The riot' Cache
🧪

The riot' Cache

Track the state. Map the signal. Build the Proof.
I turn my research into my technical assets.
Twitter | GitHub | Farcaster

Approach

Evaluating several new projects every week made me realise 90% are instant rejections. Noise that fails basic tests and simply adds zero value to my contributions.
My current positions are the projects that have completely passed my filters. Some of my newer focus include:
Altius:
Active team pushing break down of complex and technical terms with real code examples.. the GitHub shows steady commits on the resolver repo (nov 16, it was updated with dependency graph optimization).
Whitepaper + blog updates with memory first sharding benchmarks showing up to 4.2× speedup on real workloads.
My current plan is to share my insights regarding the resolver benchmark and a comparative analysis between existing layers
Firewall:
Onchain data shows <2.8k participation in the sparks campaign.
The testnet sequencer is a rollup infrastructure that filters exploits using dynamic analysis and zkml models without revealing weights.
The sequencer runs full tx simulation + intent analysis before inclusion to catching exploits
Next few weeks I’m aiming to acquire more sparks, publish the onchain patterns to gain role multiplier edges
I update this list every few weeks depending on progress, time commitment or deeper validation checks.
 

Featured

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Dashboard & Monitoring System for pNodes
  • Project: Xandeum
  • Skill: Full Stack Engineering (Next.js) + Network Analytics
  • Date: December 16, 2025
  • Impact: Provides real time Trustless visibility for all operators by bypassing centralized indexers. Talks directly to the pNodes via pRPC with a failover race condition. Tracks storage committed, stability, and reputation.
  • The Problem: The network lacked a way to monitor pNode health and storage consensus without relying on centralized indexers.
  • The Build: I built a serverless dashboard that connects directly to pNodes via pRPC. Engineered a custom failover architecture to ensure data availability even if nodes go offline (hero node system). It is the pure visualization of peer to peer connection.
 
Production Ready Trap for ethereum mainnet
  • Project: Drosera Network
  • Skill: Deployment
  • Date: December 6, 2025
  • Impact: A smart pulse gas monitor trap that is designed to detect and report optimal network efficiency. It synchronizes gas price with block interval meaning it only triggers an onchain response when gas fee drops during the designated sampling window
 
Updated Guide with Mainnet Support
  • Project: Drosera Network
  • Skill: Technical
  • Date: November 23, 2025
  • Impact: Pushed a critical update to my drosera technical guide to support traps deployment on mainnet, copilot meta prompt, wider coverage of modern infrastructure, etc.
 
Drosera Guide for PoC and Unique Trap
  • Project: Drosera
  • Skill: Technical Guide
  • Date: October 5, 2025
  • Impact: A public guide to help users create, deploy and publish their trap idea from scratch on the hoodie testnet
 
My First Custom Trap on Drosera Network
  • Project: Drosera
  • Skill: Deployment + Node Running
  • Date: September 8, 2025
  • Impact: A trap that monitors real time block production on the hoodie testnet, infrastructure ready to migrate to mainnet
 
 
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