XTIANZAI SYSTEMS
Visual architecture, current signals, practical engineering tools, and infrastructure intelligence—without the hype cycle.
CHOOSE YOUR PATH
Start with the outcome. XTIANZ will take you to the right architecture, evidence, or tool.
See how applications, agents, MCP, models, data, compute, and power fit together.
Choose a pattern, assess autonomy, generate evaluations, and estimate economics.
Score ownership, security, observability, recovery, and human oversight.
Read dated claims with sources, confidence, engineering action, and invalidation criteria.
CURRENT INTELLIGENCE · JULY 29, 2026
The new release introduces a stateless core, extensions, Tasks, MCP Apps, authorization changes, and formal deprecation handling.
Task evaluations, traces, permissions, escalation, rollback, and cost controls matter more than impressive single demonstrations.
Power, cooling, fiber, construction, permitting, and community impact are now part of the AI architecture conversation.
Swipe to explore signals →
CLAUDE DESK
Choose by task difficulty, risk, latency, and cost per successful outcome.
Open model guide →CLAUDE CODEPlans, hooks, tests, MCP, security, and the Agent SDK.
Open engineering guide →AGENTSWeb search, computer use, caching, validation, and recovery.
Open agent guide →THE XTIANZ AI STACK
Select a layer to see the metrics, risks, patterns, and owners that make it operable.
01 / EXPERIENCE
The interface defines intent, context, approvals, explanations, and the user’s ability to interrupt or correct the system.
Task success, adoption, correction rate, time saved, escalation rate.
Ambiguous intent, automation bias, hidden actions, weak recovery.
Copilot, approval gate, confidence display, reversible action.
Product, design, operations, risk, and workflow owners.
ENGINEERING TOOLS
Choose between deterministic automation, RAG, tool workflows, and bounded agents.
Recommend a pattern →PRODUCTIONScore operating evidence across ownership, security, monitoring, recovery, and oversight.
Assess readiness →EVALUATIONSTurn a use case into datasets, metrics, failure tests, and release gates.
Build a plan →THREE EXTERNAL LENSES
Meta, Anthropic, Nvidia, Google, OpenAI, and SpaceX across models, distribution, compute, platforms, and risk.
Compare companies →MARKETSDemand, supply, margins, capital intensity, macro conditions, and execution risk.
Open market intelligence →DMV + LOCOLocal publishers and official sources covering data centers, power, roads, development, and community impact.
Open DMV Pulse →START READING
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