Methodology Python Packages

pdd-cli

Prompt Driven Development Command Line Interface

raise-cli

RaiSE Framework — Reliable AI-assisted Software Engineering. Lean methodology + deterministic toolkit for building production software with AI.

running-ng

Running: Next Generation

autotuning-methodology

This software package accompanies the paper "A Methodology for Comparing Auto-Tuning Optimization Algorithms" (https://doi.org/10.1016/j.future.2024.05.021), making the guidelines in the methodology easy to apply.

cuneiform-control

Negative-control / no-go preservation lane in the Zer0pa Gnosis Portfolio. Manifest-validation smoke + failed-gate evidence chain. Methodology only; no decipherment claim. Useful now, improving continuously.

gnosis-indus

Indus-script anchor application in the Zer0pa Gnosis Portfolio: clean-room search-without-decode runtime + Phase 4 conditional catalogue at k=70 + Phase 5 non-decipherment posture. No decipherment claimed. Useful now, improving continuously.

zpe-video

Perception receipts for AI video pipelines. Cross-writer bit-exact under default settings (SHA-256 stable across writers in any language). Zero runtime dependencies; pure stdlib core. ~1.1 KB per video; per-frame CRC32 + schema + versioning. Useful now, improving continuously.

kb-manager

A minimalist command line knowledge base manager

cgd-validator

Validator for Clarity-Gated Document (.cgd) files - verified documents for safe LLM ingestion

cgd-verify

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

cgd-generator

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

sot-validator

Validator for Source of Truth (.sot) files - epistemic quality verification for AI-safe documentation

cgd-creator

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

clarity-gate

Pre-ingestion verification for epistemic quality in RAG systems

sot-verify

Stop LLMs from hallucinating your guesses as facts. Clarity Gate is a verification protocol for your documents that are going to be provided to LLMs or RAG systems. Place automatically the missing uncertainty markers to avoid confident hallucinations. HITL for non-directly verifiable claims.

memory-trail

Decision memory and session logging for AI-assisted development - track architectural decisions across sessions

sot-generator

Generate Source of Truth (.sot) files using LLM assistance - epistemic quality for AI-safe documentation

sot-creator

Create Source of Truth (.sot) files from documents - epistemic quality for AI-safe documentation

pathcore-t

Methods to build a network of pathway co-occurrence relationships out of expression signatures extracted from transcriptomic compendia.