RSIX
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RECURSIVE SELF-IMPROVEMENT, FOR EVERYONE

A company
that learns.

Your data. Your model.
Your evolution.

We’re building AI that learns from your company’s real work. Every task, every correction, every outcome—a chance to get better.

Meet your own RSI
FIG. 01 / CONTINUOUS EVOLUTION
01 / Observe
02 / Learn
03 / Evolve
✳ INTELLIGENCE, COMPOUNDING.
THE NEXT CHAPTER OF THE COMPANYSCROLL TO EXPLORE
01 / THE VISIONEXECUTION → EVOLUTION

AI changes what
a company can do.
RSI changes how
fast it improves.

Every company runs two loops: doing the work, and getting better at it.

Agents are taking on execution. The next step is to give them the ability to improve the system itself.

Close the second loop
THE SHIFTWho drives the next iteration?
TodayAgent executes→Human finds problems→Human improves→Human iterates
With RSIAgent executes→Agent observes→Agent learns↺Agent iterates

AI increases productivity.
RSI increases its rate of growth.

02 / THE MISSING LOOPMORE TOKENS ≠ MORE LEARNING

Better models.
Same bottleneck.

Tokens get cheaper. Models get stronger.
Humans still drive every improvement.

The bottleneck is moving from the model to the system around it. Companies need AI that runs continuously, learns from outcomes and improves with experience.

THE LOOP TODAY

+Human asks
→
✳AI answers
→
+Human decides
EVERY ITERATION RETURNS TO A HUMAN

More usage does not become
more intelligence.

FROM

An individual tool.

Ask → Answer
More tokens, more usage.
TO

A learning organization.

Observe → Act → Learn
More experience, better intelligence.
03 / YOUR OWN RSITHE SYSTEM

Deploy once.
Learn from every task.

A continuous learning engine that turns your company’s knowledge, work and feedback into your company’s own evolving model.

01 / YOUR EXPERIENCE
▤Company data
⌁Work trajectories
↳Human feedback
◎Business outcomes
02 / CONTINUOUS LEARNING

The learning engine

Observe · Diagnose · Train
Evaluate · Deploy

EXPERIENCE BECOMES CAPABILITY
03 / YOUR COMPANY MODEL
COMPANY MODELV1
COMPANY MODELV10
COMPANY MODELV100↗

Your knowledge.
Your workflows.
Your best decisions.

VALUE IS MOVING UP THE STACK

Tokens will commoditize.
Learning loops will compound.

From buying inference and training
to owning an evolving intelligence system.

04 / THE ENTRY POINTCOMPANY ROUTER

Route the work.
Capture the experience.
Train the company.

Start where AI work already flows.

Our enterprise AI gateway brings model routing, cost control, security and governance into one layer. The work flowing through it becomes the foundation of Company RSI.

COMPANY ROUTERINTERACTIVE SYSTEM VIEW
THE RIGHT CAPABILITY

Route each task across models, agents and humans. Capture how the work gets done.

EVERY TASK LEAVES A LEARNING SIGNAL

Task → Action → Correction → Outcome ↗ Company model

DAY 1

Better AI operations.

Routing · Cost · Security · Audit

OVER TIME

Proprietary learning.

Trajectories · Feedback · Outcomes

LONG TERM

Your own RSI.

An intelligence that compounds.

Cloudflare built infrastructure around internet traffic.
We’re building evolving intelligence around AI work.

05 / THE ROADMAPCAPTURE → LEARN → EVOLVE → CREATE

A gateway today.
A new kind of
company tomorrow.

First, help existing companies improve continuously. Then, enable new companies built around that capability from Day 1.

PHASE 01 / CONNECT THE WORK

Company Router

An open-source entry point for AI work. Connect humans, agents, models and tools—and capture the experience between a task and its outcome.

RoutingSecurityCostGovernance

Existing companies adopt RSI.
New companies are born with it.

06 / THE COMPOUNDING ADVANTAGEA VIRTUOUS CYCLE

More work.
A smarter
company.

Every task creates proprietary experience. Better company models can take on more work—and generate more experience.

✳Self-improvement
engineTrain → Evaluate → ImproveV1 → V2 → V3 → ∞
01More work
02More experience
03Better RSI
Real work is the beginning of the loop.
✳

Your company’s experience is the training ground.
Every task can make the next task better.

07 / THE POSITIONINGFOUR LAYERS. ONE SYSTEM.

Your data.
Your model.
Your evolution.

The opportunity is to connect AI work, company-owned models, continual learning and self-improvement in one system.

APPROACH AI work data Own model Continual learning Self-evolution
OpenRouter / LiteLLM ✓ △ — —
Fireworks — ✓ ✓ —
Frontier RSI — — ✓ ✓
✳ RSIX ✓ ✓ ✓ ✓

Strategic positioning, not a feature audit. RSIX reflects our target architecture.
✓ Included   △ Partial   — Not represented or not the focus.

08 / THE BUSINESS MODELADOPTION → COMPOUNDING VALUE

Router drives adoption.
RSI drives value.

01 / OPEN SOURCE

Company Router

Connect AI work.
Establish the entry point.

THE ADOPTION ENGINE
02 / ENTERPRISE

Company RSI

Training. Evaluation. Deployment.
Turn experience into intelligence.

THE VALUE ENGINE
THE CUSTOMER OWNS

Data · Trajectories · Company model

RSIX COMPOUNDS

Core RSI Model · Evolution Engine

Customer intelligence stays private.
The core model learns how to learn.

RSI FOR EVERYONETHE NEXT CHAPTER STARTS HERE

Don’t just use AI.
Evolve with it.

Let’s build
what’s next.
Your data. Your model. Your evolution.[email protected] ↗