Using Lean like an External SMT Solver from Python
The author demonstrates using Lean as an external SMT solver by translating proof goals into SMT queries and reconstructing the results back into valid Lean proofs. He builds a lightweight Python workflow that integrates Lean and SMT solvers seamlessly, enabling automated, proof-generating tactics within Lean.
https://www.philipzucker.com/lean_smt/
The author demonstrates using Lean as an external SMT solver by translating proof goals into SMT queries and reconstructing the results back into valid Lean proofs. He builds a lightweight Python workflow that integrates Lean and SMT solvers seamlessly, enabling automated, proof-generating tactics within Lean.
https://www.philipzucker.com/lean_smt/
Hey There Buddo!
Using Lean like an External SMT Solver from Python
It seems that the only thing I don’t want to use Lean for is it’s main purpose. That tracks.
Building Autonomous Systems: A Guide to Agentic AI Workflows
A complete guide to building autonomous systems with agentic AI workflows—covering core concepts, tools, and real-world applications.
https://www.digitalocean.com/community/conceptual-articles/build-autonomous-systems-agentic-ai
A complete guide to building autonomous systems with agentic AI workflows—covering core concepts, tools, and real-world applications.
https://www.digitalocean.com/community/conceptual-articles/build-autonomous-systems-agentic-ai
Digitalocean
Building Autonomous Systems: A Guide to Agentic AI Workflows | DigitalOcean
A complete guide to building autonomous systems with agentic AI workflows—covering core concepts, tools, and real-world applications.
TextGAN-Researcher
Open Deep Research Agent: Automated Knowledge Discovery with TextGAN.
https://github.com/imbue-bit/TextGAN-Researcher
Open Deep Research Agent: Automated Knowledge Discovery with TextGAN.
https://github.com/imbue-bit/TextGAN-Researcher
GitHub
GitHub - imbue-bit/TextGAN-Researcher: 🧐 Open Deep Research Agent: Automated Knowledge Discovery with TextGAN
🧐 Open Deep Research Agent: Automated Knowledge Discovery with TextGAN - imbue-bit/TextGAN-Researcher
Escaping Contravariance Hell
The post explains how Python's type checkers reject certain Callable and Protocol overrides due to contravariant parameter rules, using a vegetable-peeler analogy to clarify the concept. It then shows how to resolve these issues safely with generics like TypeVar or PEP 695 patterns, avoiding the need to fall back on Any.
https://labs.quansight.org/blog/escaping-contravariance-hell
The post explains how Python's type checkers reject certain Callable and Protocol overrides due to contravariant parameter rules, using a vegetable-peeler analogy to clarify the concept. It then shows how to resolve these issues safely with generics like TypeVar or PEP 695 patterns, avoiding the need to fall back on Any.
https://labs.quansight.org/blog/escaping-contravariance-hell
labs.quansight.org
Escaping Contravariance Hell
Protocols and TypeVars
Python and Make in 2025
The post recommends using GNU Make with Python projects for automation entrypoints, preferring uv for fast interpreter/venv setup and delegating complex logic to Python task runners, keeping the Makefile minimal and focused.
https://onebadbit.com/posts/2025/07/python-and-make-in-2025/
The post recommends using GNU Make with Python projects for automation entrypoints, preferring uv for fast interpreter/venv setup and delegating complex logic to Python task runners, keeping the Makefile minimal and focused.
https://onebadbit.com/posts/2025/07/python-and-make-in-2025/
one bad bit
Python and Make in 2025
Mike Wilkerson writes things here
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