AIchain Agent: Plan, Act, Reflect

📰 Dev.to · YAIT

Learn how to implement the AIchain Agent using a plan-act-reflect architecture for autonomous workflows

intermediate Published 20 Jun 2026

Action Steps

Define the steps for the AIchain Agent to execute using a plan-act-reflect architecture
Implement the plan phase by specifying the actions and decisions for the agent
Execute the act phase by running the planned actions and collecting feedback
Reflect on the outcomes and adjust the plan for future iterations
Use the AIchain library to connect steps into a pipeline and parallelize calls

Who Needs to Know This

This article is relevant for AI/ML engineers, data scientists, and software developers who want to build autonomous workflows using AIchain Agent. It provides a comprehensive overview of the plan-act-reflect architecture and its implementation.

Key Insight

💡 The AIchain Agent uses a plan-act-reflect architecture to enable autonomous workflows, allowing for flexible and adaptive decision-making

Key Takeaways

Learn how to implement the AIchain Agent using a plan-act-reflect architecture for autonomous workflows

Full Article

Title: AIchain Agent: Plan, Act, Reflect

URL Source: https://dev.to/yait/aichain-agent-plan-act-reflect-2n71

Published Time: 2026-06-20T10:02:00Z

Markdown Content:
# AIchain Agent: Plan, Act, Reflect - DEV Community
[Skip to content](https://dev.to/yait/aichain-agent-plan-act-reflect-2n71#main-content)

[![Image 1: DEV Community](https://media2.dev.to/dynamic/image/quality=100/https://dev-to-uploads.s3.amazonaws.com/uploads/logos/resized_logo_UQww2soKuUsjaOGNB38o.png)](https://dev.to/)

[Powered by Algolia](https://www.algolia.com/developers/?utm_source=devto&utm_medium=referral)

[Log in](https://dev.to/enter?signup_subforem=1)[Create account](https://dev.to/enter?signup_subforem=1&state=new-user)

## DEV Community

![Image 2](https://assets.dev.to/assets/heart-plus-active-9ea3b22f2bc311281db911d416166c5f430636e76b15cd5df6b3b841d830eefa.svg)0 Add reaction

![Image 3](https://assets.dev.to/assets/sparkle-heart-5f9bee3767e18deb1bb725290cb151c25234768a0e9a2bd39370c382d02920cf.svg)0 Like ![Image 4](https://assets.dev.to/assets/multi-unicorn-b44d6f8c23cdd00964192bedc38af3e82463978aa611b4365bd33a0f1f4f3e97.svg)0 Unicorn ![Image 5](https://assets.dev.to/assets/exploding-head-daceb38d627e6ae9b730f36a1e390fca556a4289d5a41abb2c35068ad3e2c4b5.svg)0 Exploding Head ![Image 6](https://assets.dev.to/assets/raised-hands-74b2099fd66a39f2d7eed9305ee0f4553df0eb7b4f11b01b6b1b499973048fe5.svg)0 Raised Hands ![Image 7](https://assets.dev.to/assets/fire-f60e7a582391810302117f987b22a8ef04a2fe0df7e3258a5f49332df1cec71e.svg)0 Fire

0 Jump to Comments 0 Save Boost

Copy link

Copied to Clipboard

[Share to X](https://twitter.com/intent/tweet?text=%22AIchain%20Agent%3A%20Plan%2C%20Act%2C%20Reflect%22%20by%20YAIT%20%23DEVCommunity%20https%3A%2F%2Fdev.to%2Fyait%2Faichain-agent-plan-act-reflect-2n71)[Share to LinkedIn](https://www.linkedin.com/shareArticle?mini=true&url=https%3A%2F%2Fdev.to%2Fyait%2Faichain-agent-plan-act-reflect-2n71&title=AIchain%20Agent%3A%20Plan%2C%20Act%2C%20Reflect&summary=A%20Chain%20knows%20every%20step%20before%20it%20runs.%20You%20define%20step%20one%2C%20step%20two%2C%20step%20three%20%E2%80%94%20and%20it%20executes...&source=DEV%20Community)[Share to Facebook](https://www.facebook.com/sharer.php?u=https%3A%2F%2Fdev.to%2Fyait%2Faichain-agent-plan-act-reflect-2n71)[Share to Mastodon](https://s2f.kytta.dev/?text=https%3A%2F%2Fdev.to%2Fyait%2Faichain-agent-plan-act-reflect-2n71)

[Share Post via...](https://dev.to/yait/aichain-agent-plan-act-reflect-2n71#)[Report Abuse](https://dev.to/report-abuse)

[![Image 8: Cover image for AIchain Agent: Plan, Act, Reflect](https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F82v0hj7eszsqg65p9wws.jpg)](https://media2.dev.to/dynamic/image/width=1000,height=420,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F82v0hj7eszsqg65p9wws.jpg)

[![Image 9: YAIT](https://media2.dev.to/dynamic/image/width=50,height=50,fit=cover,gravity=auto,format=auto/https%3A%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3923115%2F66062eec-48ab-416c-90e6-24ed0def54f7.png)](https://dev.to/yait)

[YAIT](https://dev.to/yait)
Posted on Jun 20

# AIchain Agent: Plan, Act, Reflect

[#agents](https://dev.to/t/agents)[#ai](https://dev.to/t/ai)[#architecture](https://dev.to/t/architecture)[#llm](https://dev.to/t/llm)

## [aichain (5 Part Series)](https://dev.to/yait/series/40300)

[1 AIChain!? Why Another LLM Library?](https://dev.to/yait/aichain-why-another-llm-library-5gbn "Published May 31")[2 AIchain: Connecting Steps into a Pipeline](https://dev.to/yait/aichain-connecting-steps-into-a-pipeline-2nh8 "Published Jun 11")[3 AIchain Pool: Parallel Calls Instead of Sequential](https://dev.to/yait/aichain-pool-parallel-calls-instead-of-sequential-5go6 "Published Jun 14")[4 AIchain Tools: Search, Conversion, Embeddings](https://de

Read full article → ← Back to Reads

AIchain Agent: Plan, Act, Reflect

Key Takeaways

Full Article

Related Videos