diff --git a/Cargo.lock b/Cargo.lock
index 789714d..7b44ca4 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -519,7 +519,7 @@ dependencies = [
 
 [[package]]
 name = "chapaty-template"
-version = "1.1.4+5"
+version = "1.1.4+6"
 dependencies = [
  "anyhow",
  "chapaty",
diff --git a/Cargo.toml b/Cargo.toml
index 89fe7bc..2f5b30f 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -1,6 +1,6 @@
 [package]
 name = "chapaty-template"
-version = "1.1.4+5"
+version = "1.1.4+6"
 edition = "2024"
 rust-version = "1.95.0"
 publish = false
diff --git a/README.md b/README.md
index fa82695..babfcad 100644
--- a/README.md
+++ b/README.md
@@ -9,7 +9,11 @@
 
 This repository is the fastest way to start building quantitative trading agents in Rust. Designed with a familiar [**Gym-style API**][gymnasium] (`reset`, `step`, `act`), the [`chapaty`][chapaty-crate] crate evaluates parallel backtests efficiently. This template wires the core engine up with an LLM-friendly workflow and an automated QuantStats HTML tearsheet.
 
-**You don't need to be a Rust expert.** Describe your strategy in plain English, and instruct your LLM of choice to generate the Rust code using the provided `AI.md` instructions (see: [Vibe-Coding Workflow](#vibe-coding-workflow)).
+**You don't need to be a Rust expert.** Describe your strategy in plain English, and instruct your LLM of choice to generate the Rust code using the provided `AI.md` instructions (see: [Vibe-Coding Workflow](#vibe-coding-workflow)). For a technical deep dive into the design decisions behind the engine: timeframe synchronization, fill modeling, and parallel grid search you can read the companion blog post: [**A Gym-style API for algorithmic trading research, in Rust**][blog-deep-dive].
+
+![End-to-end Chapaty workflow: running `make run` executes the demo strategy and produces a QuantStats tearsheet.][workflow-gif]
+
+> _End-to-end workflow: `make run` executes the shipped demo agent and generates a QuantStats tearsheet._
 
 ## Quick Start (60 seconds)
 
@@ -203,3 +207,5 @@ By using Chapaty, you acknowledge that **you are solely responsible for any trad
 [chapaty-repo-issues]: https://github.com/LenWilliamson/chapaty/issues
 [template-repo-issues]: https://github.com/LenWilliamson/chapaty-template/issues
 [gymnasium]: https://github.com/Farama-Foundation/Gymnasium
+[blog-deep-dive]: https://dev.to/len_chapaty/an-open-source-gym-style-backtesting-framework-for-algorithmic-trading-in-rust-53fg
+[workflow-gif]: https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F09ihqa1cehty46nxipg1.gif