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Deterministic Execution Python Packages

Python packages with the GitHub topic deterministic-execution. Sorted by monthly downloads, with stars and forks.
sbhooley
ainativelang

AINL helps turn AI from "a smart conversation" into "a structured worker." It is designed for teams building AI workflows that need multiple steps, state and memory, tool use, repeatable execution, validation and control, and lower dependence on long prompt loops. AINL is a compact, graph-canonical, AI-native programming system for (READ: README)

995 650 23
piyushptiwari1
mcpkernel

The Security Kernel for AI Agents — MCP/A2A gateway with policy enforcement, taint tracking, sandboxed execution, deterministic envelopes, and Sigstore audit. OWASP ASI 2026 compliant.

345 2 0
SuperInstance
flux-vm

⚡ Deterministic bytecode ISA runtime for agentic logic — assembler, compiler, VM.

91 2 1
suriyasureshok
rlam

R-LAM is a reproducibility-constrained execution framework for Large Action Models in scientific workflow automation. It enables adaptive, agent-driven workflow execution while enforcing strict guarantees on auditability, determinism, and replayability.

49 4 0
    • Original data from PyPI, GitHub, and OSV; downloads served through ClickHouse
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