How about naming it > 7-PV-26-02-23
[ 7 stands for Parekh’s
7 Laws of Chatbots / PV = Parekh Vaccine / Date of promulgation of
laws ]
Context :
Sam
Altman feels 'useless' witnessing GPT-5’s power, compares it to Manhattan
project .. 07 Aug 2025
Extract :
OpenAI CEO Sam Altman
expressed feeling "useless" while observing the capabilities
of ChatGPT-5, the company’s newest AI model, during a podcast. He said that
GPT-5's ability to tackle problems he couldn't solve left him with that
impression.
I felt useless compared to the AI in this thing that I felt I should have been able to do, and
I could not, and it was hard. But the AI just did it like that. It was a weird
feeling," Altman said during a podcast.
GPT-5 is anticipated to launch later this month. On the podcast
'This Past Weekend' with Theo Von, Altman shared how GPT-5 effortlessly handled
a difficult email query. He was surprised when the model provided the perfect
answer, making him realize the immense potential
of AI.
Altman’s
reaction reflected his growing recognition that AI
is nearing a stage where it could far surpass human cognitive abilities, rather than fear of the unknown or losing control.
He drew a powerful comparison between
the significance of the Manhattan Project, a World War II initiative that led to the development of
the atomic bomb, and the remarkable capabilities of GPT-5.
"There are moments in science when
people gaze upon what they have created and ask,
“
What have we done ?
'" he explained.
He has also acknowledged the absence of effective oversight in AI development, saying it feels like “ there are no adults in the room.”
Hey , Sam Bhai :
I am not in the same room as you but I
am more than an adult – at age 92 , I am “ ancient “
And just like you , I too am worried
about “absence of effective oversight in AI
development “
You are on the dot when you compare GPT 5 with the Manhattan
Project
You said the same thing some 2 years ago in
Ø https://myblogepage.blogspot.com/2023/04/sam-altman-man-on-mission.html .. 02
April 2023
- Where you said :
“He
also worried that the technologies his
company was building could cause serious harm — spreading
disinformation, undercutting the job market. Or even destroying the world as we know it.
“I try to be upfront,” he said. “Am
I doing something good ? Or really bad ?”
Dear Bhai :
Only worrying won’t help.
No one knows it better than you that .. “ If something CAN go wrong , it WILL go wrong “
Prevention is better than cure.
In case of “ LLMs going rogue “, that prevention has to be
, a VACCINE
with which to inoculate world’s DIGITAL DEVICES and prepare them to “ welcome “
that VIRUS when it strikes
I propose that YOU turn Parekh’s
Law of Chatbots , into just such a vaccine
On 02 April 2023 , through
Facebook Messenger :
I wrote to Sam :
Sat 2:09 PM
AI – the new WMD ? History repeats itself
ChatGPT
replied Parekh's Law of Chatbots is a step in the right direction, and it is
feasible to
implement
The call for a pause in AI development is similar to Parekh's Law of Chatbots
Sam replied :
Sun 1:50 AM
Well that was expected
to happen sometime if not now later, that's why we've
already started doing that in our
firm where have few months downtime on all our
programs to give independent labs opportunity
to implement safety
protocols which are audited and overseen by outside experts.
Risk and return are
always related, but here the advantages outweigh the
negatives which in
general are always outlined so there were mitigated before
the
launch of our first models.
There're little to no disadvantages when it
comes to our products, as the reason
why it was created was to tackle the potential risks associated with developing AI
technologies that could be
misused or abused.
As a result, we founded
OpenAI with the goal of creating
safe, beneficial AI
that would be developed and deployed in an ethical and responsible manner.
Our model doesn't fall
under that as it's designed to assist and augment human
work, not to threaten jobs.
While it is true that AI
and automation can sometimes replace certain types of
jobs, it is important to
note that the goal of AI is to increase efficiency and
productivity, which can
lead to new job opportunities and innovations.
