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Independent Evaluation

See It Think for Yourself

The Black Box is an air-gapped, self-contained evaluation environment. No telemetry. No network calls. Your data, your tests, your results.

297
Test Points
100%
llama3.1:8b at 20M
$0
Per Query (Offline)
0.27s
Retrieval at 20M

Results achieved in a completely air-gapped environment with zero external connectivity.

What is the Black Box?

The Black Box is a completely self-contained instance of CosmicMind that runs on hardware with zero external connectivity. It's designed for organizations that need to verify our claims independently before committing.

Air-gapped by design: no telemetry, no phone-home, no external API calls. Everything runs locally on ollama/llama3.1:8b —load your own data, define your own test facts, and run the same Needle-in-a-Haystack protocol we use internally. The results speak for themselves.

What You'll See

The Black Box runs a Multiple Needle-in-a-Haystack (NIAH) protocol: 10 simultaneous needles hidden across 11 document depths and 9 context scales, from 8K to 20M tokens. Below is what the results look like.

297Test Points
3Model Families
10Simultaneous Needles
$0Cost per Query
Context Length
Depth
8K
32K
128K
512K
1M
2M
5M
10M
20M
10%
96.2%
97%
97.5%
98%
98.5%
99%
100%
100%
100%
20%
95.8%
96.5%
97.2%
97.8%
98.3%
99%
100%
100%
100%
30%
95.5%
96.8%
97%
97.5%
98%
98.8%
100%
100%
100%
40%
96%
96.3%
97.3%
97.9%
98.4%
99.2%
100%
100%
100%
50%
95.2%
96%
97.1%
97.6%
98.2%
99%
100%
100%
100%
60%
95.9%
96.7%
97.4%
98.1%
98.6%
99.1%
100%
100%
100%
70%
96.1%
96.4%
97.2%
97.7%
98.3%
98.9%
100%
100%
100%
80%
95.6%
96.2%
97%
97.5%
98.1%
99%
100%
100%
100%
90%
95.4%
96.6%
97.3%
97.8%
98.4%
99.2%
100%
100%
100%
95%
96.3%
96.9%
97.5%
98%
98.5%
99%
100%
100%
100%
99%
95.7%
96.1%
97.1%
97.6%
98.2%
98.8%
100%
100%
100%
100%
99.5–99.9%
99.0–99.4%
<99%

NIAH accuracy (%) across context lengths and document depths. Tested on ollama/llama3.1:8b in a fully air-gapped environment.

How It Compares

CosmicMind maintains near-perfect accuracy while staying sub-second at every scale. See the full benchmark data for more.

Accuracy vs Context Stuffing

Retrieval Speed at Scale

Evaluator Capabilities

The CosmicMind Black Box is a fully self-contained, air-gapped demonstration unit designed for independent evaluation. It operates with no internet connectivity, no telemetry, and no data exfiltration of any kind.

Evaluators can:

  • Load their own data — any text corpus, any size, any domain
  • Define their own test facts — specific information to be retrieved
  • Run the full benchmark suite independently
  • Verify all inputs, outputs, and timing with complete transparency
  • Confirm the capability without accessing any proprietary technology

The Black Box exists so that every claim can be independently verified. We do not ask anyone to take our word for it. We ask them to test it themselves.

To schedule a Black Box evaluation: info@pansynapse.com

Hardware & Honest Limits

The Black Box runs on modest hardware. Here's what the Light tier looks like.

Light

Edge & mobile deployment

Hardware: M-series Mac · Jetson Orin · High-end laptop

Memory: 16–32 GB RAM, SSD

100%

NIAH 20M

87.5%

Fiction.liveBench

<1s

Retrieval

Where We Fall Short

We publish where CosmicMind falls short. Transparency is non-negotiable.

-2.6pp

LongMemEval (s subset)

On the single-session subset of LongMemEval, RAG-based approaches outperform CosmicMind by 2.6 percentage points. CosmicMind is optimized for cross-session synthesis, not single-turn lookups.

-10 to -20pp

EgoLifeQA

EgoRAG, a retrieval system purpose-built for egocentric video QA, outperforms CosmicMind by 10–20pp on this multimodal benchmark. CosmicMind is a text-native system and does not yet ingest video or image data.

See the full benchmarks page for complete methodology and results.

Schedule Your Evaluation

See CosmicMind think for yourself. We'll set up a Black Box instance on your infrastructure.