telli's internal agents infrastructure

Python is the high-level, general-purpose language prioritizing clear, readable syntax (via significant indentation), ensuring rapid development for any team . Its ecosystem is massive: use it for robust web development with frameworks like Django and Flask, or leverage its power in data science with libraries such as Pandas and NumPy . The Python Package Index (PyPI) provides thousands of community-contributed modules, offering immediate solutions for tasks from network programming to GUI creation . The language is actively maintained by the Python Software Foundation (PSF), with the stable release currently at Python 3.14.0 (as of November 2025) .

OpenCodeP streamlines the development of code-centric LLMs by providing a unified pipeline for data cleaning, tokenization, and distributed training. It leverages the 1.2TB Stack dataset and specialized benchmarks like HumanEval to ensure high-fidelity performance across 80+ programming languages. The toolkit includes optimized scripts for Megatron-LM and DeepSpeed, enabling developers to scale models from 1B to 33B parameters with verifiable efficiency.

Modal delivers high-performance, developer-focused cloud infrastructure for data and AI workloads (LLM fine-tuning, Generative AI inference, computational biotech). The platform is built from the ground up: it features a custom file system, container runtime, and orchestration engine, rejecting standard solutions like Docker and Kubernetes to achieve near-instant boot times. This architecture enables elastic GPU scaling, letting you scale from zero to thousands of CPUs or GPUs in seconds. Pricing is strictly usage-based, ensuring you only pay for the compute time your code is actively running, eliminating fixed cluster costs and capacity planning headaches.