The Library

The archive behind
the intelligence.

Labs is the Akhrots library — the open record of how the system works: the .aal format that carries your context between models, the benchmarks we hold ourselves to, and the research, writing and demos behind it all.

Format · v1.0

.aal — the All‑AI Language

A portable context format. .aal stores your memory and context as a single model-agnostic file, so meaning transfers losslessly between any AI — the substrate beneath Context Fidelity™.

Model-agnostic. Written once, read by GPT, Claude, Gemini, Grok or local models.
Complete. Carries memories, entities, relationships and context packs in one file.
Durable. Survives model swaps, session restarts and agent handoffs.
Diff-friendly. Human-readable — version your knowledge like code.

memory.aal

@aal      1.0
@origin   claude-opus-4
@fidelity 0.98
@portable true

memory "cafe-startup-idea" {
  type:     idea
  created:  2026-03-14
  entities: [#cafe, #startup, #ai-infra]
  summary:  "A café that doubles as an AI workspace."
  links:    ~funding, ~market-research
}

context.pack {
  recall:  semantic("startup ideas about cafés")
  include: [decisions, notes, files]
  budget:  8k
}

Sample shown for illustration — the published .aal specification will live in this section.

Know more

Benchmark

Context Fidelity™

Our benchmark for how much meaning survives a model handoff. We measure what's preserved when context moves Claude → GPT → Gemini, so nothing important is lost in translation.

0% meaning retained across models (target)

3+ models chained without context loss

1 shared brain behind every model

Figures are illustrative targets — live benchmark results will be published here.

Know more

Engine · GML

Multi-LLM Orchestration

Powered by GML. One memory layer that every model reads from and writes to — with routing that picks the right model for each task.

Recallretrieve memory

→

Ingeststore memory

→

Orchestrateroute tasks between models

→

Model RouterGPT · Claude · Gemini · OSS

→

Shared Brainone memory layer

Know more

Experimental

NUT OS

An experiment in making memory tangible: NUT as a living 3D desk companion that physically stores what you save — memories as crystals, walnuts and glowing orbs, and each project as a tiny world.

Living character Mood system Idle behaviours Cursor reactions Visual memory Project worlds Growth system

Know more

Writing