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Update roadmap
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README.md

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### Choosing an Export Path
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- Use **StableHLO** when you want portable MLIR/IREE-compatible graphs for native, accelerator, or ecosystem compiler flows.
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- Use **Arduino / C99 export** when you want standalone generated C with static memory allocation and no external secure runtime.
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- Use **Minerva export** when you need a secure MCU project bundle that goes through libminerva packaging and host verification.
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- Use **Arduino / C99 export / Minerva export** when you want standalone generated C with static memory allocation or external secure runtime.
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- **Q1 2026**: Comprehensive documentation ✅
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- **Q2 2026**: TurboQuant KV-cache compression ✅ (shipped in 0.18.0); Qwen/LLaMA tokenizers ✅ (shipped in 0.20.0)
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- **Q3 2026**: Agentic AI enhancements ✅ (tool calling shipped in 0.13.0; ongoing)
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- **Q4 2026**: Federated learning support for multi-device training
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- **Q3 2026**: Missing ML features: metrics, optimizers, and training utilities.
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- **Q4 2026**: On-Device AI, small LLMs improvements
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