# AI-native SDLC

How software gets built when agents write much of the code.

- [The AI-native SDLC: when typing code stops being the bottleneck](https://muthub.org/writing/the-ai-native-sdlc.md) (Jul 28, 2026): AI has made writing code cheap. Verification, trusted context and human judgment are now the scarce resources, and teams that redesign their lifecycle around them will pull away from teams that only add assistants.
- [Three architectures for AI coding agents, and how enterprises should choose](https://muthub.org/writing/three-architectures-for-ai-coding-agents.md) (Dec 16, 2025): Platform-embedded, sandboxed and evolutionary coding agents each earn trust in a different way. Then the editor became a fleet manager. Choose and govern agents by how their work will be verified.
- [Spec-driven development for regulated industries: audit the contract, not every line](https://muthub.org/writing/spec-driven-development-for-regulated-industries.md) (Oct 21, 2025): For complex work in regulated sectors, prompt-to-code cannot pass an audit. Making the specification the contract an AI must fulfil can, provided the spec stays anchored to the code and machines check conformance.

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Muthukrishnan (Muthu) Bommiah · https://muthub.org · Views are my own and do not represent my employer.