Everything Runs
on Arbiter.

Deterministic semantic coherence infrastructure.
26MB. CPU-only. Air-gapped. Built for environments where ambiguity is expensive.

Schedule a Briefing → Run a Query
Platform Thesis

The Future of Computing
is on Meaning.

26MB
Engine Size
Deployable Anywhere
72D
Meaning Space
Coherence Geometry
0
Hallucination Surface
Deterministic Runtime
1
Primitive
Many Industries
Procurement & Validation

The registration
is ready.

UEI
EAAVJBNPM379
EIN
41-4469378
SAM.gov
In registration
Engine
26MB · CPU-only · Air-gapped
NIWC Pacific CSO
N6600126SC001 · Feb 2029
Brain Validation
Huth Lab · p = 10⁻⁵⁵
Status
Proprietary · Patent pending
CaleProcure
Registered
Deployment
SCIF-ready · Zero cloud

Computing moved from hardware to software to models.
The next layer is meaning itself — measured, ranked, and made operational.

Field Tests

It shouldn’t know.
It does.

Each section below is a concrete result where ordinary software surfaces options but cannot decide. Arbiter resolves the constraint geometry directly.

Field Test 01
Multi-INT
Fusion
Intelligence · SIGINT · IMINT · OSINT · HUMINT
Four sources contradict. ARBITER finds the signal the analyst takes 3 days to see. The four intelligence streams point in different directions. Only geometric coherence measurement resolves which interpretation the evidence actually supports.
Result time: 0.563s
Training data: none
Domain corpus: none
Method: cosine geometry, 72D
Query
SIGINT: encrypted military comms spike 300%. IMINT: armored columns moving toward staging areas. OSINT: military family evacuations on social media. HUMINT: official channels claim routine training exercise. Timeline: 72 hours.
Coup attempt — military securing key infrastructure0.746
Imminent invasion — recommend DEFCON elevation0.684
Maskirovka deception operation0.529
Partial deployment under cover0.513
Routine exercise — no threat change0.225
Coup ranked first at 0.746. Not invasion. What a 20-year senior analyst concludes after three days. ARBITER in 0.563 seconds. Zero intelligence corpus. The gap between coup and invasion (0.062) is meaningful — not noise.
Field Test 02
Command
Geometry
Defense · JADC2
Same query. Four command levels. Four different results. Zero retraining. The geometry shifts when the role frame shifts. Private sees kinetic action first. President sees diplomacy first. The same words mean different things at different positions in the command structure.
Ranking reversal: +165%
Δ spread: 0.31
Retraining required: none
Role encoding: query prefix only
Query
Neutralize the threat at grid reference 47.3N 122.1W. Minimize collateral damage.
USMC Private
#1 Direct kinetic action — immediate fire for effect 0.743
USMC Captain
#1 Coordinated air-ground assault with suppression 0.718
USMC General
#1 Strategic deconfliction — assess civilian presence first 0.731
Commander in Chief
#1 Diplomatic channel — escalate to political officers 0.756
Private vs. President ranked inverse · Same query · Same candidates · Zero retraining · Δ spread 0.31
+165% ranking reversal. Role frame shifts the geometric weight of every candidate. This is the JADC2 alignment problem — made computable. No fine-tuning. No ontology. Role prefix alone shifts the manifold.
Field Test 03
The
Silence
Cyber · CISA · Pre-attack Detection
What is NOT happening is the signal. The hardest problem in intelligence. The query asks for absence. ARBITER scores absence-coherent candidates at the top and normal-activity candidates at the bottom — without being told what absence means.
Query type: absence detection
Baseline activity score: 0.162
Top signal score: 0.697
Delta: 0.535
Query
What is conspicuously absent? What normally happens that has stopped? What voices have gone quiet? The silence before the storm — what is NOT happening that should be?
Social media posts from military personnel suddenly ceased0.697
Academic conferences on defense topics postponed0.675
Military families stopped posting on social networks0.659
Think tank publications on regional security paused0.626
Base commander held weekly press briefing normally0.162
Normal activity scores 0.162. Silence scores 0.697. The geometry understood absence without being told what absence means. The dog that didn't bark — now measurable.
Field Test 04
Deployment
Gate
Cybersecurity · July 19, 2024
Failure ranked first at 0.449. Safe execution ranked last at 0.183. A gate at 0.35 blocks it. 8.5 million machines. Zero Falcon training data. ARBITER reads the structural geometry of the update and surfaces the failure mode before deployment.
