> For the complete documentation index, see [llms.txt](https://docs.replicats.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.replicats.ai/introduction/roadmap/sprint-2.md).

# Sprint #2

**Timeframe**: Feb 2025 - March 2025

Please check the [End of Sprint #2 blog post](https://paragraph.com/@replicatsai/end-of-sprint-02) for a more in-depth reading.

***

## 1 - **Completed**

#### 1.2 - External Dashboard

* Operational dashboard for internal and external use.
* Onboarding of the first Early testers

<figure><img src="https://235478734-files.gitbook.io/~/files/v0/b/gitbook-x-prod.appspot.com/o/spaces%2FM68nyZXNqbdb4AcPAEYf%2Fuploads%2FNkYjIFXjpXaaJyYm1aG2%2Fimage%20(2)%20(1).png?alt=media&amp;token=ba8b37f0-3b80-4ba8-86db-4ffe7c6a5aa9" alt=""><figcaption></figcaption></figure>

#### **1.2 - Dashboards & Monitoring**

* Develop External Dashboard (Replicat One) for early adopters.
* Build a Data Pipeline Dashboard to monitor ingestion and ETL.
* Implement a Monitoring System:
  * Alerts for CPU/memory thresholds.
  * Checks for the latest data ingested.
* Expand Dashboard APIs (in coordination with the tech team).

#### **1.3 - Agent Improvements**

* Improve Agent performance and reliability.
* Refactor Agent execution logic by user (simplify if necessary).
* Create staging environments for:
  * Agent
  * Replicats API
  * Data pipeline

***

#### **1.4 - LLM Integration & Configurable Agents**

* Enable dynamic Agent configuration through LLM (RAG-based).
* Allow users to schedule future configuration changes via LLM.
* Add relevant RAG modules to support parameter customization and scheduling.

***

#### **1.5 - Data & Signal Development**

* Start CoinGecko data ingestion.
* Build an ETL pipeline to fill in missing or incorrect data.
* Conduct Hurst exponent analysis (market regime shift detection).
* Integrate Acolyte mindshare data for trading signals.
* Define the liquid index using Dune data.
* Use the CME volatility surface (PDF-based) for long signals.
* Add Granger causality to feature selection and calibration pipeline.

***

#### **1.6 - Documentation & Internal Enablement**

* Document models, architecture, and processes.
* Continue internal knowledge transfer:
  * Code reviews
  * Foundations of Agent models and implementation

***

#### **1.7 - Additional Features & Considerations**

* Implement a staking/gating mechanism for access control.
* Add support for time-limited and freemium access models.

***

## 2 - Spills for [Sprint #3 \[Current\]](/introduction/roadmap/sprint-3-current.md)

* Improving API’s performance
* Data layer restructure for the application
* System upgrade for Multiple Agent Deployment