Jan 21, 2026 • 2 min readAdopting System Models IncrementallyPractical guide to adopting graph-based system models incrementally. Covers escape hatches, LLM workflows, and week-by-week adoption strategy.
Jan 20, 2026 • 2 min readThe Self-Validating GraphGraph-based system models validate themselves through structural checks, semantic analysis, and automatic test generation from invariants.
Jan 19, 2026 • 2 min readCode Is a Lossy FormatSource code is a lossy format that discards intent. LLMs expose this weakness. Graph-based models preserve meaning as first-class structure.
Oct 12, 2025 • 2 min readWhen AI Surprised Its Creators: The GPT-2 StoryHow GPT-2's simple language prediction training led to unexpected capabilities like translation and reasoning that surprised its creators.
Feb 21, 2024 • 3 min readHow to Build AI Employees That Run Parts of Your CompanyLearn how to build AI assistants that act like real employees using SOPs, LLMs, and automation frameworks like CrewAI and AutoGen for business automation.