Tag: architecture
All the articles with the tag "architecture".
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When Should an AI Agent Enumerate, and When Delegate?
• UpdatedA sealed 240-call exhibit grounds the boundary between decision spaces an agent should enumerate exactly and those it should delegate to a typed judge.
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Does WebMCP Pay Off for Content Sites?
• UpdatedAcross 135 agent runs on a production blog, shrinking a four-tool WebMCP surface yielded little median-token benefit; relevance ordering mattered more.
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How Much Tool Documentation Do AI Agents Actually Need?
• UpdatedTrimming MCP tool-definition prose cut cold-call input tokens 12-14% with no statistically detectable accuracy loss across two model tiers.
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Agent-Ready Websites: The 5-Layer Implementation Stack
• UpdatedYour website serves two audiences now: humans reading HTML and agents calling tools. Measure agent readiness across five layers and learn what to ship first.
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How Does Context Engineering Drive Multi-Agent Reliability?
• UpdatedContext engineering turns AI context into infrastructure, preventing the accumulation, starvation, and leakage failures that undermine multi-agent reliability.
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Open-Weight LLMs Reach the Structured Output Quality Ceiling
• UpdatedOpen-weight models now match closed-source on structured output at 95x lower cost. Pre-registered blind eval, 30 samples, zero quality delta.