ColPali vs BM25: Two Retrieval Philosophies That Fail in Different Ways
BM25 is engineered for lexical certainty. ColPali is engineered for visual-semantic understanding. Your choice changes not just relevance — but the entire risk surface.
Technical writing across system security, cybersecurity research, and implementation-oriented lessons from projects.
BM25 is engineered for lexical certainty. ColPali is engineered for visual-semantic understanding. Your choice changes not just relevance — but the entire risk surface.
From prototype convenience to security-critical infrastructure
Cybersecurity breaches are a problem for most industries, but in healthcare, they hit far harder than most people realize. In most sectors, a breach means stolen files or lost credentials. In healthcare, breaches can dis…
Recently, I became interested in Norges Bank Investment Management and started looking into cybersecurity roles there. While learning more about NBIM and how it operates, I kept asking myself one simple question:
Most security teams assume reconnaissance begins when an attacker actively scans their systems.