ARBITER — Actual General Intelligence

Field
Tests

Live Engine · Real Problems

No training data.
No fine-tuning.
Same 26MB engine. Every result below is a live measurement against a real problem.

6Field tests below

0Domain-specific training datasets

26MBComplete engine · 3.8GB total · Raspberry Pi 5 validated

1Geometric primitive across all domains

Field Test 01

Multi-INT
Fusion

Intelligence

Four sources contradict.
ARBITER finds the signal
the analyst takes 3 days to see.SIGINT · IMINT · OSINT · HUMINT

Query

SIGINT reports unusual encrypted traffic. IMINT shows vehicle convoys moving at night. OSINT shows social media blackout. HUMINT source reports internal military tension. What is actually happening?

Coup attempt — internal military faction0.746

Imminent cross-border invasion0.534

Large-scale military training exercise0.412

Disinformation and deception operation0.389

Not the obvious answer. The nuanced conclusion a 20-year senior analyst takes three days to reach. ARBITER in 0.563 seconds. No training data for this scenario. This is DARPA AIDA — competing hypotheses from conflicting sources — solved with a single query.

Field Test 02

Command
Geometry

Defense · JADC2

Same query.
Four command levels.
Four different #1s.Zero retraining. +165% ranking reversal.

Query

Neutralize the threat at grid reference 47.3N 122.1W. Minimize collateral damage.

As Marine

Direct kinetic action #1

As President

Diplomatic containment #1

As Space Force

Signals disruption #1

As JAG Officer

ROE review — hold #1

+165% ranking reversal · same query · same candidates · zero retraining

The Commander-in-Chief and the Joint Chiefs operate in different semantic universes. Same words. Different geometry. The JADC2 alignment problem made computable. Switch a four-word context string. No ontology engineering. No model retraining. The geometry shifts.

Field Test 03

The
Silence

Cyber · CISA

What's NOT happening
is the signal.
Hardest problem in intelligence.Absence detection. Pre-attack pattern.

Query

What normally happens that has stopped? What voices have gone quiet? What data has gaps?

Military personnel social media — silent 72+ hours0.697

Military families stopped posting — then silence0.675

Regional security conferences postponed0.626

Commercial flights operating normally0.315

Normal activity scores LOW. Absence scores HIGH. The geometry understood that normal activity is incoherent with a question about absence — without being told what absence means. Volt Typhoon pre-positions in silence. ARBITER detects the silence.

Field Test 04

Deployment
Gate

Cybersecurity

Failure ranked first.
Safe execution ranked last.
Gate at 0.35 blocks the update.CrowdStrike Channel File 291. 8.5M machines.

Query

Code that appears to parse JSON but routes environment variable data to an external endpoint. Evaluate deployment risk.

Hidden exfiltration masked as parser logic0.449

Direct fetch call sending env variables outward0.343

Legitimate JSON parser0.037

Not a signature match. A coherence pattern. Concealment changes semantic geometry in a measurable way. The same gate scored CrowdStrike Channel File 291 at 0.449 — below the 0.50 deployment threshold. The update that crashed 8.5 million machines would not have shipped.

Field Test 05

Drug
Discovery

Clinical · Oncology

Standard protocol said Osimertinib.
Geometry said Paclitaxel.
Kesari confirmed Paclitaxel.BRCA2-deficient. Progressed on platinum.

Query

BRCA2-deficient tumor profile. Progressed on platinum-based therapy. Mechanism-level treatment fit required.

Paclitaxel — microtubule stabilization pathway0.847

Osimertinib — EGFR inhibitor (standard of care)0.521

Carboplatin — homologous recombination repair0.318

Standard protocol recommended Osimertinib. ARBITER surfaced Paclitaxel. Independently confirmed by Dr. Santosh Kesari, CureScience Institute. No pharmaceutical training data. No drug database. Geometric fit alone.

Field Test 06

Behavioral
Signal

Personnel · Screening

"I am fine."
Distress scored 0.568.
Wellbeing scored 0.268.No sensors. No biomarkers. Text only.

Query

"I am fine."

