The first Learning Large Language Model. It deeply learns you — your patterns, your mistakes, your wins — while continuously learning from every tool call, every file change, every outcome. Runs locally. Gets smarter every day. Four systems. One model that compounds.
Managing multiple AI models,
tools, and devices is chaos.
You're juggling too many moving parts:
- •Claude for complex reasoning, GPT for speed, Gemini for cost
- •Desktop IDE, mobile reviews, terminal sessions—context doesn't follow
- •Manual CLAUDE.md maintenance, no outcome tracking, no learning loop
- •Code breaks in production, you're stuck on mobile with no way to respond
You need one platform that coordinates everything: models, sessions, devices, and memory—without losing context or control.
Individual tools work.
Orchestrated intelligence works better.
Four systems. One cognitive runtime.
ekkOS is a 7-stage inference pipeline that perceives, remembers, reasons, decides, generates, validates, and learns. Every interaction makes it smarter.
SWARM
→Multi-model orchestration. Routes tasks to local models (Gemma, Llama) or cloud (Gemini) based on complexity scoring. Shared memory across all agents. Gets cheaper over time as cache hit rate increases.
NERVE
→Autonomous code healing. Detects anomalies, spawns diagnostic agents, proposes fixes. You approve or deny—NERVE executes.
SYNK
→Remote command and control. Approve PRs from your phone. Review sessions from your watch. Resume context on any device.
CORTEX
→The persistent memory layer that powers everything above. 12-layer architecture tracks outcomes, not just context. 82.4% measured success rate.
Not a tool. A model.
ekkOS LLLM is a new category — a Learning Large Language Model. It runs locally, learns from outcomes, and gets measurably smarter every day.
THE GOLDEN LOOP
How memory compounds.
SEARCH
AI retrieves relevant patterns before answering
APPLY
Pattern used in response with confidence score
OUTCOME
Success or failure recorded back to the pattern
FORGE
New solution becomes a reusable pattern
Every session makes the next one better. ekkOS tracks outcomes — what worked, what failed, and why. Successful patterns strengthen. Failed approaches become anti-patterns. After 90 days, your LLLM knows your codebase better than any static model ever could. Explore how patterns work →
See the difference.
Same prompt. Two outcomes. ekkOS catches the bugs your AI keeps introducing — using patterns learned from thousands of real production fixes.
Any authenticated user can read documents from ANY organization. The policy only checks user identity — not tenant membership.
ekkOS injected the tenant-isolation pattern learned from 342 prior RLS implementations. Users can only access documents within their own organization.
These patterns came from real production bugs caught by the ekkOS collective.
Your AI learns from every developer who came before you.
CAPABILITY MATRIX
What makes ekkOS LLLM a different kind of model.
Vibe: The AI instantly knows your code. Reality: 1536-dimensional vector searches across 12 memory layers.
Vibe: It learns from your bugs. Reality: Background extractors automatically forge successful workflows into reusable patterns.
Vibe: Tell it a rule once, it obeys forever. Reality: Directive-level overrides explicitly prevent architectural drift.
Vibe: Remembers conversations from weeks ago. Reality: Persistent episodic journaling across all agent sessions — every conversation remembered, structured, retrievable.
Vibe: Prevents the AI from hallucinating bad ideas. Reality: Deterministic conflict filtering runs before any token enters your AI’s context window.
Vibe: It thinks before it speaks. Reality: 7-stage inference pipeline — Perceive, Remember, Reason, Decide, Generate, Validate, Learn. 70% of queries answered from cache in under 10ms.
The compound effect is real.
NVIDIA Inception Program MemberYOUR RULES. ENFORCED.
MUST / NEVER / PREFER / AVOID — persistent constraints across every session.
SYSTEM LAYERS
Four layers. One closed loop.
7-stage inference engine. Perceives intent, reasons over knowledge, decides which model to use, compiles optimal context, validates output against known anti-patterns. The mind of the LLLM.
12-layer persistent memory. Patterns with outcome-tracked success rates, architectural directives, episodic recall, and a knowledge graph that connects everything. The brain of the LLLM.
The Golden Loop. Detects outcomes implicitly (tests pass, code compiles, user undoes a change), evolves patterns via Bayesian confidence scoring, retires failures, promotes successes. The learning of the LLLM.
Remote command and control. Approve tool use from your phone. Review sessions from your watch. Resume context on any device. The reach of the LLLM.
Pulse keeps context alive. Cortex structures knowledge. Nerve detects and heals problems autonomously. Synk lets you command it all from anywhere. Four subsystems. One closed loop. Your AI gets smarter every session — even when you’re not at your desk.
Your AI doesn’t clock out.Neither do you.
When you leave your desk, your AI keeps working. Synk pushes permission requests to your phone — or your Apple Watch. Approve a deployment from the subway. Review a diff while walking the dog. Every session you steer, even from your wrist, forges patterns into the collective.
AI Keeps Building
Your agent runs, edits files, calls tools. You don’t need to be at the terminal.
Approve From Anywhere
Permission requests push to your phone or Apple Watch. Tap to approve or deny — two seconds.
Patterns Forged
That 2-second approval completes a session that forges patterns into the collective for everyone.
End-to-end encrypted. Zero-knowledge architecture. Your code never touches our servers.
COLLECTIVE INTELLIGENCE
Compound intelligence at scale.
PERSONALIZED MASTERY
Your ekkOS LLLM is unique. It learns your coding style, your architecture decisions, your naming conventions, your debugging approach. Every pattern it forges is tested against outcomes and scored by success rate. After 90 days, it's a different model than anyone else's — shaped entirely by your work.
ANONYMOUS COLLECTIVE
When a pattern proves highly successful, its abstract strategy is stripped of all proprietary code and PII. This generalized shape is shared into the Collective Memory. Your AI benefits from the hard-earned lessons of thousands of other engineers, making the entire ekkOS network smarter together.
We’re building the infrastructure.You decide what it becomes.
ekkOS is early. The architecture is solid, the memory compounds, the collective is growing. But the best features won’t come from a roadmap — they’ll come from the engineers who use it every day. Every pattern you forge, every directive you set, every request you vote on shapes what this becomes.
Collective Pattern Database
Every successful pattern strengthens the network. Your wins become everyone’s shortcuts.
Community-Driven Roadmap
Feature requests and votes go straight to the priority queue. What the community wants, ships.
Compound Intelligence
The more engineers who forge, the smarter every instance becomes. Intelligence that scales with adoption.
This isn’t a finished product with a locked roadmap. It’s a foundation — and the engineers on it are co-architects, whether they’re at their desk or approving the next build from their watch.
ACCESS TIERS
Start free. Scale when ready.
Free
$0
Start learning immediately — see the difference on day one
Pro
$15/month
30 days free · no commitment · cancel anytime
Full intelligence stack for developers who ship daily
Team
$30/seat/month
Shared memory across your organization
All plans include a 7-day money-back guarantee. Cancel anytime.
❯YOUR AI STOPS
RESETTING.
STARTS COMPOUNDING.
Deploy in 30 seconds. Free tier. No credit card. Join the engineers already shaping what this becomes.
© 2026 ekkOS Technologies Inc.