Tool and API Design
Crawl-and-Index API Integration With Pinecone and LlamaIndex
Separate fetch, orchestration, and storage layers for better RAG retrieval from live web data.
Lena Osei-Mensah · October 7, 2026 · 8 min read
Agentic Systems Quarterly — Page 2
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Agentic Systems Quarterly
A technical guide to architecting and shipping AI agents that act on live web data — covering tool design, failure modes, and production dec
Tool and API Design
What a Web Scraping API Must Guarantee Before You Wire It Into an Agent
Tool and API Design
Capability Taxonomy for Real-Time Web Data APIs Across Agent Workflow Stages
Agent Reliability
Eval Harnesses for Web-Grounded Agent Outputs
Live Web Reasoning
Citation and Source Provenance in Web-Grounded Agent Responses
Tool and API Design
Anti-Bot Evasion as an Agent Capability Layer Not an Infrastructure Problem
Live Web Reasoning
Robots.txt and Crawl Policy Compliance in Agentic Systems
Tool and API Design
LangChain and LlamaIndex Web Crawler Tool Integration
01
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Tool and API Design
Structured Data Extraction via JSON Schema in Agent Tools
JSON schemas enforce extraction contracts that survive site redesigns.
Tobias Wrenfeld · October 5, 2026 · 10 min read
Tool and API Design
MCP Server Design for Web Data Tools
MCP servers need strong schema design and infrastructure to keep agents from hallucinating data.
Tobias Wrenfeld · October 4, 2026 · 10 min read
02
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Live Web Reasoning
Handling Paywalls and Login Walls in Agentic Web Retrieval
Paywalls block retrieval pipelines before models ever see the content.
Priya Nandakumar · September 30, 2026 · 12 min read