Module Deep Dives
Follow the mechanisms that take an agent from an input through research, tool execution, stored results, memory and final publication. Translations are published separately and retain the original article identity.
CURATED READING PATHS3 categories · 43 articles
MODULE DEEP DIVES
01 / Module Deep Dives
Concrete mechanisms from input through execution to delivery.
01 / 04
Research, Reading and Computing
How Entry, Web, PDF, subagents and isolated computation cooperate.
- Entry: Why the Entry Point Became Simpler (Chinese original)
- Web Research: From Search to Deep Reading (Chinese original)
- PDF: From Text to Evidence
- Subagents: Isolation and Specialized Collaboration (Chinese original)
- Adaptive Research and Python (Chinese original)
- Python: From Tool to Computational Workbench (Chinese original)
- Connecting Portfolio Data Through a Read-Only MCP (Chinese original)
- Controlled Refresh for Stale Data
02 / 04
Context, Results and Knowledge
What the model sees and which evidence it may read.
03 / 04
Runtime, Extensions and Observability
How capabilities are discovered, authorized, executed and observed.
- Extension Host: From Feature Phone to Smartphone (Chinese original)
- MCP Host: From Discovery to Usable Tools (Chinese original)
- Tool Surface: Why the Model Cannot See an Available Tool
- Multi-Ecosystem Hooks: Claude, Pi and Codex (Chinese original)
- Observing the Tool-to-Model Input Lifecycle
- Run Budget and Constraint Governance (Chinese original)
- Scheduled Research Beyond a Conversation
- Langfuse: From Traces to Trustworthy Observability (Chinese original)
04 / 04
Answer Delivery and Recovery
An answer candidate, durable effects and delivery are separate facts.