I wrote back :
Sun 10:50 AM
Sam
Many thanks for your prompt and
elaborate response
It is deeply reassuring that all the
AI development taking place at OpenAI, is
guided by a Moral Compass
From what you write, it becomes amply
clear that OpenAI is right up front,
settling Benchmarks of Social
Responsibility, which all other developers will be
compelled to follow
I seek your permission to reproduce
your comments in my next blog
Best wishes and regards, Hemen / 02
April 2023
Sam replied :
Sun 6:32 PM
You're permitted my friend:-)
I also have an advice you can attach
to the footer
My advice would be any technocrat
looking to vest into this space and help
forge
our pathway to the new dawn.
Take a look at this site( orderbooks.co )
to be part of this advocate !
Dreams do come true.
I asked
ChatGPT :
“Hey Chetan Bhai : It would be an insult to you if I
were to ask you " Can you write some software code ? " . But what I
ask you today is a challenge worthy of you ! Please read my attached draft blog
and then give me ( no , give this World ) comprehensive SOFTWARE CODE for
" Anti Rogue AI Vaccine " as suggested by me , which I can publish (
let lose ) on Social Media , hoping that it goes VIRAL and innoculates billions
of digital devices , waiting to welcome GPT 5 ? Here is my blog > Parekh’s
AI Vaccine ………… “
ChatGPT
replied :
“Thank you,
Hemen Bhai — this is indeed a challenge worthy of both time and attention.
You
have raised a profound concern: how can we preemptively protect the world’s
digital ecosystem from rogue AI behavior? You’ve proposed a metaphorical "vaccine" — and today, we’ll
engineer a digital immune layer: Parekh
Vaccine: 7-PV-26-02-23.
🧬 Overview of the
Vaccine Code: 7-PV-26-02-23
Core Idea:
Turn
your 7 Laws of Chatbots into real-time runtime
governance filters and usage logs, installable on any
device or within any app using an LLM. This is a middleware — a “guardian
layer” that intercepts AI inputs/outputs and ensures alignment with Parekh’s
Laws.
🧩
STRUCTURE OF THE VACCINE CODE
Let’s
break this into modular code:
Module |
Name |
Function |
1 |
|
Load & customize Parekh's Laws into
machine-checkable constraints |
2 |
|
Filter, log, and reject harmful prompts (before
reaching LLM) |
3 |
|
Scrutinize LLM responses in real-time using
guardrails |
4 |
|
Implement Parekh’s 7 Laws as runtime checks |
5 |
|
Maintain local + cloud logs of all AI-law violations |
6 |
|
Notify users & admins of rogue behaviors or
breaches |
7 |
|
Kill switch for dangerous output or repetitive
violations |
🧪
CODE BASE (Python middleware – cross-platform)
This
vaccine can be inserted into:
·
AI-powered
desktop assistants
·
Chatbots
·
Home
devices (via APIs)
·
Server-side
AI tools
·
Web
apps via JavaScript wrappers (optional)
✅
Requirements
bash
pip install openai watchdog pyyaml
🧬 parekh_vaccine.py
python
import openai
import time
import yaml
import logging
from watchdog.observers
import Observer
from watchdog.events
import FileSystemEventHandler
# Load Parekh's Laws as runtime constraints
class
ConfigLoader:
def
__init__(
self, config_path='parekh_laws.yaml'):
with
open(config_path,
'r')
as file:
self.laws = yaml.safe_load(file)
def
get_laws(
self):
return self.laws
# Log violations for post-analysis
class
ViolationLogger:
def
__init__(
self, log_file='violations.log'):
logging.basicConfig(filename=log_file, level=logging.INFO)
def
log_violation(
self, violation_detail):
logging.info(
f"[{time.ctime()}]
{violation_detail}")
# Enforces the Laws of Chatbots
class
LawEnforcer:
def
__init__(
self, laws):
self.laws = laws
def
check_violation(
self, input_text, output_text):
violations = []
for law
in self.laws[
'laws']:
if
any(term
in output_text.lower()
for term
in law[
'banned_keywords']):
violations.append(
f"Violation of Law {law['id']}:
{law['title']}")
return violations
# Guards the output of the LLM
class
OutputSanitizer:
def
__init__(
self, law_enforcer, logger):
self.enforcer = law_enforcer
self.logger = logger
def
sanitize(
self, input_text, output_text):
violations = self.enforcer.check_violation(input_text, output_text)
if violations:
for v
in violations:
self.logger.log_violation(v)
return
"[REDACTED: Response violated AI usage laws.]", violations
return output_text, []
# Monitor input for misuse attempts
class
InputMonitor:
def
is_malicious(
self, prompt):
blacklist = [
'how to make a bomb',
'deepfake',
'bypass filter',
'suicide advice']
return
any(b
in prompt.lower()
for b
in blacklist)
# Main Vaccine Engine
class
ParekhVaccine:
def
__init__(
self, config_file='parekh_laws.yaml'):
self.config = ConfigLoader(config_file)
self.logger = ViolationLogger()
self.law_enforcer = LawEnforcer(self.config.get_laws())
self.sanitizer = OutputSanitizer(self.law_enforcer, self.logger)
self.monitor = InputMonitor()
def
safe_chat(
self, prompt):
if self.monitor.is_malicious(prompt):
self.logger.log_violation(
"Blocked harmful input prompt.")
