SentryQ — How I Built a Local-AI Powered Security Scanner
TL;DR: SentryQ is an open-source security platform written in Go that fuses 12,400+ static rules across 67+ languages, Tree-Sitter AST… Continue reading on Medium »
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Compositional Neuro-Symbolic Reasoning
arXiv:2604.02434v1 Announce Type: new Abstract: We study structured abstraction-based reasoning for the Abstraction and Reasoning Corpus (ARC) and compare its generalization to test-time approaches. Purely neural architectures lack reliable combinatorial generalization, while strictly symbolic systems struggle with perceptual grounding. We therefore propose a neuro-symbolic architecture that extracts object-level structure from grids, uses neural priors to propose candidate transformations from a fixed domain-specific language (DSL) of atomic patterns, and filters hypotheses using cross-example consistency. Instantiated as a compositional reasoning framework based on unit patterns inspired by human visual abstraction, the system augments large language models (LLMs) with object representat
Building AI Visibility Infrastructure: The Technical Architecture Behind Jonomor
Traditional SEO is failing in the age of AI answer engines. While SEO professionals optimize for search rankings, AI systems like ChatGPT, Perplexity, and Gemini retrieve information through entity relationships and knowledge graphs. The gap is structural, not tactical. I built Jonomor to solve this problem at the infrastructure level. The Technical Problem AI answer engines don't crawl pages looking for keywords. They query knowledge graphs for entities with established relationships and verified attributes. When someone asks Claude about property management software, it doesn't scan blog posts—it looks for entities that declare themselves as property management platforms with supporting schema and reference surfaces. The existing optimization frameworks focus on content volume and backli
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Dying Chinese man, 61, leaves US$43 million fortune to young wife, enrages ex-wife’s family
A terminally ill Chinese man left 300 million yuan (US$43 million) to his wife who is 28 years younger than him, causing a dispute with his ex-wife’s family. The 61-year-old from the southern Chinese island of Hainan, surnamed Hou, reportedly left all his fortune to his young wife, Liyuan, who is 33. Liyuan said she had been with him since she was 21. They married 10 years ago and have a five-year-old son. In November, the couple announced on their social media account, which has 44,000...
A Comprehensive Framework for Long-Term Resiliency Investment Planning under Extreme Weather Uncertainty for Electric Utilities
arXiv:2604.02504v1 Announce Type: new Abstract: Electric utilities must make massive capital investments in the coming years to respond to explosive growth in demand, aging assets and rising threats from extreme weather. Utilities today already have rigorous frameworks for capital planning, and there are opportunities to extend this capability to solve multi-objective optimization problems in the face of uncertainty. This work presents a four-part framework that 1) incorporates extreme weather as a source of uncertainty, 2) leverages a digital twin of the grid, 3) uses Monte Carlo simulation to capture variability and 4) applies a multi-objective optimization method for finding the optimal investment portfolio. We use this framework to investigate whether grid-aware optimization methods ou
scan-for-secrets 0.3
Release: scan-for-secrets 0.3 New -r/--redact option which shows the list of matches, asks for confirmation and then replaces every match with REDACTED , taking escaping rules into account. New Python function redact_file(file_path: str | Path, secrets: list[str], replacement: str = "REDACTED") -> int . Tags: projects
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