Amnesia Labs

Better Context. Less Space. All Models.

We build AI infrastructure that makes every token count.

Amnesia Labs builds tools that give AI agents the memory and efficiency they've never had.

Brain

AI Memory That Learns

Persistent context management modeled on biological memory. Four specialized stores, intelligent routing, outcome-based learning.

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BrainPack

Compression Without Compromise

AI-native encoding that delivers context in fewer tokens. Up to 28% reduction. In 48% of 7,948 benchmark tests, compressed context outperforms the original.

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See the Compression

Raw context in. Packed, model-ready context out. Fewer tokens — and often better accuracy.

## System Architecture

The routing layer handles

all incoming requests and

distributes them across

multiple service endpoints.

### Key Decisions

We chose PostgreSQL for

the persistence layer due

to its JSONB support and

extensibility features that

allow flexible schemas.

`brain_store()`

Accepts namespace, target,

and data parameters. The

thalamus routes to the

appropriate memory store

based on content analysis.

### Configuration

```yaml

decay_rate: 0.15

max_results: 20

temporal_weight: 0.3

```

The temporal scoring uses

exponential decay with a

configurable half-life for

domain-specific tuning...

BrainPack

.md → .mdc

arch: routing→multi-svc

db: pg/jsonb+ext+flex

api: store(ns,tgt,d)→thal

cfg: decay=.15 n=20 tw=.3

score: exp_decay(hl,domain)

context.md

~1,000 tok

context.mdc

~720 tok

Up to 28% token reduction. Compressed often outperforms the original.

Patterns Everywhere

The brain doesn't store raw data. It encodes patterns, reinforces what works, and lets everything else decay. We took the same architecture—hippocampal indexing, cortical consolidation, temporal scoring—and turned it into infrastructure. Biology solved the context problem billions of years ago. We just translated the answer.

This cross-domain thinking drives everything we build. Music theory informs our compression harmonics. Information theory shapes our encoding. Neuroscience structures our memory stores. The best patterns aren't invented—they're discovered where disciplines intersect.

Get Started

Request early access to Brain, BrainPack, or both.