🌟 SSM-AIM Mini — A 23 KB Transparent Personal AI Built for Every Human — Full Source Code Uploaded

A tiny, fully offline symbolic intelligence tool — open, inspectable, and completely under your control.

The world’s simplest personal AI console, now in just 23 KB.

🌱 A New Kind of AI for the World

The world is full of massive AI systems — gigabytes of weights, billions of parameters, opaque pipelines, and unreadable inner workings. But intelligence does not need to be heavy to be meaningful.

Somewhere inside that vast landscape, something small was born.
Tiny. Transparent. Human-sized.

AIM stands for "Artificial Intelligence Manifest" — a fully transparent, rule-based, manifest-driven form of intelligence built on Shunyaya Symbolic Mathematics.

SSM-AIM Mini is a personal AI that fits inside
13 KB + 7 KB + 3 KB
…just 23 KB total.

Not a chatbot.
Not a predictor.
Not a decision-maker.
Not a model trained on your life.

Just a calm symbolic mirror.

It listens.
It computes a symbolic alignment value.
It speaks back in simple sentences.
It keeps a tiny memory you can open with your own eyes.
And it never leaves your device.

This is SSM-AIM Mini —
the smallest, safest, most transparent AI ever released under an open standard.

It is not here to replace you.
It is here to empower you.

🧠 What SSM-AIM Mini Actually Is

SSM-AIM Mini (Shunyaya Symbolic Mathematical AI Manifest Mini) is a micro-AI console built entirely from:

  • aim_core.py

  • aim_utils.py

  • test_aim_utils.py

Together, they form a complete offline intelligence kernel.

No cloud.
No API.
No dependencies.
No tracking.
No data sharing.
No learning.
No hidden files.
No neural networks.

Just transparent symbolic rules, written in pure Python,
using plain text,
with deterministic posture values (alignment lane a in −1 to +1),
and a small memory file sealed with SHA-256 hashes.

You can open every line of code.
You can see every number it computes.
You can verify every memory hash.

A personal AI you can trust because you can see every part of it.

🔍 Why the 23 KB Mini Version Exists

The larger 108 KB AIM system proves the grand idea:
AI can be verifiable, predictable, stamped, human-visible, and zero-centric.

But the world also needs a version that:

  • anyone can download instantly

  • runs on any computer

  • is small enough to inspect

  • can never hide complexity

  • cannot accidentally imitate a real assistant

  • cannot drift into dangerous capabilities

  • can be used as a teachable template for the next generation

In educational settings, safety-critical environments, or personal exploration —
23 KB is the ideal “safe intelligence scale.”

It teaches what AI should be:
transparent, bounded, humble, and honest.

📂 3 Python Files: 13KB + 7KB + 3KB = 23 KB 

To demonstrate that SSM-AIM Mini truly fits inside 25 KB, here is the extracted folder from a normal Windows laptop — the three Python files that make up the entire personal AI core.

🌐 What Makes AIM Mini Different

1. Dictionary-Optional Intelligence

Unlike LLMs, AIM Mini does not rely on a massive vocabulary.
It uses symbolic manifests and input patterns.
Words are optional; meaning is numeric.

2. Zero-Centric Symbolic Lane

Every message, including your own, is processed through an alignment lane in (−1,+1).
AIM Mini reacts based on the shape, length, tone, and turn count — not semantics.
This keeps it safe, predictable, and fully inspectable.

3. Tamper-Evident Memory

Every stored interaction is hashed with SHA-256.
If anyone modifies memory.json, you see it immediately.

4. Deterministic Reflection

Same input → same output → same alignment → same memory hash.
Reproducibility is built in.

5. Offline & Ownership-First

You own the code.
You own the memory.
You own the entire environment.

This is not an AI service.
This is your AI.

📦 File Integrity (SHA-256)

These are the verified digests for the official GitHub release:

aim_core.py
d33a09eeeabfe4d8d0c3c5a07bc289090d475c14e16135c4562557c105c4e5fc

aim_utils.py
06b08af812ad3f1d909ac8386d0953397e0a8eda802d53244d07c3c9ee70756d

test_aim_utils.py
3df32ce5bce73ca026c77d9e7ce386e98ab677c9f4357012fe7d1384b2c21a47

You may independently verify these using CertUtil, shasum, or any hashing tool.

⚙️ How to Run SSM-AIM Mini (30 Seconds)

Step 1 — Place the 3 files into one folder

aim_core.py
aim_utils.py
test_aim_utils.py

Step 2 — Run the test suite

python test_aim_utils.py

If all blocks show OK, the Mini AI is working.

