297 articles published
Artificial Intelligence is reshaping how information is discovered, analyzed, and delivered. At the center of this shift is perplexity computing, a concept tied to how AI models understand and generate language. While technology giants such as Google and Microsoft dominate the AI infrastructure…
Personal productivity AI agents are designed to increase individual output by operating directly inside the tools where work happens. They triage email, manage calendars, convert notes into structured tasks, assemble documents, and run recurring routines. The defining shift is action. These systems…
Long running autonomous AI tasks are workflows that do not complete in a single chat turn, API request, or compute session. They persist for minutes, hours, days, sometimes months because they wait on approvals, external APIs, retries, rate limits, or scheduled triggers. People call that autonomy.…
Self-improving AI agents are systems that close a feedback loop around their own behavior and measurably improve over time. Improvement can happen at test time without touching model weights, or at training time through structured updates to prompts, policies, or even fine-tuned models. The…
Agent collaboration networks describe systems where multiple AI agents coordinate like a structured team. Instead of one oversized generalist agent attempting to handle everything, specialized agents discover capabilities, exchange context, delegate work, and complete workflows together. The shift…
AI agents managing SaaS tools is what happens when organizations finally admit that most “digital work” is repetitive form-filling across a handful of systems of record. Instead of a person opening a ticketing system, switching to a CRM, checking a dashboard, copying notes into a doc, and posting…
Vertical AI agents are what you get when businesses stop being impressed by “pretty good general chat” and start demanding “finish the job, inside the system we already use, without creating lawsuits.” These agents do one role in one industry, using that industry’s data, rules, approvals, and…
Autonomous AI employees are what you call software agents when you want the idea to survive procurement, security review, and an executive who thinks “autonomous” means “no consequences.” These systems plan multi-step work, take actions across business tools, and keep going until a completion…
Agentic AI operating systems are what happens when vendors realize “agent runtime + tool access + policy + logs” sounds too honest to sell, so they call it an “operating system.” In practical terms, an agentic OS is a control plane that lets agents plan multi-step work, use tools, keep state,…
Humans built machines that can write, reason, advise, and occasionally hallucinate with alarming confidence. So naturally, the next step was to draft them a constitution. In January 2026, Anthropic published Claude’s New Constitution, a long-form framework intended to guide how Claude should…
AI assistants have spent years being “helpful” in the same way a nicely worded suggestion is helpful: it sounds confident, then you still have to do all the work yourself. Interactive Claude Apps are Anthropic’s push to change that by making Claude less like a text generator and more like an…
Everyone wants a personal AI agent that can clean up inbox chaos, coordinate meetings, and quietly handle repetitive tasks. Almost no one wants to manage servers, patch operating systems, or expose private data to the open internet just to make that happen. That tension is where Cloudflare’s…