codegen ● Template path: python/tvm/relay/op/contrib/ /extern_op.py ● Boolean functions in the template def conv2d(attrs, args): return is_float32(args) Relay operator name Operator Implement extern operator functions, OR 2. Implement a graph annotator© 2019, Amazon Web Services, Inc. or its Affiliates. All rights reserved. Graph Partitioning Use external functions to wrap annotated subgraphs General Devices (CPU/GPU/FPGA) Mark supported operators or subgraphs 1. Implement extern operator functions, OR 2. Implement a graph annotator Generate binary/library/engine for the subgraph ● Implement

works like a checklist, flagging transactions based on preset criteria. In contrast, an LLM agent functions more like a seasoned investigator, evaluating context, considering subtle patterns, and identifying components: 01 Model The LLM powering the agent’s reasoning and decision-making 02 Tools External functions or APIs the agent can use to take action 03 Instructions Explicit guidelines and guardrails defining to trigger automated actions, such as pausing for guardrail checks before executing high-risk functions or escalating to a human if needed. 26 A practical guide to building agents Rules-based protections

Systems 2021, NeurIPS 2021, pages 8583–8595, 2021. URL https://proceedings.neurips.cc/paper /2021/hash/48237d9f2dea8c74c2a72126cf63d933-Abstract.html. K. Sakaguchi, R. L. Bras, C. Bhagavatula, and Y.

model with 70B parameters 5/24: Google introduces AI overviews to augment its search functions 9/24: Alibaba releases 100 open-source Qwen 2.5 models, with performance in line with but a convergence. Horizontal platforms will push breadth, stitching together knowledge across functions; specialists will push depth, delivering AI that speaks the language of compliance, contracts platforms. In 2025, Chinese state media highlighted the integration of AI into non-combat support functions (e.g., military hospitals), while the Ministry of Science and Technology reinforced its commitment

Al.Labs 阿里巴巴人工智能实验室 PowerVR support by TVM NNVM Compiler -Execution graph -Model layers functions Computation Graph Optimizations -Param TvM Tensor Operators &