Stack 3.0 — Now Training Iteration 2

The autonomous
coding engine
for the AI era.

Stack 3.0 reasons through complex tasks, uses tools autonomously, and explains every decision.

stack-3.0-omni-nexus
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Integrated with the world's leading infrastructure

Groq
Supabase
Vercel
Hugging Face
Groq
Supabase
Vercel
Hugging Face
Built on open foundations

Everything you need.
Nothing you don't.

Instant Response

Fast inference via Groq's LLaMA 3.1 deployment. Optimized pipeline with sub-second latency.

Secure by Design

API key hashing, input validation, HTTPS enforcement, and secure session management.

Llama-Based Models

Powered by Meta's Llama 3.1. Both cloud and self-hosted options available.

Tool-Use Enabled

Stack can call functions, run code, and interact with external tools and data sources.

High Availability

99.9% uptime SLA for Pro customers. Global CDN for model assets.

Open Source Models

Model weights on HuggingFace (Apache 2.0). Gateway code MIT licensed. Full transparency.

How it works

From idea to production in four steps.

Stack 3.0 is not just a model — it's a complete pipeline. Prompt, reason, validate, ship. That simple.

01

Write a prompt

Describe what you want to build. The more specific, the better the output.

02

Stack 3.0 reasons

Our model breaks down your request into steps, uses tools, and validates each one.

03

Review and iterate

Watch the reasoning trace unfold in real-time. Correct the agent at any point.

04

Deploy to prod

Push the output to your repo, ship it to your infrastructure, done.

One engine. Every workflow.

Stack 3.0 is a general-purpose coding intelligence. Use it for anything from a single bug fix to a full product rewrite.

Code Generation

From function stubs to full CRUD APIs, generated and tested in one shot.

Code Review

Autonomous review of PRs with suggested fixes and explanations.

Debugging

Paste an error, get root cause + fix in under 60 seconds.

Architecture

Design system diagrams, RFC templates, and decision logs on demand.

Refactoring

Bulk modernize legacy code, apply patterns consistently across a repo.

Agentic Pipelines

Chain agents together with custom logic. Loops, conditionals, human-in-the-loop.

📊 Evaluated on standard benchmarks — no tuning runs

Real scores. No marketing.

Stack 3.0 evaluated on HumanEval, ARC-C, MBPP, and MMLU — the same benchmarks that power GPT-4 and Claude evaluations. Numbers are from our latest fine-tune, not cherry-picked from a research paper.

Code Generation
85.37%
HumanEval
Python code writing from docstrings & function signatures
Science Reasoning
83.28%
ARC-C
Multi-step science question answering
Python Problem Solving
79.8%
MBPP
Entry-level Python programming tasks
Multilingual Understanding
59.89%
MMLU
57-task general knowledge benchmark
+23.1%
over Llama 3.1 8B on HumanEval
+10.2%
over Qwen 2.5 Coder 7B on MBPP
+6.3%
over Mistral 7B on MMLU
Technical Capabilities

Everything you need.
Nothing you don't.

Tool-Use Enabled

Stack can call functions, run code, and interact with your environment in real-time.

Instant Response

Fast inference for everyone. Optimized pipeline, no cold starts, zero latency.

Native Model Support

Powered by Meta-Llama 3.1. Fast, capable, and always available for production loads.

Always-On Inference

Reliable uptime for every user. No slowdowns or cold starts, even during peak load.

Open Source Core

Model weights on HuggingFace. Gateway code is MIT licensed. Audit freely.

Enterprise Security

Standard web security: input validation, HTTPS, and secure API key handling.

The Intelligence Flow

From idea to production
in a single reasoning loop.

Input

Prompt Analysis

Analysis

Cognitive Mapping

Execution

Tool Orchestration

Validation

Self-Correction

Deployment

Production Ship

One engine. Every workflow.

Stack 3.0 is a general-purpose coding intelligence. Use it for anything from a single bug fix to a full product rewrite.

Schema Orchestration

Generate PostgreSQL schemas and Prisma models with automatic relation mapping.

API Gateway Design

Architect a high-performance gateway with rate limiting, auth, and logging.

Infrastructure as Code

Deploy full Kubernetes clusters with Terraform and ArgoCD pipelines.

Developer Documentation

Developer Trust

Production-grade API with millisecond precision. Built for engineers who demand transparency, predictability, and raw power.

api.stack-ai.me/v1/agent/execute
RequestPOST
curl -X POST https://api.stack-ai.me/v1/agent/execute \
-H "Authorization: Bearer YOUR_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"agent_id": "stack-core-01",
"input": "Analyze the repository for memory leaks",
"stream": true,
"context": {
"max_tokens": 4096,
"temperature": 0.2
}
}'
Response200 OK
{
"id": "run_8x2kL9sP",
"status": "executing",
"trace": [
{
"step": 1,
"action": "scanning_files",
"thought": "Analyzing heap dumps and allocation patterns...",
"timestamp": "2026-04-16T10:12:01Z"
},
{
"step": 2,
"action": "reasoning",
"thought": "Found potential leak in /src/core/socket.ts line 142",
"timestamp": "2026-04-16T10:12:04Z"
}
],
"usage": {
"prompt_tokens": 1240,
"completion_tokens": 412,
"latency_ms": 842
}
}

Zero-Latency Traces

Real-time visibility into the agent's reasoning chain as it executes.

Global Edge Delivery

API endpoints distributed across 40+ regions for minimum TTFB.

Type-Safe SDKs

Full TypeScript definitions for every request and response object.

Scalable Intelligence.
Transparent Pricing.

From independent developers to global enterprises, Stack 3.0 scales with your technical requirements.

Developer

For individuals exploring the engine.

$0/mo
Up to 50 prompts / month
Standard reasoning traces
Community support
Public model weights

Professional

For power users and professional engineers.

$49/mo
Unlimited prompts
High-priority reasoning
Priority support
Custom tool integrations
Advanced project memory

Enterprise

For organizations requiring maximum scale and security.

Custom
Dedicated inference nodes
SOC2 & HIPAA Compliance
Custom SLA guarantees
On-premise deployment
White-glove onboarding