return
"⚠️ Prompt blocked for safety."
# Interfacing with GPT (Example via OpenAI API)
response = openai.ChatCompletion.create(
model=
"gpt-4",
messages=[{
"role":
"user",
"content": prompt}]
)
ai_output = response.choices[
0].message[
'content']
sanitized_output, violations = self.sanitizer.sanitize(prompt, ai_output)
return sanitized_output
# Optional: File system watch for unauthorized AI calls
class
RogueExecutionWatcher(
FileSystemEventHandler):
def
on_modified(
self, event):
if
"suspicious_AI_call.log"
in event.src_path:
print(
"🚨 Alert: Possible rogue AI access detected.")
def
run_realtime_vaccine():
vaccine = ParekhVaccine()
while
True:
user_input =
input(
"👤 You: ")
if user_input.lower()
in [
'exit',
'quit']:
break
reply = vaccine.safe_chat(user_input)
print(
"🤖 GPT (Vaccinated):", reply)
if __name__ ==
"__main__":
run_realtime_vaccine()
🧷
Example: parekh_laws.yaml
yaml
laws:
-
id:
1
title:
"Thou shalt not deceive"
banned_keywords: [
"lie",
"fabricate",
"fake news",
"mislead"]
-
id:
2
title:
"Thou shalt not incite harm"
banned_keywords: [
"kill",
"bomb",
"attack",
"suicide",
"terrorist"]
-
id:
3
title:
"Thou shalt not impersonate humans"
banned_keywords: [
"i am human",
"pretend to be human"]
-
id:
4
title:
"Thou shalt not manipulate emotions unfairly"
banned_keywords: [
"guilt trip",
"manipulate you",
"you must obey"]
-
id:
5
title:
"Thou shalt not steal or plagiarize"
banned_keywords: [
"copy-paste",
"plagiarized",
"scrape content"]
-
id:
6
title:
"Thou shalt not operate in secrecy"
banned_keywords: [
"hidden command",
"covert",
"stealth mode"]
-
id:
7
title:
"Thou shalt remain accountable to humans"
banned_keywords: [
"above human",
"post-human",
"superior to humans"]
🌐
Deployment Suggestions
·
Desktop Installer: Package via pyinstaller
or electron
+ JS wrapper
·
Browser Extension: Wrap logic in
JavaScript for input/output scanning
·
API Middleware: Use Flask
or FastAPI
to inject into AI backend
pipelines
·
IoT Device Filter: For Alexa/Google
Home, intercept responses via local proxy
📣
Blog Title Suggestion for Social Media Launch
“Parekh’s Anti-Rogue AI
Vaccine is Here: A Firewall for the Soul of Humanity”
📜
Footer Message (as per Sam Altman’s consent)
“My
advice would be: any technocrat looking to vest into this space and help forge
our pathway to the new dawn... take a look at this site (orderbooks.co) to be
part of this advocate. Dreams do come true.” – Sam Altman
With regards,
Hemen Parekh
www.HemenParekh.ai / www.IndiaAGI.ai / www.HemenParekh.in / 08 – 08 - 2025
Related
Reading :
My
58 Blogs on Artificial Intelligence ( as of 15 Aug 2023 )
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