Skillflows | Jetta Intelligence

2025

Workflows Were Hot

2025 was the year of deterministic AI. Enterprises demanded predictability, and workflows delivered. They were the answer to "how do we trust AI in production?"

Repeatability

Run 1,000 times, get consistent results every time.

Auditability

Trace every decision. Log every step. Full compliance.

Composability

Chain steps into predictable pipelines. Build once, run anywhere.

Control

Engineers defined the happy path. No surprises.

2026

Workflows Aren't Enough

Then reality hit. The real world is messy. Users don't follow scripts. And a workflow for "process invoice" breaks when the invoice is a photo of a napkin.

!

Edge Cases Everywhere

Real data is messy. Every variation needs handling. What looked like 5 steps becomes 50 branches.

!

Rigidity Kills Velocity

Every edge case needs an engineer. What was "low-code" became "all-the-code." Automation slowed down.

!

Context Evaporates

Step 3 doesn't know what Step 1 learned. The AI forgets why it's doing what it's doing.

!

Humans Become Bottlenecks

"Automated until something unexpected happens." The promise broke at the seams.

The Missing Piece

Enter Skills: AI-Native Flexibility

What if AI could... think? Not rigid execution, but genuine understanding. Skills are AI capabilities that understand intent, not just instructions.

Contextual Understanding

Recognize when something is "close enough." Adapt to variations without explicit rules.
Self-Correction

Detect when something's off. Adjust approach mid-stream. Recover gracefully.
Maintained Context

Remember what happened. Carry understanding forward. See the whole picture.
Natural Language Interface

Explain its reasoning when asked. Understand corrections in plain English.

The Synthesis

Skillflows: Structure + Intelligence

Skillflows combine the best of both worlds. The structure of workflows. The intelligence of skills. The result: AI that handles edge cases without losing cohesion to the bigger task.

Workflows Provide

Defined steps

Clear inputs/outputs

Logged execution

Predictable paths

Skills Provide

Context awareness

Self-correction

Edge-case handling

Adaptive behavior

The Skillflow Advantage

Determinism where you need it.
Adaptability where you want it.

Proof of Concept

This Page is a Skillflow

"We didn't just explain skillflows.
We demonstrated them."

This page was built by first creating a skillflow called create-landing-page, then executing that skillflow to produce what you're reading now.

Step 1

Analyze Existing Pages

Read index.html to understand CSS variables, typography, and animation patterns.

Step 2

Define Page Structure

Create section outline based on "both" audience: narrative for business, depth for technical.

Step 3

Write Compelling Copy

Draft content. Short sentences. Scannable. Lead with outcomes.

Step 4

Implement HTML/CSS

Create the page following existing design patterns. Space Grotesk. fadeIn. Breathing gradients.

Step 5

Add Flask Route

Wire up /skillflows route in app.py.

Step 6

Verify & Complete

Record execution results. Mark skillflow complete. Ship it.

The skillflow provided structure.
The AI provided judgment.
The result: what you're reading now.

For Engineers

Technical Deep-Dive

Skillflows are built on MCPammer, our infrastructure management system. Here's how they work under the hood.

Use mcpammer_skillflow_create to define a new skillflow:

// Define the skillflow structure
{
  "name": "create-landing-page",
  "title": "Create Compelling Landing Page",
  "inputs": [
    { "name": "page_name", "type": "string" },
    { "name": "target_audience", "type": "string" }
  ],
  "steps": [
    { "action": "analyze_existing_pages", "on_error": "abort" },
    { "action": "define_page_structure", "on_error": "abort" },
    { "action": "implement_html_css", "on_error": "abort" }
  ],
  "tags": ["content", "design", "landing-page"]
}
                        

Use mcpammer_skillflow_execute to start execution:

// Execute with inputs
{
  "skillflow_id_or_name": "create-landing-page",
  "inputs": {
    "page_name": "skillflows",
    "target_audience": "both",
    "key_message": "AI handles edge cases..."
  }
}

// Returns execution_id for tracking
{
  "execution_id": "134198ed-26ac-4a34-b886-b22ebdb1df08"
}
                        

Use mcpammer_skillflow_execution_complete to record outcomes:

// Complete execution with step results
{
  "execution_id": "134198ed-...",
  "status": "completed",
  "step_results": [
    { "step": 1, "status": "success" },
    { "step": 2, "status": "success" },
    { "step": 3, "status": "success" }
  ],
  "outputs": {
    "html_file": "skillflows.html",
    "route_added": true
  }
}
                        

Versioned

Every update increments the version. Track changes over time.
Discoverable

Full-text search across all skillflows. Find what you need.
Tracked

Execution history with metrics. Learn from past runs.
Shareable

Multiple agents can execute the same skillflow. Knowledge compounds.

Ready to build your first skillflow?

Join the evolution. Stop fighting edge cases. Let AI handle the messy parts while you focus on what matters.

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