An open-source Python SDK enables composing Claude Code, Codex, and Gemini into a single autonomous harness, where agents are represented as FastAPI-style routes that can be wired, versioned, and deployed. Starter kits include a fork of SWE-AF, a 100+ agent software factory, and a cloud-security harness. File-based agent workflows face limitations, especially when large context windows collapse under scale. Agentic architecture and context engineering are discussed with a focus on how to structure agent interactions beyond relying solely on files. Additional items cover Python 3.15 changes, Python 3.15.0 beta release, and multiple Python Enhancement Proposals, alongside community updates and Django and typing-related recaps.
"A Python SDK that lets you compose Claude Code, Codex, and Gemini as one autonomous harness - agents become FastAPI-style routes you can wire, version, and deploy. Open source. Fork SWE-AF (a 100+ agent software factory) or our cloud-security harness as starter kits."
"What are the limitations of using a file-based agent workflow? Why do massive context windows tend to collapse? This week on the show, Mikiko Bazeley from MongoDB joins us to discuss agentic architecture and context engineering."
"Every release there are changes that don't make the headlines, here are a few in the upcoming Python 3.15 release. Python 3.15: Features That Didn't Make the Headlines. Python 3.15.0 Beta 1 Released."
"PEP 830: Add Timestamps to Exceptions and Tracebacks (Deferred to 3.16). PEP 788: Protecting the C API From Interpreter Finalization (Final). PEP 813: The Pretty Print Protocol (Deferred to 3.16)."
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