Claude improved eight quantum circuit tasks. A cost-to-verification ledger shows what TQ gains prove, where costs move, and reproduction gaps.
Meta Forum shows that AI-native engineering depends on specifications, observable context, verifiers, and human production gates.
AI-assisted runtime rewrites mix language, architecture, and verification gains. Use staged baselines before claiming a speedup.
Claude-shaped science works when research problems, executable checks, and expert judgment fit the model's real capabilities.
Geolocate an island image without EXIF by turning visual clues into constraints, preserving candidates, and independently checking the result.
HANDBOOK.md shows why policy in context is not control. Build AI agent compliance with retrieval, preflight decisions, commit gates, and verification.
How Singular Bank reports saving bankers 60–90 minutes daily with ChatGPT and Codex, and why verifiable workflows matter in finance.
"A five-experiment preprint shows how wrong AI advice can reduce accuracy and inflate confidence. The practical answer is a three-stage verification l
"Learn when an AI agent needs a domain-specific language, when JSON Schema is enough, and how to build a minimal DSL with deterministic validation."