Researchers made AI agents better by turning academic papers into working code — no retraining required

ScholarEvolve uses published research to improve AI agents, raising Qwen's AppWorld task completion from 69% to 81.4% without retraining the model.
GitHub

python-test-identities.json

Native Android C++ / Python IDE with Sora, local runtimes, PTY terminal and Git workbench. - juhe291/CodePocket-Android ...
xenospectrum

ScholarEvolve Lets AI Agents Rewrite Their Own Code From Research Papers, Lifting Task Completion 12.4 Points

UCSB and Microsoft's ScholarEvolve generates code from academic papers to improve an agent's harness without retraining model weights. It raised Qwen3.5-27B's task completion rate to 81.4%. Here is ...
GitHub

python-report-retained.log

test_block_indentation_follows_two_four_and_eight_spaces (test_code_formatting.CodeFormattingTests.test_block_indentation_follows_two_four_and_eight_spaces) ... ok ...
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Boris | Python Backend on X: "@PythonPr Answer: Error (4th option) === is invalid syntax in Python (causes SyntaxError). Even with ==, print cannot follow continue on the same ...

Python Quiz: Most of the beginners get this wrongly🤯 Comment your answer 👇 for ch in "Python": if ch == "h": continue print(ch, end="") ...
heise online

Python 3.15 released: Lazy imports, UTF-8 and new data types

Python 3.15.0 is available. The new major version of the programming language was released on October 9, 2026, and brings changes to the language, the CPython reference interpreter, and the standard ...