Redis leak, Zapocalypse and AI Chief of Staff!

State of AI Engineering

What The State of AI Engineering Report Reveals About AI in Production

AI engineering has moved past experimentation, but are your observability practices keeping up? Datadog analyzed LLM telemetry from 1,000+ customers to reveal what's actually happening at scale: model adoption shifts, hidden token costs, and what the rise of agentic frameworks means for reliability. Download the report to benchmark your AI stack against production reality.

AI Finds What Humans Missed ft. Redis - An AI security tool discovered a critical Redis vulnerability that had gone unnoticed for over two years. The flaw could have allowed attackers to compromise vulnerable systems. It’s another sign that AI is becoming a powerful ally in modern cybersecurity. Read more.

Zapier got Zapocalypse - Researchers uncovered an attack chain that could have enabled full takeover of authenticated Zapier accounts. By chaining together multiple seemingly minor security weaknesses, they achieved escalating levels of access. The issue has since been fixed, highlighting the risks hidden in complex cloud environments. Read more.

The Internet Has a New Majority: Bots

For decades, the web was built around human users. Every click, search, purchase, and page visit was driven by people navigating the internet themselves. That reality is changing faster than many experts expected.

According to Cloudflare CEO Matthew Prince, automated bots now generate more web traffic than humans for the first time in internet history. Recent Cloudflare data shows bots account for 57.5% of HTTP requests, while human traffic has fallen to 42.5%. What makes this shift remarkable is that Prince previously predicted this crossover would not happen until 2027.

Not the Bots You're Thinking Of

When most people hear the word "bot," they think of spam, scams, or search engine crawlers. However, the new wave of traffic comes from AI-powered agents acting on behalf of users.

These agents can browse websites, compare products, check prices, search for flights, gather information, and even complete multi-step tasks without requiring direct human interaction. Instead of people visiting ten websites to compare options, an AI agent may do that work automatically and return a summarized result.

This represents a significant change in how the internet is being used.

The Rise of Agentic Traffic

The growth of AI assistants and autonomous agents is fueling this trend. Modern AI systems are increasingly capable of navigating websites, collecting information, and performing actions that once required human clicks.

Cloudflare has been tracking these new categories of visitors, including verified bots and signed agents. Their data suggests that AI agents are now operating at a scale large enough to reshape internet traffic patterns.

For website owners, this means a growing percentage of visitors may never actually see a webpage. Instead, AI systems may consume the content, extract relevant information, and present it directly to users elsewhere.

Why Humans Still Dominate Attention

Despite the traffic numbers, humans remain the primary consumers of online content in terms of engagement and time spent.

Activities such as watching videos, scrolling social media feeds, gaming, and using mobile apps generate long sessions but relatively few HTTP requests. AI agents, on the other hand, can generate thousands of requests in a short period while gathering information across multiple websites.

In other words, bots may be winning the traffic battle, but humans still dominate the attention economy.

What Comes Next?

The shift signals the beginning of a new internet era. Websites were originally designed for human visitors, but they may increasingly need to serve both people and AI agents.

Businesses, publishers, and developers will face new challenges around content access, AI scraping, monetization, and digital identity. As agentic AI becomes more capable, the web may evolve from a place humans browse directly into a network where software agents do much of the browsing for us.

Cloudflare's data suggests that future has already started. The only surprise is how quickly we arrived there.

AI Chief of Staff - Asana has launched Dash, an AI-powered "chief of staff" designed to monitor projects across emails, calendars, messaging apps, and Asana itself. It can spot risks, recommend next steps, and even coordinate AI agents to keep work moving.

Google Dreambeans to turn your life into a Cartoon: Google’s experimental AI tool, DreamBeans, turns data from your Google apps into personalized illustrated stories and lifestyle recommendations. It can transform memories, trips, and interests into cartoon-like visual narratives generated by AI.

Buzz of the Week:

Capability Routing

Capability Routing is the process of dynamically selecting the best AI model, tool, API, or agent for a specific task instead of sending every request to a single system. Modern AI platforms use capability routing to decide whether a query needs code generation, web search, reasoning, image creation, or data analysis. This improves accuracy, reduces costs, and speeds up response times. As AI agents become more specialized, capability routing is emerging as a core architectural pattern for agentic systems. Many developers use it unknowingly through AI platforms, but few recognize it as a distinct engineering concept.

Things that launched. Things that went viral. Things you'll pretend to try.

xsv

xsv is a lightning-fast toolkit for CSV manipulation.

ripgrep

ripgrep extends ripgrep to search inside PDFs, Office docs, ebooks, and archives.

jqp

jqp is an interactive playground for building jq queries visually.

Build Braincells, Not Just Features

This weekend’s read: Coding is no Longer the Constraint.

This week’s watch: Why everyone is Shifting to Wired earphones.

Meanwhile…