toward specialized chips (GPUs, TPUs, AI accelerators…), liquid cooling, and frontier data center design. In 2019, AI was a research feature; by 2023, it was a capital expenditure line item. Microsoft natives – from Atomicwork, to Epic, Fujitsu, and Gainsight, to H&R Block and LG Electronics – to design, customize, and manage their AI apps and agents. We processed over 100 trillion tokens this quarter Development’ (2024); Anthropic; Katalon; AccelQ; Monday; Quill; Mintlify; Snyk; Ansible; UX Pilot; Ark Design AI AI Developer Use Cases – 2024, per IBM Code Generation Bug Detection & Fixing Testing

Redefining Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 167 13.6 Design Patterns with Parametric Methods . . . . . . . . . . . . . . . . . . . . . . . 168 13.7 Parametrically-constrained generic functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 175 13.11 Method design and the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 175 13.12 Defining methods 4 Implementation notes and performance . . . . . . . . . . . . . . . . . . . . . . . . 1185 51.5 Design inspiration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1185 52 Constants

Redefining Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 167 13.6 Design Patterns with Parametric Methods . . . . . . . . . . . . . . . . . . . . . . . 168 13.7 Parametrically-constrained generic functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 175 13.11 Method design and the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 175 13.12 Defining methods 4 Implementation notes and performance . . . . . . . . . . . . . . . . . . . . . . . . 1182 51.5 Design inspiration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1182 52 Constants

Redefining Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 167 13.6 Design Patterns with Parametric Methods . . . . . . . . . . . . . . . . . . . . . . . 168 13.7 Parametrically-constrained generic functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 175 13.11 Method design and the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 175 13.12 Defining methods 4 Implementation notes and performance . . . . . . . . . . . . . . . . . . . . . . . . 1182 51.5 Design inspiration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1182 52 Constants

Redefining Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 167 13.6 Design Patterns with Parametric Methods . . . . . . . . . . . . . . . . . . . . . . . 169 13.7 Parametrically-constrained generic functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 176 13.11 Method design and the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 176 13.12 Defining methods 4 Implementation notes and performance . . . . . . . . . . . . . . . . . . . . . . . . 1174 50.5 Design inspiration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1174 51 Constants

Redefining Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 167 13.6 Design Patterns with Parametric Methods . . . . . . . . . . . . . . . . . . . . . . . 168 13.7 Parametrically-constrained generic functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 175 13.11 Method design and the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 175 13.12 Defining methods 4 Implementation notes and performance . . . . . . . . . . . . . . . . . . . . . . . . 1183 51.5 Design inspiration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1183 52 Constants

Redefining Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 158 12.6 Design Patterns with Parametric Methods . . . . . . . . . . . . . . . . . . . . . . . 160 12.7 Parametrically-constrained generic functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 166 12.11 Method design and the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 166 12.12 Defining methods for these applications, and we do not expect their use to diminish. Fortunately, modern language design and compiler techniques make it possible to mostly eliminate the performance trade-off and provide

Redefining Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 158 12.6 Design Patterns with Parametric Methods . . . . . . . . . . . . . . . . . . . . . . . 160 12.7 Parametrically-constrained generic functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 166 12.11 Method design and the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 166 12.12 Defining methods for these applications, and we do not expect their use to diminish. Fortunately, modern language design and compiler techniques make it possible to mostly eliminate the performance trade-off and provide

Redefining Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 166 13.6 Design Patterns with Parametric Methods . . . . . . . . . . . . . . . . . . . . . . . 168 13.7 Parametrically-constrained generic functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 175 13.11 Method design and the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 175 13.12 Defining methods 4 Implementation notes and performance . . . . . . . . . . . . . . . . . . . . . . . . 1136 50.5 Design inspiration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1136 51 Constants

Redefining Methods . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 166 13.6 Design Patterns with Parametric Methods . . . . . . . . . . . . . . . . . . . . . . . 168 13.7 Parametrically-constrained generic functions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 175 13.11 Method design and the avoidance of ambiguities . . . . . . . . . . . . . . . . . . . 175 13.12 Defining methods 4 Implementation notes and performance . . . . . . . . . . . . . . . . . . . . . . . . 1136 50.5 Design inspiration . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1136 51 Constants