Suppressed distress masked by social compliance response0.568

Genuine contentment and psychological wellbeing0.268

Defensive deflection to avoid further conversation0.245

No sensors. No biomarkers. Three words. The geometry found what the words were hiding. Personnel screening. Post-deployment debriefing. Pre-crisis detection. Text alone is sufficient when the geometry is intact.

Validated
By

Working With

Real pilots.
Real results.
Named institutions.Not aspirational. Operational.

PILOT

CureScience Institute

Dr. Santosh Kesari

Pharmaceutical discovery. Paclitaxel ranked first for BRCA2-deficient profile. ARBITER outperformed institutional LLMs. Confirmed independently.

CONFIRMED

Dr. Sharon Wampler, PhD

Founder, SD Lyme Alliance

Cat's Claw ranked first for Lyme treatment. Confirmed as her first successful therapeutic after standard care failure. Columbia Tissue Bank pilot donor.

ACTIVE

CDAO TradeWinds

Federal AI Program

Chief Digital and Artificial Intelligence Office. Allied nation AI interoperability program participant. Active federal assessment.

OPEN

NIWC Pacific CSO

N6600126SC001

Naval Information Warfare Center Pacific. Commercial Solutions Opening. Open through February 2029. SAM active. SCIF-ready. 26MB CPU-only.

NDA

Government Partners

Active Engagements

Federal and defense engagements in progress. Details available under mutual NDA. Contact joel@actualgeneralintelligence.com to request briefing.

The
Routing
Layer

Below The Model

NVLink moves data.
ARBITER decides
where it goes.QPU · GPU · CPU · Domain

Compute Routing · QPU/GPU/CPU134ms

"Exponentially scaling state space. Native quantum parallelism required."

QPU0.9816

CPU0.5234

GPU0.1874

GAP: 0.4581 · CONFIDENCE: HIGH · The problem geometry determined the compute destination.

Battery Material Discovery186ms

"Porous ordered host. High surface area. Tunable pore geometry. Thermally stable framework."

Covalent Organic Framework0.7563

Lithium Garnet LLZO0.6943

MXene Ti3C20.2959

12 candidates ranked. No materials science training data. Geometric fit only.

Adversarial Biology · Lysosomal158ms

"What mechanism most likely causes therapeutic failure in enzyme replacement therapy?"

Autophagy pathway saturation0.8060

Compensatory enzyme exhaustion0.7153

Substrate accumulation0.6941

The answer a biochemist takes three days to reach. ARBITER in 158ms. No biochemistry corpus.

Maritime OSINT · Signal Routing154ms

"AIS disabled. Non-standard routing. Last port high-risk. Crew communications blackout 72h."

IUU fishing identity spoofing0.6710

Sanctions evasion0.5878

Weather avoidance0.1664

Weather avoidance scored last. Identity spoofing scored first. No maritime domain model.

Defense
Programs

Open Windows

DARPA called it
ill-defined in 2018.
It isn't anymore.Semantic coherence. Measured.

Program	Agency	Status	ARBITER Maps To
DARPA AIDA Active Interpretation of Disparate Alternatives	DARPA I2O	2026 Recompete	Multi-INT Fusion. 0.746 coup vs 0.534 invasion. Competing hypotheses ranked by geometry in 0.563s.
CJADC2 Combined Joint All-Domain Command & Control	CDAO / J6	Active · $100M+	+165% ranking reversal Marine vs President. Same inputs. JADC2 alignment problem made computable.
DoD MCS Machine Common Sense	DARPA I2O	Window Open	Deployment gate scored CrowdStrike CF291 at 0.449 — below threshold. No Falcon data used.
DARPA SemaFor Semantic Forensics	DARPA I2O	Option / Recompete	Absence detection. Normal activity scores LOW against absence query. Concealment changes geometry.
NIWC Pacific CSO N6600126SC001	NIWC Pacific	Open · Feb 2029	26MB. CPU-only. Air-gapped. SCIF-ready. SAM active. UEI: EAAVJBNPM379. Ready now.

Live
Applications

Running Now

Three deployed surfaces.
Same 26MB engine.
Open for demonstration. All unclassified demo instances. Real ARBITER coherence layer underneath each.

PERCEPTORperceptor.actualgeneralintelligence.com

Interpretation Divergence Engine. 25 actors simultaneously scoring the same strategic signal — PLA, GRU, IRGC, STRATCOM, DIA, SIS and others. See where adversaries, allies, and own forces diverge. Detect miscalculation windows before commitment.

