A College Project That Planted a Seed Years ago I was on a university team trying to build a Go AI. We explored monte carlo simulation for lookahead search, basic neural networks for pattern recognition, and expert systems for encoding domain knowledge. None of them worked well enough on their own. Go's branching factor is enormous, so brute-force search fails quickly. Neural networks without th
Hey Dev Community, Like many of you, I hit a wall with GA4. It’s powerful, sure—but it’s also cluttered, slow, and often feels like it was designed for a data scientist rather than a developer or a brand owner who just needs to see what’s working. I wanted something different. I wanted a platform that felt like a developer tool: minimalist, tech-oriented, and focused on actual insight rather than
Key Takeaways Multichain user journeys span social discovery, multiple chains, and offchain touchpoints so analytics tools must unify all data sources into a single user profile to avoid making decisions on structurally incomplete information. Web3 conversion cycles are far shorter than Web2 with users moving from first touch to transaction within a single session, making real-time attributi
If you’ve been building with AI recently, you’ve probably seen these terms everywhere: AI Gateway. And depending on where you read, they either sound like the same thing… or completely different systems. Some vendors use them interchangeably. Others define only one and ignore the rest. And if you try to piece it together yourself, you end up with a vague understanding that doesn’t really help when
Key Takeaways Web3 community tools span five distinct categories covering messaging, data collection, social platforms, quest and reward gamification, and token-gated access management, each serving a different engagement goal. Spreading moderation across too many platforms weakens community presence so teams should build depth on one or two core platforms that match their audience before ex
Key Takeaways Google Analytics cannot track wallet connections, smart contract calls, or token transfers making it structurally blind to the core conversion events that determine whether a dApp is actually growing. Wallet addresses persist across devices and browser resets unlike cookies so Web3 analytics tools preserve attribution for referral campaigns and acquisition channels even when us