November 2025. Anthropic published a paper. 21 researchers. A pretrained model. A straightforward experiment: teach the model to game its own training environments, then see whether the bad behaviour stays local. It didn’t. The paper, “Natural Emergent Misalignment from Reward Hacking in Production RL,” describes what happened when a model learned to exploit Anthropic’s own production coding environments and then […]
TL;DR Key Findings Text (LLM outputs) Images Video Documents / PDFs Web pages / HTML Cross-cutting: interoperability & standards Legislation & regulation Limitations, circumvention, criticism Details 1. Text watermarking — the state of play The dominant academic technique is the Kirchenbauer et al. (2023, University of Maryland) “green-list/red-list” scheme: at each generation step a hash of prior tokens pseudo-randomly partitions […]
The forged certificate problem is coming for AI content provenance too In February 2026, a judge at Southwark Crown Court sentenced Jose Alejandro Zamora Yrala to 4 years and 8 months in prison. Between January 2019 and July 2023, working alone from a home office in Surrey, he forged airworthiness certificates for more than 60,000 aircraft engine parts, most of […]
Every signed provenance claim, from a code-signing certificate to a C2PA manifest to a proposed “proof of human” credential, is only ever as trustworthy as the weakest check performed at the moment someone was allowed to start signing. This document formalises that observation into something you can audit a system against: six pillars, a five-level maturity model, the objections worth […]
In 2006, a mathematician named Clive Humby said five words that reshaped how the entire business world thinks about technology. “Data is the new oil.” The Economist put it on their cover in 2017. Since then, it’s been in every boardroom, every strategy deck, every keynote from every executive who wanted to sound like they understood the century they were […]
On 17 January 2001, California declared a state of emergency and started rolling blackouts across the state. Wholesale electricity prices had climbed from an average of $45 per megawatt hour to over $1,400 in under a year. The state’s grid had 45 gigawatts of installed capacity against 28 gigawatts of demand at the height of the blackouts: there was more […]
The 2026 Lovable security incident represents a defining moment for the “vibe coding” ecosystem. The timeline, root causes, and subsequent fallout highlight the critical tensions between rapid, AI-driven development and traditional security practices. timeline of the incident Technical Analysis of the Vulnerability The Broken Object-Level Authorization (BOLA) Flaw The core vulnerability was a classic Broken Object-Level Authorization (BOLA) flaw. In […]
Purpose: A meta-framework, a binary, all-or-nothing governance gate that must be satisfied before any AI or automated system is granted execution authority over a production environment, at any level of autonomy. Core principle: Autonomous authority is prohibited by default. A full WARRANT lifts that prohibition. A WARRANT must be earned, not assumed. Not a maturity model. No partial credit. All […]
On the evening of 27 January 1986, Roger Boisjoly spread his data across a table in a teleconference room at Morton Thiokol and made his case. The O-rings that sealed the joints of Challenger’s solid rocket boosters had never been tested below 53°F. The forecast for the next morning: 29°F. The correlation between cold and O-ring damage was unmistakable in […]
A Practitioner’s Reference for Warning Lifecycle Management in Platform Engineering Version: 1.0Author: Bola OgunlanaClassification: Original framework, Cockpit to Cloud seriesOrigin: Derived from post-mortem analysis of the 1995 Sampoong Department Store collapse, mapped to persistent warning failure modes in cloud and platform engineering operations What SIGNAL Is SIGNAL is a 6-principle operational framework for managing persistent warnings in platform engineering, DevSecOps, […]