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ResearchMay 26, 2026 · 2 min read

Project Glasswing: Anthropic's First Numbers

In one month a restricted Claude model scanned over 1,000 open-source projects and isolated more than 10,000 high or critical severity bugs.

002 min read
Project Glasswing: Anthropic's First Numbers
FindingsApr 01, 2025 · 3 min read

Registered as an Associate Engineer with the Engineering Council of Sri Lanka

Receiving official registration under the ECSL Act No. 4 of 2017. What statutory engineering recognition means for software and systems practitioners.

003 min read
Registered as an Associate Engineer with the Engineering Council of Sri Lanka
SystemsFeb 25, 2025 · 4 min read

MCP and A2A Are Layers, Not Rivals

The consolidation under open standards settled the protocol question. MCP solves tool access; A2A solves agent collaboration. Here is how they stack in production.

004 min read
MCP and A2A Are Layers, Not Rivals
EngineeringFeb 24, 2025 · 5 min read

Docker's Dynamic MCP and the Context Window Problem

Fifty tool definitions crammed into the context window costs tokens, degrades reasoning, and risks hallucinations. Docker's containerized MCP Gateway and dynamic discovery flip the model.

205 min read
Docker's Dynamic MCP and the Context Window Problem
SystemsFeb 22, 2025 · 3 min read

Why I'm Excited About MCP

A standard way to hand a model your files, your tools, and your prompts, without custom glue code holding it all together.

003 min read
Why I'm Excited About MCP
EngineeringFeb 18, 2025 · 3 min read

Apple's AI Coding Assistant in Xcode: Local-First Engineering on Apple Silicon

How Apple built predictive code completion directly into Xcode 16 using the Apple Neural Engine. Zero cloud roundtrips, offline privacy, and Swift specialization.

103 min read
Apple's AI Coding Assistant in Xcode: Local-First Engineering on Apple Silicon