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- The System Design Newsletter Read
How Vector Database Search Billions of Vectors in Milliseconds
#186: Understand HNSW Graphs, Approximate Nearest Neighbor Search, and Key Parameters Engineers Tune in Production
AI is speeding up exploits. Vulnerability spreadsheets can’t keep up
AI is widening the gap between the CVEs teams find and the ones they can fix. Closing it means asking which flaws attackers can actually reach.
- The System Design Newsletter Read
API design was HARD until I learned these 33 concepts
#185: Part 2 - JWT, WebSockets, OpenAPI, and 13 others.
Anthropic’s answer to Dots and Muse is already inside Claude
Claude, Dots, Muse and Grok Bots are competing for work that continues after you log off. The real test is whether users trust them enough to hand over the next job.
GitHub’s advice for its new Copilot feature is to try something else first
GitHub Copilot can now click and type in desktop apps with no API or MCP server. Here’s how approvals, enterprise controls and reliability limits work.
What Kubernetes’ “monolith” lesson means for AI agent harnesses
In this edition of our Road to KubeCon series, Craig McLuckie wants agent harnesses off the laptop, and Koordinator pushes GPU allocation past 95%.
Streamline: custom video pipelines with Cloudflare Stream and Workers
Streamline demonstrates how to build long-running, continuous video processing pipelines by pairing Cloudflare Workers and Durable Objects with a containerized media engine.
Sweep thousands of leases for compliance using Amazon Quick and the Adjudicated Query pattern
The Adjudicated Query pattern pairs the Amazon Quick chat agent with a bounded MCP server over a deterministic rules engine to deliver provably complete, defensible compliance answers. This post walks through the reference architecture and a deployable AWS CDK sample, using lease compliance as the running example.
Add secure Web Search to Claude Desktop with Amazon Bedrock AgentCore
Claude Desktop on Amazon Bedrock is limited to the model's knowledge cutoff without web search. In this post, we walk through connecting Claude Desktop to Web Search using Amazon Bedrock AgentCore Gateway, with JWT-based inbound authentication through AWS IAM Identity Center and Amazon Cognito.
Fine-tune a search agent with multi-turn RL on Amazon SageMaker AI
Fine-tuning teaches a small search agent your tools and environment, giving it the reliability of a frontier model at lower latency and cost. In this post, we fine-tune an LLM-powered search agent with multi-turn reinforcement learning (MTRL) on Amazon SageMaker AI and share the gains we measured in retrieval quality and reliability.
“No reason why everyone should have an identical Claude experience”: Anthropic’s mods let you change Claude Code’s look and behavior
Claude Code users can now ask it to redesign itself. Mods can rewrite prompts, block tool calls, and redraw the interface, all from a plugin.
Introducing Web Search API via AI Gateway
Cloudflare AI Gateway now supports native web search API integration in partnership with Ceramic.ai, Exa, and Linkup. Developers can now inject real-time web context into model inference calls via AI Gateway, REST APIs, or Workers bindings.
Protected Quick Tunnels: simple accountless authentication for your next dev project
Quick Tunnels now support email authentication. Add --allowed-mail to one cloudflared command, and only the addresses or domains you list can reach your local app. No Cloudflare account required on either side.
Introducing Cloudflare Traces: follow requests through our entire platform
Cloudflare Traces shows how a request moves through security rules, transformations, cache, routing, Workers, and your origin, then follows it across services running anywhere in your stack.
Building for good: How civil society organizations are automating on Cloudflare
Some of the world's leading organizations are building the future of non-profit work with Cloudflare.
Updates on our pledge to make Cloudflare features accessible to everyone
A year after pledging to eliminate two-tier product access, Cloudflare has expanded Logpush, multi-account governance, and higher platform limits to all accounts. Here is an update on our progress, how we dogfood these tools internally, and what is coming next.
8 major updates to Cloudflare Observability
Cloudflare is launching eight major updates that bring logs, traces, analytics, alerts, dashboards, querying, and telemetry export into one observability platform, with simpler and more predictable pricing.
Announcing Cloudflare OHTTP Gateway – expanding access to Cloudflare’s privacy-preserving infrastructure
We’re announcing the closed beta of a self-serve Cloudflare OHTTP Gateway. We’re also renaming our Privacy Gateway to Cloudflare OHTTP Relay to better distinguish the two products.
K3s vs. K8s: When lightweight Kubernetes distros win (and when they don’t)
Compare K3s vs. K8s to find the best Kubernetes distro for your needs. Explore resource footprints, edge use cases, and key trade-offs.
2026 Birthday week: network performance update
Cloudflare now ranks as the fastest provider across 74% of the top 1,000 global networks. By incorporating background telemetry from Cloudflare Challenge Pages, we have expanded our real-user measurement scale while maintaining user privacy.
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