The Reality Intelligence Runtime

Teach intelligentsystems to decodereality

Build intelligence that understands reality through continuous interaction, experimentation, execution, and verification across software, compute, and the physical world.

Verified execution (Mission throughput)

120

80

40

0

$0

$0.06

$0.12

$0.18

Qwen2.5-VL 7B96.1% verified state reuse

← Lower effective mission cost

Mission throughput

140int/s

Verified execution

Effective mission cost

$0.01

Per interaction

Verified state reuse

96.1%

Last 24 hours

reality runtime, active missionexecution fabric

intent 1cold

node 1

intent 2hit

node 2

warm

intent 3hit

node 3

intent 4hit

node 4

intent 5hit

Without state affinity, continuous reality context is fragmented across the execution fabric.

Reality Fabricstate affinity

The Reality Fabric maintains a persistent, versioned representation of the world across computational, operational, and physical surfaces—keeping observations, state, intent, and evidence connected across every interaction.

01 — Persistent reality state

Maintain the current state of the environment across software, compute, devices, vehicles, robots, and industrial systems.

02 — Context-aware execution

Route missions to the capabilities and environments holding the relevant reality state.

03 — Continuous verification

Reconcile observations and outcomes against expected reality as missions execute.

Intelligence Optimization

Optimize intelligence across models, compute, tools, runtimes, and execution paths—measured against the verified outcome of each mission.

Price per 1M input tokens, log scale

$0.01$0.05$0.20$1.00$3.00

GLM-4-9B

Effective input $0.011

List price $0.10

9.0x

cheaper, 98.9% cache hit

Qwen2.5-Coder-32B

Effective input $0.015

List price $0.05

3.4x

cheaper, 87.7% cache hit

InternVL2

Effective input $0.014

List price $0.10

6.8x

cheaper, 96.1% cache hit

DeepSeek-V3

Effective input $0.012

List price $0.10

8.6x

cheaper, 98.3% cache hit

Llama-3.1-405B

Effective input $0.12

List price $0.80

6.6x

cheaper, 91.2% cache hit

OLMo-2-13B

Effective input $0.53

List price $2.00

3.7x

cheaper, 82.4% cache hit

Physical Intelligence pi0

Effective input $0.02

List price $0.15

7.5x

cheaper, 88.5% cache hit

Cosmos-1.0

Effective input $0.04

List price $0.25

6.2x

cheaper, 84.1% cache hit

Optimization paths are measured against the verified Reality Fabric, capturing end-to-end efficiency across hardware, networking, and precision configuration.

8 intelligence systems

Compose a mission.

Define an objective, provide the available capabilities, specify the reality surface, and let the Runtime construct an executable intelligence system.

ShellMission Runtime API

1MISSION_ID="$(uuidgen)"
2 
3curl -X POST "https://api.horos.com/v1/missions/execute" \
4  -H "Authorization: Bearer $HOROS_API_KEY" \
5  -H "X-Mission-Id: $MISSION_ID" \
6  -H "Content-Type: application/json" \
7  -d '{
8    "intent": "Optimize factory assembly line parameters for next chassis.",
9    "capabilities": ["nemotron-3-5-lightning-30b", "factory-telemetry", "robotics-control"],
10    "reality_surface": "industrial",
11    "constraints": { "budget_limit": 5.00, "max_latency_ms": 100 },
12    "verification": "continuous"
13  }'