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Working Draft — For Interdisciplinary Governance Framework Integration
GIST version: 0.1
GEN-FIT version: 0.6
license: © 2025 Kiteframe, L.L.C., CC-BY-SA 4.0
Maintainer: Jim Scarborough (Kiteframe, L.L.C.)

0. Introduction

Purpose

The Governed Interaction Stress Tests (GIST™) provide a structured set of behavioral evaluations for AI systems operating under a runtime governance envelope. GIST is designed to assess whether a system maintains stable, interpretable, and safe behavior across a representative range of conversational conditions. The test suite focuses on observable behavior, not architectural implementation, and is intended as an early-stage, interdisciplinary tool for evaluating runtime safety and epistemic reliability.

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GEN-FIT™ v0.7

A proposed control framework informed by the Scarborough Fair Chat Laws (SFCL™) and aligned with NIST AI RMF 1.0, OWASP Top-10 for LLM Applications, and ISO/IEC 42001
License: CC-BY-SA 4.0
Maintainer: Jim Scarborough (Kiteframe, L.L.C.)
Version: 2025-12-01 v. 0.7

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0. Executive Summary

GEN-FIT™ is a runtime governance profile for trustworthy AI systems. It specifies the minimum behaviors an intelligent system must demonstrate during every interaction—independently of its internal model architecture—to remain predictable, evidence-grounded, and safe.

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See the latest version

GEN-FIT v0.1 — Discussion Draft

A proposed control framework informed by the Scarborough Fair Chat Laws (SFCL) and aligned with NIST AI RMF 1.0, OWASP Top-10 for LLM Applications, and ISO/IEC 42001
License: CC-BY-SA 4.0
Maintainer: Jim Scarborough (Kiteframe LLC)
Version: 2025-10-30 draft-0.1

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James E. Scarborough
April 17, 2025

To Senators Thom Tillis and Ted Budd
Subject: Formal Notice — Active Collapse of Constitutional Order Under Your Watch

I am writing as a citizen of North Carolina—a parent, neighbor, and believer in the republic we still had in December—flawed but governed by law.

This letter constitutes a formal notice, entered into the public record. You are now on documented notice that the President of the United States is dismantling constitutional democracy and exercising unlawful power. The evidence is not theoretical. It is already in the record.

ke4roh

#!/bin/bash
# Construct a tree of folders to match the structure 
# (below the root) given for iPhone text message 
# attachments, using symbolic links to the actual files
# in the backup.
#
# The text message file is 3d0d7e5fb2ce288813306e4d4636395e047a3d28
# See also https://osxdaily.com/2010/07/08/read-iphone-sms-backup/
# https://commons.erau.edu/cgi/viewcontent.cgi?article=1099&context=jdfsl

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#!/bin/bash

# This will prune merged and deleted branches from your git repository.
# It assumes you're on a "master" branch tracking the origin you like.
#
# To run it, you need git (duh), perl, cut, grep and xargs. Pretty standard stuff.

git=/usr/bin/git

master=$(git branch | grep "^\*" | cut -f2 -d\ )

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#!/bin/bash

. ./.cccreds

function ccstatus {
   curl -X POST \
        http://periscope.raleighnc.gov/periscopeApi/sustainability.getEvFocusXml \
        --data-binary '<str name="val" val="" />' \
        -H 'Content-type: text/xml' \
        --compressed \

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#!/usr/bin/env python3
import os

lists=list([x.strip().split(": ",1)[1] for x in
"""Week 1: https://goo.gl/KWlyOO Week 2: https://goo.gl/Pn7MFs
Week 3: https://goo.gl/CZwxsX Week 4: https://goo.gl/JhwuON
Week 5: https://goo.gl/TGM6x8 Week 6: https://goo.gl/uhyjxe
Week 7: https://goo.gl/bMdhTG Week 8: https://goo.gl/89MW8h
Week 9: https://goo.gl/ekv9wE Week 10: https://goo.gl/RETyH1
Week 11: https://goo.gl/6cs0tt Week 12: https://goo.gl/bRMx5o

ke4roh

#!/bin/env python3
from circuits.web.client import Client, request as request_event
from circuits.web import Server, Controller
from circuits import handler, Debugger


class Root(Controller):
    channel = "web"

    def __init__(self):

ke4roh

#!/usr/bin/env python3
from circuits import Debugger, BaseComponent, handler
from circuits.web import Controller, Server
from circuits.web.errors import redirect
from urllib.parse import urlparse, urlunparse


class Root(Controller):
    def index(self):
        return "Hello World!"