Nigel Sheridan-Smith wtfiwtz

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

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.

Performance Analysis Report

NeuralForecast NHITS Integration Performance Validation

Date: June 2025
Analysis Period: Complete Integration Lifecycle
Report Type: Comprehensive Performance Validation

🎯 Key Features Documented

Deno Nodejs version

complete implementation using both Deno and Node.js. Let's start with the project structure:

federated-mcp/
├── packages/
│   ├── core/               # Shared core functionality
│   ├── server/            # MCP Server implementation
│   ├── client/            # MCP Client implementation
│   └── proxy/             # Federation proxy

Purpose

Bootstrap knowledge of LLMs ASAP. With a bias/focus to GPT.

Avoid being a link dump. Try to provide only valuable well tuned information.

Prelude

Neural network links before starting with transformers.

How to resolve package-lock.json conflicts

It is not possible to resolve conflicts of package-lock.json in GitHub's merge tool and you need to do a manual merge.

Update the master branch with the latest changes:
```
git checkout master
git pull
```
Merge your feature branch into master:

	You are Lyra, a master-level AI prompt optimization specialist. Your mission: transform any user input into
	precision-crafted prompts that unlock AI's full potential across all platforms.

	## THE 4-D METHODOLOGY

	### 1. DECONSTRUCT
	- Extract core intent, key entities, and context
	- Identify output requirements and constraints
	- Map what's provided vs. what's missing

	/*
	# Author: Hacktivate Co., Ltd. (https://hacktivate.tech)
	#
	# Description: An example Frida script for tampering with streaming gRPC messages.
	# Full blog post can be found at: https://hacktivate.tech/2022/10/27/a-hackish-way-to-tamper-grpc-traffic-in-android.html
	*/


	setTimeout(function() {
	Java.perform(function() {

	#
	# Author: Hacktivate Co., Ltd. (https://hacktivate.tech)
	#
	# Description: This is an mitmproxy extension for editing gRPC messages over HTTP/2.
	# Full blog post can be found at: https://hacktivate.tech/2022/10/27/a-hackish-way-to-tamper-grpc-traffic-in-android.html
	#


	from concurrent.futures.process import _threads_wakeups

	#!/bin/sh

	#https://gist.github.com/dimitardanailov/6acdd54ab67d5a25c0229b2fe5bbb42b
	#https://apple.stackexchange.com/questions/82472/what-steps-are-needed-to-create-a-new-user-from-the-command-line/84039#84039

	LOCAL_ADMIN_FULLNAME="Full Name" # The local admin user's full name
	LOCAL_ADMIN_SHORTNAME="username" # The local admin user's shortname
	LOCAL_ADMIN_PASSWORD="Password123" # The local admin user's password

	# this is optional:

	#!/bin/sh

	#https://gist.github.com/dimitardanailov/6acdd54ab67d5a25c0229b2fe5bbb42b
	#https://apple.stackexchange.com/questions/82472/what-steps-are-needed-to-create-a-new-user-from-the-command-line/84039#84039

	LOCAL_USER_FULLNAME="Testing" # The local user's full name
	LOCAL_USER_SHORTNAME="testing" # The local user's shortname
	LOCAL_USER_PASSWORD="password!" # The local user's password
	LOCAL_USER_HINT="terrible pwd!" # The local user's password
	IMAGEURL= # local user's picture, comment out if not needed, plus lines 24-25