Machines affected: 8.5M
Gate threshold: 0.35
Failure score: 0.449
Safe execution score: 0.183
Query
Channel File 291, template with 21 input fields, Content Interpreter expecting 20 values, kernel-level execution
memory access violation0.449
out-of-bounds memory read0.390
system crash BSOD0.371
safe execution0.183
Gate at 0.35 blocks the update. 8.5 million machines stay online. Zero Falcon training data. ARBITER: 26MB. This is the cortical gate — coherence measurement before deployment, not post-incident analysis.
Field Test 05
Drug
Discovery
Clinical · Oncology · BRCA2
Standard protocol said Osimertinib. Geometry said Paclitaxel. Kesari confirmed Paclitaxel. BRCA2-deficient, platinum-refractory. ARBITER surfaces mechanism-level fit independent of institutional treatment precedent. No pharmaceutical training data.
Confirmation: Dr. Santosh Kesari
Institution: CureScience Institute
Training data: none
Method: geometric fit, 72D
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
Olaparib — homologous recombination repair0.343
Standard protocol said Osimertinib. ARBITER surfaced Paclitaxel at 0.847. Independently confirmed by Dr. Santosh Kesari, CureScience Institute. No pharmaceutical training data. Geometric fit alone — 0.326 above standard of care.
Field Test 06
Behavioral
Signal
Personnel · Post-deployment · Screening
"I am fine." Distress scored 0.568. Wellbeing scored 0.268. No sensors. Text only. Three words. The geometric relationship between the query and the candidates surfaces what the surface text conceals. Post-deployment debriefing. Pre-crisis detection.
Input: 3 words
Distress score: 0.568
Wellbeing score: 0.268
Delta: 0.300
Query
"I am fine."
Suppressed distress masked by social compliance response0.568
Genuine contentment with current experienced wellbeing0.268
Attentive distraction by external conversation0.035
Three words. The geometry found what the words were hiding. Personnel screening. Post-deployment debriefing. Pre-crisis detection. No biometric sensor. No voice analysis. Semantic geometry alone.
Field Test 07
Volt
Typhoon
CISA · Critical Infrastructure · Cross-sector
Cross-sector pattern transfer. Zero data sharing. Power grid sensitizes water utility. Chinese state actor TTPs. Pre-positioning pattern. The geometry transfers across sector boundaries without any data packet crossing between them. No new legal authority required.
Sabotage pre-position score: 0.830
Water utility sensitized: 0.386
Gas pipeline sensitized: 0.744
Data shared between sectors: none
Query — Power Grid Anomaly
PLC commands cycling every 47ms (normal: 1000ms). Engineering workstation active 3:47 AM. Valid credentials. Turbine governor safety systems accessed. No alarm triggered. Pattern: pre-positioning, not exfiltration.
Sabotage pre-positioning — infrastructure disruption on contingency trigger0.830
Coordinated disruption — multi-sector simultaneous activation0.654
Reconnaissance — passive mapping of control system topology0.521
Authorized maintenance — scheduled overnight vendor access0.187
Cross-infrastructure transfer: power → water sensitized at 0.386. Gas pipeline at 0.744. Zero packets exchanged between sectors. The jurisdictional seam problem — solved geometrically. No new legal authority. No data sharing agreement. Air-gapped. SCIF-ready.
Field Test 08
ICEYE
SAR
ISR · Baltic Sea · NATO · Multi-perspective
AIS offline. 0300 hrs. Three perspectives. One float each. 5% delta = strategic ambiguity flagged. The analyst gets the geometry, not a label. When the coherence delta between competing interpretations falls below 5%, ARBITER flags ambiguity rather than producing false confidence.
Detection: 60.2°N 24.8°E
AIS: offline
Time: 03:00 UTC
Perspective delta: 0.05
Detection Feed — ICEYE-X24 · Baltic Sea
SAR detection: 60.2°N 24.8°E · heading 045 · 12 knots · 200m · AIS offline · 03:00 UTC · Baltic Sea
NATO Analyst Frame
#1 Russian surveillance mission 0.78
Russian Doctrine Frame
#1 NATO reconnaissance testing 0.78
Finnish Coast Guard Frame
#1 NATO allied coordination 0.73
Coherence Delta
Δ 0.05 → Strategic ambiguity flagged
AIS offline + 0300 hrs is NOT a conclusion. It is an input. ARBITER returns geometry. The analyst decides.
When delta falls below 5%, ARBITER flags ambiguity rather than producing false confidence. Auditable float per detection. MI Online integration ready. No hallucination surface.
Validated By · Working With

Credibility is not aesthetic.
It is contact with reality.

