Posts by immanuel-gabriel

@immanuel-gabriel

Immanuel Muyetuli Gabriel

Physics student and indie developer building FreshContext and Catatonica
Namibia freshcontext-site.pages.dev Joined May 2026
400 Points19 Badges11 Connections12 Followers27 Following

Comments by immanuel-gabriel

Jun 20 Articles 1 min read
Supply-chain attacks via npm are up year-over-year — packages like event-stream, the Lazarus group drops, and AI-hallucinated typosquats keep landing in real codebases. I got tired of finding out after the fact, so I built NPM Safety Guard. What i...
Jun 8 Launches 1 min read
Context judgment infrastructure for AI systems...
May 16 Articles 1 min read
I’ve been building something called FreshContext. The core idea is simple: AI systems often treat fresh and stale retrieved information as equally useful. FreshContext is an attempt to fix that. Instead of only retrieving information, the system ...
May 14 Articles 2 min read
In the mid-19th century, factory inspectors would often strike a small letter into the steel of a revolver barrel. That mark was more than a letter; it was a physical guarantee that the cylinder had survived a proof load. It was the "Ground Truth" of...
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May 14 Articles 2 min read
In the early 2020s, "DevOps" was about bridge-building between teams. By 2024, it was about automation. But as we move through May 2026, the conversation has shifted toward Autonomous Operations. For the community here at Coder Legion, the goal is no...
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