AGENT EXCELLENCEv4.8.1

Enterprise AI Governance That Works

The systematic framework powering SCAINET's 33x development efficiency. Battle-tested across 220,000+ lines of production code.

4.8.1

Current Version

35+

HUMAN Commands

6

Core Documents

8

Active Repos

HUMAN PROTOCOL

HUMAN Protocol

Heuristics for User Machine Alignment Navigation — Natural language commands for AI agents. No developer knowledge required. Just speak naturally.

"catch me up"

Get project status and recent changes

Session
"what needs me"

Show your priority action items

Status
"wrap it up"

Create handover and commit

Session
"ship it"

Test, build, deploy to production

Action
"any blockers"

Show blocked items and dependencies

Status
"framework check"

Validate compliance with standards

Governance

Say "what can you do" to see all 35+ commands.

Full protocol available to team members
PNEUMA PROTOCOL

Output Integrity System

HUMAN handles input interpretation. PNEUMA handles output verification. Together they form a complete integrity loop that ensures AI responses meet enterprise quality standards.

Proprietary Methodology

Full PNEUMA protocol documentation, including the pre-output verification system and integrity markers, is available to licensed enterprise teams and Chazwazza subscribers.

What's Included

Pre-output verificationResponse integrity checkingQuality assurance markersEnterprise audit trail
THE TRINITY

EGO Protocol

Executive Governance Observer — Named Agents with identity, accountability, and tracked contributions. The third pillar of The Trinity.

HUMAN

Input

EGO

Identity

PNEUMA

Output

Named Agent IdentitySequential Agent IDsAction LedgerHonour RollSelf-ReportingAccountability Metrics
Full EGO Protocol available to licensed teams
MDC FORMAT

Markdown with Metadata

Standard markdown enhanced with YAML frontmatter specifically designed for AI agents. Includes document relationships, priority levels, read-time estimates, and dependency graphs.

  • Structured metadata for AI context
  • Document dependency graphs
  • Priority and read-time indicators
  • Schema validation support
---
document:
  title: "Agent Start Prompt"
  type: "start_prompt"
  version: "4.8.1"

agent_context:
  priority: critical
  read_first: true
  estimated_read_time: "5 minutes"

dependencies:
  must_read_before:
    - path: "AGENT_EXCELLENCE_CORE.md"
---
CLI TOOL

One Command to Get Started

Initialize the Agent Excellence Framework in any project with a single command. Automatic updates, validation, and cross-repo synchronization.

npx agent-excellence init

Initialize framework in your project

npx agent-excellence sync

Update to latest core documents

npx agent-excellence validate

Check framework compliance

npx agent-excellence diff

Compare learnings across repos

npx agent-excellence contributeNew

Propose changes back to CORE

CORE DOCUMENTS

The Knowledge Base

Six core documents that define standards, patterns, and best practices. Synchronized across all repositories.

AGENT_EXCELLENCE_CORE.md

Universal rules and standards

HUMAN_PROTOCOL.md

Natural language commands

MDC_SPECIFICATION.md

Metadata format for AI agents

CONTEXT_MANAGEMENT.md

Context window optimization

DEBUGGING_METHODOLOGY.md

Investigation-first protocol

PLATFORM_GOTCHAS.md

Platform-specific solutions

CROSS-REPO SYNC

Enterprise Governance at Scale

One source of truth. Automatic synchronization. Compliance validation. As your repos grow, the framework keeps everyone aligned.

  • Central Chazwazza package as source of truth
  • Bidirectional sync: pull updates AND contribute back
  • Compliance checks in CI/CD
  • Universal learnings auto-propagate to all projects

@scainet-enterprise/

agent-excellence

npm package

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The Agent Excellence Framework powers every SCAINET project. Let us build your next product with enterprise-grade AI collaboration.

Agent Excellence Framework v4.8.1 • The Trinity: HUMAN + EGO + PNEUMA