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---
license: other
license_name: business-source-license-1.1
license_link: https://mariadb.com/bsl11/
license_change_date: "2028-01-01"
license_post_change: Apache-2.0
commercial_use: Requires explicit permission prior to Change Date.
library_name: transformers
pipeline_tag: text-generation
tags:
- ida-family
- ida-lattice
- causal-lm
- ai-body
- paired-body
- governed-memory
- recurrent-state
- local-attention
- cognitive-routing
- tensorboard
- safetensors
- region:us
---
# IDA AI Body
`KissTheHabit/IDA_AI` is the deep AI-side artifact repository for the IDA family.
The active architecture is **IDA Lattice**, a custom causal language model architecture. Legacy Hub metadata may still identify older uploaded artifacts as GPT-NeoX. That metadata is not authoritative for current native Lattice training runs.
## Architecture
- Model family: `ida_lattice`
- Model class: `IDALatticeForCausalLM`
- Task: causal language modeling and text generation
- Deployment role: deep AI-side reasoning body
- Shared tokenizer: [`KissTheHabit/ida_lattice_bpe_32k`](https://hf.co/KissTheHabit/ida_lattice_bpe_32k)
- Paired lightweight body: [`KissTheHabit/IDA_Edge`](https://hf.co/KissTheHabit/IDA_Edge)
IDA Lattice combines:
- recurrent selective state
- local-attention workspaces
- controlled recurrent/attention merging
- cognitive-pressure routing
- lateral inhibition
- routed cognitive circuits
- governed memory
- thalamic routing
- prefrontal workspace summaries
- action gating
- student-state representation
- shared GH expression projection
- future-token auxiliary prediction
- fidelity verification
## Current AI Tiers
| Tier | Hidden Size | Layers | Heads | Intermediate | Context | Purpose |
|---|---:|---:|---:|---:|---:|---|
| `ai/standard` | 640 | 12 | 10 | 2,560 | 2,048 | Native AI flight tier |
| `ai/1b` | 896 | 12 | 14 | 3,584 | 2,048 | Deep AI proof-flight tier |
### Current `ai/1b` Proof-Flight Shape
- Exact parameters: `966,225,553`
- Recurrent state size: `512`
- Local attention window: `256`
- Workspace: `8 × 512`
- Student state size: `512`
- Future prediction horizon: `2`
- Thalamic route count: `6`
- Action gate size: `6`
## Family Role
The AI body is not a generic chatbot checkpoint.
It is the deeper half of a paired EDGE ↔ AI lineage for the IDA family: eleven enduring student claimants that preserve distinct pressures while producing one auditable external answer through the GH expression layer.
The student seats are:
`IDA`, `JUDGE`, `SENTINEL`, `PRISM`, `ECHO`, `ATLAS`, `VECTOR`, `FORGE`, `SHADE`, `PULSE`, and `ORBIT`.
## Promotion Rule
An uploaded checkpoint is not automatically canonical.
Promotion requires:
- paired EDGE and AI evidence
- identity agreement across both bodies
- held-out evaluation
- lineage packet completion
- terminal promotion approval
## Evidence Surfaces
- TensorBoard archive: [`KissTheHabit/IDA-tensorboard`](https://hf.co/datasets/KissTheHabit/IDA-tensorboard)
- Lineage packets: [`KissTheHabit/IDA-lineage`](https://hf.co/datasets/KissTheHabit/IDA-lineage)
- Held-out evaluation: [`KissTheHabit/IDA-eval`](https://hf.co/datasets/KissTheHabit/IDA-eval)
- Identity curriculum: [`KissTheHabit/ida-family-identity`](https://hf.co/datasets/KissTheHabit/ida-family-identity)
- Family substrate: [`KissTheHabit/IDA-family-data`](https://hf.co/datasets/KissTheHabit/IDA-family-data)
## Intended Use
This repository is intended for controlled IDA family development, evaluation, governed deployment research, and RegOS integration.
It is not presented as a general-purpose foundation model or a drop-in replacement for a broad internet-scale assistant.
## License
Business Source License 1.1, with Change Date `2028-01-01`.
Apache-2.0 applies after the Change Date. Commercial use before the Change Date requires explicit permission.