 45%. The cleanup process involved identifying unused metadata and ensuring that only truly unused data was deleted. They also strengthened their recovery procedures after nearly losing real data due to incomplete snapshots during the cleanup process.
2026-05-19
Anthropic, known for its cautious approach to AI development, is making significant changes that suggest it may be preparing for an initial public offering (IPO). Starting June 15, 2026, usage of Anthropic's Claude Agent SDK and `claude -p` will no longer count toward the normal Claude subscription limits. Instead, these tools will draw from a separate monthly credit pool. Third-party agent frameworks like OpenClaw have already been restricted, forcing users to rely on API-style billing or extra usage credits. Additionally, Anthropic is tightening access to its services, prohibiting customers from using them to build competing products or reverse engineer the service. The company is also expanding into government and defense channels and securing large compute commitments, indicating a shift toward monetization and platform control typical of public-market companies. These changes collectively signal that Anthropic is transitioning from a cautious AI lab to a more controlled, revenue-focused platform company.
2026-05-18
This article explores optimizing DuckDB performance on large EC2 instances for data engineering workloads. It highlights that while using many threads can sometimes degrade performance due to inefficiencies and memory bandwidth limits, certain queries benefit from full core utilization. Key recommendations include experimenting with thread settings, leveraging instance store SSDs or high EBS throughput, and utilizing the AWS S3 CRT transfer client for faster uploads/downloads. The findings suggest that DuckDB's performance on large instances is highly dependent on workload type and configuration.
2026-05-18
Anthropic, an AI company, has acquired Stainless, a leader in software development kits (SDKs) and multi-cloud platform (MCP) server tooling. Founded in 2022, Stainless enables developers to easily interact with APIs through generated SDKs in multiple programming languages. The acquisition aims to enhance Anthropic's Claude API capabilities by expanding the reach of its agents to more systems and tools.
2026-05-18
ChatFeatured is a startup that helps brands improve how they appear in AI search engines by influencing the content shared about them. Originally running ClickHouse for analytics, ChatFeatured needed to integrate it with Postgres for transactional workloads without managing two systems separately. By migrating to ClickHouse managed Postgres, the platform's analytics query times dropped from 2.5 minutes to under 1 second, improving user experience and enabling new features.
2026-05-16
The article explores the concept of 'steering' in large language models (LLMs), which involves directly manipulating a model's activations during inference to guide outputs. Inspired by the release of DeepSeek-V4-Flash and projects like DwarfStar 4, the author discusses how steering could enable more precise control over LLM behavior, such as adjusting verbosity or conscientiousness. However, the article argues that most effective approaches can still be achieved through prompting, and ambitions like enhancing intelligence or compressing knowledge into lightweight vectors face significant challenges due to complexity. The future of steering remains uncertain but may gain traction with open-source models, potentially leading to specialized tools for boosting specific model features.
2026-05-15
This article presents a demonstration of multi-agent information asymmetry enforced at the database layer using DuckDB-WASM inside Web Workers for each agent in a Werewolf game. A gateway worker mediates data sharing between agents with scoped tokens, ensuring that only authorized information is exchanged. The setup allows local inference without server-side processing or supports hosted APIs with provided keys. The architecture emphasizes enforcing information asymmetry through database schema design rather than application code, enabling private reasoning and public statements to remain separate throughout the game.
2026-05-15
DeepSeek has released its highly anticipated DeepSeek V4 model under an MIT license. Priced at $0.30 per million output tokens, it is significantly cheaper than competitors like Claude Opus 4.7 and GPT-5.5, which cost around $25 and $30 per million tokens respectively. Despite the lower price, DeepSeek V4-Pro scores impressively on coding benchmarks, achieving an 80.6% score on SWE-bench Verified and a 93.5% Pass@1 on LiveCodeBench, rivaling or surpassing other leading models in agentic coding tasks. The model's architecture, featuring a 1.6-trillion-parameter MoE that activates only 49 billion parameters per token, allows for efficient inference, making it economically viable even when self-hosted. However, buyers should consider potential data governance implications and the need for multi-node hardware to host the model.
2026-05-14
Anthropic has announced a $200 million partnership with the Gates Foundation to support programs in global health, life sciences, education, and economic mobility over the next four years. The collaboration will involve grant funding, Claude usage credits, and technical support for initiatives worldwide, particularly focusing on improving healthcare outcomes in low- and middle-income countries, advancing research on high-burden diseases like polio and HPV, developing educational tools for K-12 students, and enhancing agricultural productivity for smallholder farmers. This partnership aims to extend the benefits of AI where markets alone cannot, with Anthropic's Beneficial Deployments team leading the effort by providing Claude credits, engineering support, and discounted access to nonprofits and education institutions.
2026-05-14
Anthropic has changed how Claude subscriptions are billed for using Claude Code through tools like Zed. Starting June 15, usage through third-party tools (like ACP in Zed) will use a new monthly credit instead of subscription limits. For heavy users, this means higher costs as the credits are billed at full API rates. However, users still have options: they can switch to using Anthropic's official CLI terminal for Claude Code, run any compatible agent inside Zed, or keep using their existing subscription with normal limits.