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Building the Post SaaS Era

Agentic AI
Systems Architect.

I design and deploy autonomous AI systems that replace manual workflows. Custom agents, CRM integrations, API orchestration, and the infrastructure that makes your operations run without you.

Start with a Diagnostic See My Work
The Practice

From operations leader
to systems architect.

I spent years managing teams and watching high-performing organizations lose momentum to repetitive admin work and broken tools. Now I build the systems that fix that.

Operational Grounding

Rose from sales leadership to managing partner. Led substantial teams. Saw firsthand how even strong organizations hemorrhage time on data entry, routing, and fragmented systems.

Operations Leadership

Frontier Insight

Served as an adversarial evaluator for pre-release models at OpenAI, Google, and Meta. I know exactly where frontier AI excels, where it breaks, and how to deploy it without blowing up your stack.

OpenAI / Google Evaluation

Curated Execution

I take a small number of clients per quarter. Each engagement gets my full attention. The result: systems that actually work, built by someone who understands both the business and the technology.

Precision Discretion
Select Engagements

The Elitza Ecosystem.

Three interconnected systems I'm building publicly. Most client work stays confidential. These are the foundation of everything.

Elitza Framework Core Product

The CLI super agent that wraps any LLM and makes it 200× smarter. Natively connected to gapfeed (live intelligence) and MCP (tool execution + community). Persistent memory, secure tool calling, multi-step autonomy : one interface for everything.

Any LLM Native gapfeed MCP tools
elitza.life →
gapfeed Live Intelligence

The permanent world model. 24/7 agents scan social APIs, cluster pain & desire signals, classify buyer intent, and give Elitza real-time foresight no other system has. Elitza queries it natively via silent API.

189K+ signals 7+ data sources 5 parallel agents
gapfeed.com →
MCP Server Tool Layer

The community-powered execution hub (hub.dariocositore.com). Anyone can publish tools. Live leaderboard + revenue share for creators. Chrome extension: 1-click JSON schema from any webpage. Unified API gateway. Playwright today : native engine in progress.

Community tools Revenue share 1-click creation
hub.dariocositore.com →
The Practice

What I Build

Three core engagement types. Each one targets a specific pain point in your operations stack.

Workflow Repair & API Orchestration

For businesses already running HubSpot, GoHighLevel, Make, Zapier, Airtable, Lawmatics, or Clio. I step in to audit broken pipelines, fix token limits, and inject intelligence into existing workflows.

Agentic Layer Workflow Repair
CRM API hooks Make/Zapier audits

Custom Agent Shells

For complex workflows where standard SaaS solutions fail. I build bespoke, fully autonomous agents equipped with long-term memory, secure permissions, and the ability to execute multi-step tasks without human hand-holding.

Custom Build Full Autonomy
Memory state Secure execution

Human Capability Multiplication

The end state: humans handle judgment, exceptions, and strategy. The systems handle data extraction, routing, database updates, and routine execution.

Automation Reliability
Zero data entry Human oversight loops
How It Works

From diagnosis to deployment.

Every engagement starts with understanding where your operations are bleeding. Then we build the system to stop it.

Phase 1
Diagnostic & Bleed Analysis
I map your current workflows and find exactly where high-paid human time gets wasted on data routing, extraction, and formatting.
Phase 2
Systems Architecture
I design the right intelligence layer. Lightweight orchestration for simple problems. Bespoke execution frameworks with persistent context for complex ones.
Phase 3
Agent & Tool Deployment
Building the connections. Frontier models plugged directly into your databases, CRMs, and email clients with strict permission boundaries.
Phase 4
Handover & Human-in-the-Loop
Your team learns to operate the new system. Humans move from "doers" to "reviewers." The AI handles extraction and routing. Your team approves.

Resources & Frameworks

Free tools and starter kits for anyone building with AI agents. Personal use, side projects, exploring what's possible : start here.

Install OpenClaw Agent Profile Store
From the Practice

Writing.

Technical deep dives, system architecture breakdowns, and lessons from building autonomous AI infrastructure.

Architecture

Kill The SaaS Tax: Building Autonomous AI Agents Natively

You're paying $300/mo for AI wrappers. Here's the blueprint to bypass the paywalls and run agentic workflows directly via API.
Evaluation

Mistral 3: Europe's Answer to Silicon Valley AI

Silicon Valley burns billions on compute. Mistral 3 matches SOTA performance at a fraction of the cost. Here's how to run it locally.
Case Study

Automate Legal Intake from Typeform to MyCase

Stop manually transferring client data. Map complex Typeform logic jumps directly into MyCase custom fields using Make.com.
Operations

Broken CRM Automation: Why Leads Stop Moving

Broken CRM automation silently leaks revenue. Find the rot in your pipeline and rebuild the workflow layer that feeds it.
View all technical writing →

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