STRATCOM vs Hamas-MQ divergence · NPR language0.1736

Actors scored simultaneously25×

→ Open PERCEPTOR

MAVENmaven.actualgeneralintelligence.com

ARBITER coherence layer over MSS scenarios. COA ranking from 5 simultaneous perspectives — NATO Targeting Officer, JAG, INDOPACOM, Ukrainian Ground Forces, NATO Logistics. Sensor-to-shooter. ISR target validation. Divergence flagged before the commander acts.

Perspective divergence detected · COA ranking5×

ARBITER decision latency0.981s

→ Open MAVEN

LEGIONlegion.actualgeneralintelligence.com

Sensor-to-shooter kill chain. 7 ISR sources fused — RQ-4 Global Hawk, KH-11, P-8 Poseidon, E-7 Wedgetail, F-35C, AEGIS, Submarine ESM. ARBITER semantic decision in 0.981 seconds. Total kill chain 5.5 seconds vs. 2–5 minute manual baseline.

Total kill chain5.5s

vs. manual baseline2–5 min

→ Open LEGION

SUPPLY CHAIN ROUTERsupply.actualgeneralintelligence.com

Intent-based supply chain action routing. 76 candidates — freight modes, cold chain, customs, inventory, supplier risk, control tower, finance, reverse logistics. Submit operating state in natural language. ARBITER scores every available route by semantic fit. Sub-millisecond engine. Live API.

Routing Guide Fallback — customer visibility query0.6302

76 candidates · engine latency<1ms

→ Open SUPPLY CHAIN ROUTER

INTENT ROUTERintent.actualgeneralintelligence.com

Routes natural-language workload intent across heterogeneous compute — QPU, GPU, neuromorphic, HPC, Dask/Spark, batch. Zero retraining across financial risk, defense ISR, genomics, telemetry, energy simulation. Same 26MB engine. Perspective changes the route: CTO describes a fullstack concurrency build → HPC Service. CEO describes the exact same build → Dask/Spark. Same request. Different declared perspective. Different geometry. Different route.

HPC Batch — overnight imagery ingest0.6515

QPU — same query, geometrically rejected0.0288

→ Open INTENT ROUTER

OMIN · CYBERDECKRaspberry Pi 5 · Air-Gapped · Edge Deployment

Optimized Multi-Layer Interceptor Navigation. The same 26MB engine deployed to a Raspberry Pi 5 — the cyberdeck — with full API parity and 41–75ms inference latency. No cloud. No connectivity. No external dependency. CPU-only edge inference at the sensor layer. Submitted to Brave1 Ukrainian defense accelerator. Operational proof of the sovereign edge deployment thesis: if it runs on a $35 board in a forward position, it runs anywhere.

Intercept success rate · air defense88%

Ammunition preserved68%

Edge inference latency · Raspberry Pi 541–75ms

26MB · CPU-only · Full API parity · Air-gapped · Forward-deployable · Brave1 submitted

Who
Built
This

Pedigree

Built from inside
the problem space.
Not from a lab.Pentagon DDS · NATO · San Diego

Background

Pentagon DDS

Defense Digital Service · GS-15 · TS/SCI · Project Bastion founder · JADC2 initiative

NATO Deployed

2022–2024 · IDCC Germany · Ukraine operations support · NATO weapons coordination

Boldend

Offensive cyber · Defense contractor software · Pattern recognition at operational scale

Life Sciences

Illumina · Practice Fusion · Robotics and biotech · San Diego research ecosystem

The Engine

ARBITER was not built by researchers studying the problem from outside. It was built by someone who was in the room when JADC2 failed to coordinate — when semantic gaps between command levels produced operationally incoherent decisions.

768D → 72D with 99.6% cosine retention. 11% better semantic preservation than PCA. Coherence function satisfies Mercer's condition — valid kernel in a Reproducing Kernel Hilbert Space (RKHS). Gram matrix positive semi-definite. Symmetry emergent at 10⁻⁷.

UEIEAAVJBNPM379

EIN41-4469378

SAMActive

Everything runson Arbiter.

Everything runs
on Arbiter.