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Folarin Akinloye
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LangChain
10 articles
01
Building with DeepAgents · Part 5
Human-in-the-Loop in DeepAgents: Approve Before It Acts
Why some tool calls need a person, and how to gate them with interruptOn, decisions, and a checkpointer
June 23, 2026
11 min
June 23, 2026
11 min
02
Building with DeepAgents · Part 4
Why Skills Matter When You Build an Agent
Progressive disclosure, the three load levels, and how to write a SKILL.md the agent actually activates
June 23, 2026
10 min
June 23, 2026
10 min
03
Building with DeepAgents · Part 3
Memory in DeepAgents: How Agents Learn Across Conversations
Filesystem-backed memory, user versus agent scope, and background consolidation, with the TypeScript to wire each one
June 23, 2026
9 min
June 23, 2026
9 min
04
Building with DeepAgents · Part 2
Subagents in DeepAgents: Delegation That Keeps Context Clean
How the task tool works, when to delegate, and the config that decides whether subagents help or hurt
June 23, 2026
10 min
June 23, 2026
10 min
05
Building with DeepAgents · Part 1
Context Engineering in DeepAgents, From the Inside
What goes into a deep agent's context, what the framework manages for you, and the knobs you actually control
June 23, 2026
12 min
June 23, 2026
12 min
06
Agentic AI
LangGraph State, Checkpointing, and Persistence Explained
How a graph remembers: state channels, checkpointers, threads, and the time travel you get for free
June 22, 2026
7 min
June 22, 2026
7 min
07
Agentic AI in Practice · Part 6
Deep Agents by LangChain: A Deep Dive, with a Customer Support Agent
Why Deep Agents exists, what it gives you out of the box, and a full support agent you could actually ship
June 19, 2026
16 min
June 19, 2026
16 min
08
Agentic AI in Practice · Part 5
Evaluating Agents with LangSmith: A Complete Guide
Why "it worked when I tried it" is not evaluation, and how to measure agents properly with tracing, datasets, evaluators, and experiments
June 19, 2026
11 min
June 19, 2026
11 min
09
Agentic AI in Practice · Part 3
Giving Agents Tools: Function Calling and MCP, Explained
How agents actually do things, how to design tools they use well, and where MCP fits
June 19, 2026
8 min
June 19, 2026
8 min
10
Agentic AI in Practice · Part 1
What Are AI Agents, and What Is a Multi-Agent System?
A plain-English tour of agents, why people wire several together, and how to build one in Python
June 19, 2026
10 min
June 19, 2026
10 min