diff --git a/components/blog/project-blog-articles.tsx b/components/blog/project-blog-articles.tsx
index cf8a6a1..90e1065 100644
--- a/components/blog/project-blog-articles.tsx
+++ b/components/blog/project-blog-articles.tsx
@@ -65,7 +65,7 @@ export const ProjectBlogArticles = ({
     >
       <div className="flex flex-col gap-10">
         <h3 className="text-[22px] font-bold text-secondary">
-          Related articles sss
+          Related articles
         </h3>
         <div className="grid grid-cols-1 gap-4 lg:gap-8">
           {articles.length === 0 && (
diff --git a/content/projects/client-side-proving.md b/content/projects/client-side-proving.md
index e457d0c..0fa2d5c 100644
--- a/content/projects/client-side-proving.md
+++ b/content/projects/client-side-proving.md
@@ -5,7 +5,7 @@ image: ""
 section: "pse"
 projectStatus: "active"
 category: "research"
-tldr: "Developing efficient zero-knowledge proving systems for mobile devices, enabling private digital ID and secure communication with minimal resources."
+tldr: "Mapping out the ZK-SNARKs ecosystem, evaluating ZKP solutions using standardized and reproducible benchmarks, and advancing the most promising ZKP stacks with developer-friendly tooling to lower adoption barriers, enabling efficient client-side ZKP applications."
 license: "MIT"
 tags:
   keywords: ["Zero Knowledge", "Mobile", "Privacy", "Digital Identity"]
@@ -16,37 +16,37 @@ team:
     email: "alex.kuzmin@pse.dev"
   - name: "Guorong Du"
     email: "dgr009@pse.dev"
+  - name: "Brechy"
+    email: "brechy@pse.dev"
 ---
 
 ### Project Overview
 
-The Client-Side Proving project aims to develop practical and efficient zero-knowledge (ZK) proving systems tailored specifically for mobile devices. By exploring various proving systems - including Binius, Spartan, Plonky2, Scribe, and WHIR - we provide benchmarks, insights, and optimized implementations that enable performant client-side applications.
+The Client-Side Proving project aims to develop practical and efficient implementations and tooling for zero-knowledge (ZK) proving systems tailored specifically for mobile devices. By exploring various proving systems we provide benchmarks, insights, and optimized implementations that enable performant client-side applications.
 
 ### Objective
 
-Our primary objective is to identify and optimize ZK proof systems that require minimal resources, have no trusted setup, and maintain post-quantum security. These efforts are particularly focused on supporting applications in digital identity, secure communications, and privacy-preserving credential management.
+We publish the CSP Quarterly Report, which benchmarks zkVMs and ZKP stacks for mobile feasibility. In parallel, we research promising ZKP stacks, prioritizing transparent (no-setup), post-quantum–sound ZKP systems with direct on-chain verification. All evaluations respect realistic mobile RAM budgets - under 4 GB on Android and 6 GB on iPhone.
 
 ### Project Status
 
 - **Stage:** MVP Development
 - **Status:** Active
 - **Team Lead:** Alex Kuzmin
-- **Team Members:** Guorong Du
+- **Team Members:** Guorong Du, Brechy
 
 ### Technical Approach
 
-The project rigorously benchmarks mobile-friendly ZK proving systems based on critical criteria including computational complexity, RAM efficiency and proof size. Key innovations and strategies include:
-
-- **Benchmarking Binius, Spartan, Plonky2, and Scribe** for mobile usability.
-- **Optimizing RAM usage** through streaming techniques.
-- **Evaluation and integration of lookups** to enhance proving efficiency in computationally intensive ZK circuits.
+- We are developing a standardized cloud-first benchmarking pipeline that uses fixed hardware profiles, supports straightforward circuit and stack extensions, and runs qualifying targets on real mobile devices.
+- We aim to publish the benchmarking results in a comparison-friendly format that offers filtering and sorting.
+- For ZKP stack R&D, we are currently exploring multilinear sumcheck-based ZKP schemes (Spartan, Hyperplonk, SuperSpartan) in combination with the latest transparent and post-quantum polynomial commitment scheme (WHIR).
 
 ### Milestones
 
-- **April 2025:** Established baseline benchmarks for common mobile hardware.
-- **May 2025 (planned):** Comprehensive benchmarking results published for selected ZK proving systems.
-- **June 2025 (planned):** Optimization of Spartan using WHIR PCS and/or Scribe's read-write streaming techniques.
-- **Q3 2025 (planned):** Collaboration with an Identity initiative, integrating optimized proving systems.
+- **April 2025**: Established baseline benchmarks for common mobile hardware.
+- **June 2025**: Published the first benchmark results, [Efficient Client-Side Proving for zkID](https://pse.dev/blog/efficient-client-side-proving-for-zkid).
+- **Q3 2025 (planned)**: Researching the most efficient sumcheck-based ZKP system with WHIR PCS, adding Noir frontend and on-chain verifier
+- **Q4 2025 (planned)**: Publishing the first edition of the **CSP Quarterly Report** containing the benchmarks of demanding ZKP circuits (SHA-256, ECDSA) in latest ZKP systems and zkVMs that claim to be client-side oriented.
 
 ### Applications
 
@@ -58,7 +58,7 @@ Client-Side Proving enables numerous privacy-focused mobile applications, includ
 ### How to get in touch
 
 - Join the [PSE Discord](https://discord.com/invite/sF5CT5rzrR)
-- Reach out via email Alex: alex.kuzmin@pse.dev or Guorong Du: dgr009@pse.dev
+- Reach out via email Alex: alex.kuzmin@pse.dev, Guorong Du: dgr009@pse.dev, Brechy: brechy@pse.dev
 
 ### Publications