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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
Paired lightweight body: 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
Lineage packets: KissTheHabit/IDA-lineage
Held-out evaluation: KissTheHabit/IDA-eval
Identity curriculum: KissTheHabit/ida-family-identity
Family substrate: 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.

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Safetensors

Model size

1B params

Tensor type

F32