Step 3 — Launch the AI console

python aim_core.py

You will see:

SSM-AIM (Mini Version)
Fully local, deterministic reflection console
Commands: :quit, :history, :clear, :verify, :export…

Then simply type:

you> hello

AIM replies:
aim[-0.24] > Thank you for sharing…

Each message updates memory.json with a stamped SHA-256 digest.

🔐 Safety — Read This Carefully

SSM-AIM Mini is intentionally:

  • non-predictive

  • non-advisory

  • non-autonomous

  • non-diagnostic

  • non-learning

  • non-medical

  • non-financial

  • non-legal

It must not be used to make professional decisions of any kind.

It is a reflective tool, not a decision-maker.

The creators of the Shunyaya framework neither evaluate nor validate user-submitted scripts built using AIM Mini.
Every experiment is at the creator’s own responsibility and risk.

This aligns with the foundational Shunyaya principle:
Clarity without control.

🧩 Symbolic Foundations Behind AIM Mini

AIM Mini follows the core rule of Shunyaya:

x := (m, a)
A classical value m always travels with a bounded alignment lane a.

Collapse parity:
φ((m, a)) = m

Meaning:

  • classical math stays classical

  • but every number now carries posture

  • drift and stability become numeric

  • order invariance becomes provable

  • alignment becomes inspectable

This is the same mathematical spine behind:

  • SSM
  • SSMS
  • SSM-AI
  • SSM-Clock
  • SSM-Clock Stamp
  • SSMDE
  • SSM-NET
  • SSMEQ
  • SSMT
  • SSM-Chem
  • SSM-JTK
  • SSM-Audit

…and more.

AIM Mini is the smallest doorway into this symbolic universe.

🌈 Why This Matters

1. AI is becoming too big for humans.

AIM Mini reminds the world that meaningful intelligence can be tiny.

2. Trust comes from transparency.

When AI reduces to three files and a memory.json, control returns to the user.

3. Anyone can modify and learn from it.

SSM-AIM Mini is an educational treasure.

4. It is the first AI that is truly “for everyone.”

Not because it is powerful —
but because it is understandable.

5. The future of symbolic AI begins with small tools.

AIM Mini shows how simplicity can coexist with integrity, alignment, and reproducibility.

🔗 GitHub Repository

Full source code of 23 KB SSM-AIM Mini (MIT-like open standard):
https://github.com/OMPSHUNYAYA/Symbolic-Mathematical-AI-Manifest-Mini

🔗 Full 108 KB AIM — The Complete Personal AI

Click the link below for the detailed, stamped, multi-manifest version:
🌟 SSM-AIM — A Tiny 108 KB Verifiable Personal AI With a Big Promise

🔗 Shunyaya Symbolic Mathematics

Click the link below to view all projects related to the Shunyaya framework: 
https://shunyaya.blog/

🌍 Closing Thought

In a world full of black-box intelligence, AIM Mini stands for something radically different:

That clarity is more powerful than complexity.
That proof is more valuable than prediction.
That small can be transformative.
That AI belongs with people, not above them.

AIM Mini is not here to impress.
It is here to liberate.

A personal AI,
built on symbolic truth,
living in 23 KB,
fully yours — today and forever.

⚠️ Disclaimer

Research and observation only.
Not for operational, safety-critical, financial, medical, legal, or professional decision-making. 

OMP

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🌟 SSM-AIM — A Tiny 108 KB Verifiable Personal AI With a Big Promise

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🧩 Dictionary-Optional, Manifest-First — A Lightweight Personal AI That Understands Without Words. ⚠️ Important: SSM-AIM is not a talking assistant or a universal question-answering system. It will not chat, write emails, or generate stories for you. SSM-AIM does one thing, but does it with proof: it takes the numbers you choose to give it, and tells you whether things are stable or drifting — with a stamped receipt you can trust. ✨ In the future, the same manifest-first framework can support richer layers of symbolic intelligence, and  larger, general-purpose AI systems can easily plug into AIM as their integrity core  — but AIM’s identity will always be this: a small, verifiable companion that you fully control. 🌱 Imagine a personal AI that doesn’t live in giant data centers, but quietly on your own laptop… inside just 108 KB. No heavy downloads, no hidden cloud, no secret training on your life. Just a tiny, honest companion running in a simple folder you ca...
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