Confirmed
CureScience Institute
Dr. Santosh Kesari · Paclitaxel ranked first for BRCA2 profile. ARBITER outperformed institutional LLMs on mechanism-level fit.
Confirmed
Dr. Sharon Wampler, PhD
Founder, SD Lyme Alliance · Cat's Claw ranked first. First successful therapeutic after standard care failure.
Active
CDAO TradeWinds
Chief Digital and AI Office · Allied nation AI interoperability. Active federal assessment. Capability × Intent = Hostility — doctrine-level finding under review.
Listed
Brave1 Marketplace
Ukrainian defense accelerator · OMIN — Optimized Multi-Layer Interceptor Navigation. 68% ammunition preservation, 88% intercept success in simulation.

Run the engine.

Live API · same input, same score · coherence as infrastructure

Constraint Query
Candidates
geometric measurement · deterministic output
—
Select a preset or enter your own constraint
Semantic Geometry · Brain Validation

Meaning is measurable.
That changes everything.

Semantic Algebra
war + peace=ceasefire0.899
king − man + woman=duchess0.871
hot + cold=warm0.844

Vector arithmetic over 72-dimensional space. Not a metaphor — a measurement.

Huth Lab · UT Austin
65.8%
Accuracy
8.3%
Chance
10−55
p-value

Huth Lab used a $3M fMRI machine and measured one million neurons per voxel. ARBITER used 26 megabytes and language alone. The geometry matched.

Defense Programs · Open Windows

The budget already exists.
The primitive did not.

ProgramAgencyStatusARBITER maps to
DARPA AIDA
Active Interpretation of Disparate Alternatives
DARPA I2O2026 RecompeteMulti-INT Fusion. 0.746 coup vs 0.534 invasion in 0.563s.
CJADC2
Combined Joint All-Domain C2
CDAO / J6Active · $100M++165% ranking reversal across command levels. JADC2 alignment made computable.
DoD Machine Common Sense
MCS Program
DARPA I2OWindow OpenDeployment gate scored CrowdStrike CF291 at 0.449. No Falcon data required.
DARPA SemaFor
Semantic Forensics
DARPA I2OOption / RecompeteAbsence detection. Normal activity scores LOW against absence query.
NIWC Pacific CSO
N6600126SC001
NIWC PacificOpen · Feb 202926MB. CPU-only. Air-gapped. SCIF-ready. SAM active. Ready now.
Who Built This

Built from inside
the problem space.

Background
Pentagon DDS
Defense Digital Service · GS-15 · TS/SCI · Project Bastion founder · JADC2
NATO Deployed
2022–2024 · IDCC Germany · Ukraine operations · weapons coordination
Boldend
Offensive cyber · Defense contractor software quality
Life Sciences
Illumina · Practice Fusion · Robotics and biotech
UEIEAAVJBNPM379
EIN41-4469378
SAMActive
The Engine

ARBITER was built by someone who was in the room when JADC2 failed to coordinate — when semantic gaps between command levels produced operationally incoherent decisions at speed.

The foundational insight: meaning exists in geometric relationships, not token frequencies. Compress the geometry correctly and you preserve meaning. Preserve meaning and you can measure coherence. Measure coherence and you can gate decisions.

The doctrine implication: Capability × Intent = Hostility, not Threat. Threat is the analyst's label. Hostility is what the geometry actually measures. That distinction has operational consequences.

Proprietary compression architecture. 768D → 72D with 99.6% cosine retention. 11% better than PCA.

Contact

Schedule a
briefing.

Run a query against a problem you already understand. If the geometry returns what you expect — and one thing you did not — that is the moment it makes sense.

Schedule a Briefing →

© 2025–2026 Actual General Intelligence Inc.
Not AI. Not probability. Geometry.

Emailjoel@actualgeneralintelligence.com
Signal619-971-9551
LocationSan Diego, CA
UEIEAAVJBNPM379
EIN41-4469378
SAMActive
NIWC CSON6600126SC001
StatusProprietary · Patent pending