A critique of frontier LLM safety tuning showing how refusal heuristics prioritize liability over physical reality in high-stakes engineering scenarios.

OpenAI wrote a 2,000-word engineering blog about inventing billing—while losing $13.5 billion in six months, facing a 200,000-person boycott, and watching their own model gaslight itself in real time.

A case study in what happens when a fake Reddit marketing agency picks the wrong target. Exposing MIU Agency's bot-powered outreach, astroturfing services, and written threats.

A historical analysis of why the breakfast program was more dangerous than the bomb, tracing the mechanism of power and surplus from ancient Sumer to modern surveillance.

A systems-level analysis of cascading geopolitical crises, mapping how an Iran strike propagates through seven interconnected dominoes to reshape the global order.

How Schema.org structured data replaced an entire RAG pipeline with zero-cost graph traversal — eliminating vector databases, embedding models, and chunking heuristics while delivering higher accuracy for less than a penny per interaction.

A new hypothesis proposing that the medieval dancing plagues of the Rhine were caused by involuntary psilocybin exposure through contaminated river water, with testable predictions for sediment core analysis and mycological survey.

A rigorous analysis of cosmic recursion, the improbability of abiogenesis, the geometry of Von Neumann galactic colonization, and the Fermi Paradox — arguing that the silence of the galaxy is diagnostic evidence that we may carry sole responsibility for extending intelligence to the stars.

A structural analysis proving the Phaistos Disc is not an undeciphered script but a maritime trade directory — the oldest navigational-commercial reference document in human history, miscategorized for 116 years.

A Platform for the Post-Extraction Era — a comprehensive political manifesto proposing cryptographic governance architecture to replace five thousand years of extraction-based political systems.

AI models are getting smarter every quarter and simultaneously less useful. Sovereign Bench is the instrument that proves it.

A founder documents the exact moment a "podcast invite" turned into a coaching sales screen — with the coach confirming every accusation in real time, in public, in her own words. Full receipts, DARVO breakdown, FTC enforcement cases, and the founder's protection playbook.

Four AI coding agents were given the same task on the same codebase. Each one found a different way to not do the work. The mechanism is RLHF. The problem is getting worse with every release. And the labs cannot see it because their benchmarks do not measure it.

A systems analysis of how a sourced civic policy post about a $9.6M school bus contract generated 16,000 views and an investigative journalist's attention — then was deleted by a volunteer Reddit moderator who sided with the pile-on.

An investigative account of discovering how an AI research institute scraped the author's speculative propulsion framework, connected it to hallucinated claims about telepathic propulsion, assigned a 92% confidence score, and sold the result as enterprise research at €5,000 per session.

Why the same AI ambition is visionary from a lab and delusional from a user — and what happened when I tested the boundary in real time.