Decision Engine Python Packages

fde-framework

A framework for Forward Deployed Engineers: from problem statement to a deployable AI project — every decision traced to a fact, every fact to a source.

klix-engine

Decoupled decision heads (Choice, Score, Flag) on a shared semantic backbone - local, deterministic, no model training.

dashclaw

Remote approvals, policy checks, and execution evidence for unattended AI agents.

verdict-rules

A small, zero-dependency, async-native rule-evaluation engine — structural typing, real short-circuiting, and a verdict that always explains itself.

calybris

Deterministic proof-carrying decision core with replay verification, WAL, and fixed-point budget proofs

foq

⚡ Foq — the FREE, local, open-source alternative to Jev. Typed System 1 decisions in ~25 ms — no waitlist, no cloud, no per-token cost. foq.fr

typed-gguf

Local alternative to Jev: typed decisions (choice/score/yes-no) with real probability distributions, from any llama.cpp-supported GGUF model. Easy CLI for humans and AI agents. No generation, no fine-tuning, no compiler.

tydex

Typed decision primitives for LLMs: choice, score, and yes/no with calibrated probabilities, confidence-based escalation, and an HTTP API.

oev

An 184M-parameter decision engine delivering calibrated distributions from one 22ms forward pass while matching models 2.3x its size.

microloop

Behavior JIT for production AI. Turn verified repeated decisions into qualified local software.

tachyroute

The blazing-fast, multimodal AI decision engine. Uses adaptive early-exit computing and attention rollout for sub-15ms explainable zero-shot classification

aelvoxim

Biomimetic autonomous cognitive AI brain — never forgets, self-learning, hallucination-resistant, desktop-controllable

camunda-python

Python 3 BPMN/DMN engine semantically aligned with Camunda 7 (Apache-2.0 independent implementation, M0~M9)

sinmonto

Explainable, deterministic event-driven rule engine for Python. Zero dependencies.

jev-route

Async, typed intent & tool routing for Python agents: Jev decides, a confidence gate stops weak decisions before they reach a privileged tool.

myna-engine

Typed-decision engine: choice, score and yes/no decisions over text in one forward pass. 16.9M params, champion test macro 0.5339 (measured). Install from git, fetch_weights, myna-serve.

ruledsl

Deterministic rule language (RuleDSL v1.0) with versioned grammar contract and stable C SDK.

decisionkit

Explainable scoring & ranking for Python backends. Weighted criteria, rules, constraints, bonuses, audit hashes. FastAPI/Django-ready. No ML.

sistema-optimizacion-mat

Decision Resilience Engine (DRE): orchestración, governance y API resiliente; incluye MAT (BTC/ETH) como puente de medición cuantitativa.

concordance-engine

Computational verification of claims across chemistry, physics, math, statistics, code, biology, and governance. Four gates (RED → FLOOR → BROTHERS → GOD) enforce attestation and machine-checked verification independently — RED rejects on either. Built so an LLM can fact-check itself before answering.

savanty

Natural language to constraint solver. Describe optimization problems in English, get mathematically guaranteed solutions.