A Google Ads specialist shares a 10-stage AI workflow using Claude Opus 5.5 to automate Google Ads campaign management, covering strategy development, customer language mining, competitor analysis, keyword research, and campaign architecture. The model is praised for outperforming competitors on benchmarks while costing half as much.
C3 0.8.4 introduces keyword renaming (faultdef to excuse, attrdef to attrmacro, constdef to constset) ahead of the 0.9.0 syntax freeze, along with expanded parameter reflection, contracts with pinpointed failures, stack hardening controls, and iOS support. The release maintains backward compatibility while establishing final language keywords before the planned syntactic freeze.
A Python developer discusses three proposed PEPs (842, 843, 844) introducing mechanisms to explicitly mark public versus private names in Python modules, addressing frustrations with ambiguous API visibility and __all__ maintenance. PEP 842 (withdrawn) and 843 suggest an 'export' keyword, while PEP 844 proposes decorators from the atpublic library.