🔱 TriSuElla-AIDLCA Framework

AI-Driven Development Life Cycle & Autonomous Agent Governance (LLMSecOps)
Software Version: 3.2.0 | Framework Version: 3.2.0 | Status: Institutionalized (Production-Ready, DevSecOps-Ready & CI-Verified)
Consolidated Invariants: 305 Checks | Rules: 204 | Domain Families: 26

🏛️ Executive Overview

The TriSuElla-AIDLCA Framework is an enterprise-grade, policy-governed architecture and security standard for AI-assisted software engineering and autonomous multi-agent systems. It ensures that machine intelligence operates with deterministic execution, zero-trust cryptographic verification, and coordinated human-in-the-loop governance.

Rooted in the symbolic Trident (Trishula) of Nordic and Sanskrit principles:

• 🔴 SISU (Resilience & Execution): Agents execute with deterministic bounds, crash recovery, and safety invariants.
• 🔵 TILLIT (Trust & Governance): Zero Trust ("Never Trust, Always Verify"), cryptographic identity, and tamper-evident audit trails.
• 🟢 DUGNAD (Collective Collaboration): Multi-agent handoffs with mandatory Dual-Key Human-in-the-Loop (HITL) approval gates.

📈 Progress & Implementation Milestones (v3.2.0 Institutionalized & CI-Verified)

The framework has achieved 100% Institutionalized Implementation across all governance pillars, automated tooling, and multi-cloud posture standards:

🌟 Key Solution Features & Capabilities

The TriSuElla-AIDLCA solution provides a full-spectrum, production-grade security and governance engine designed for modern AI engineering and autonomous agent swarms:

1. 🛡️ Zero-Dependency Policy Gatekeeper CLI (TRISU-CLI)

• Native Portability: Runs on Windows (.\trisu.cmd), Linux/macOS (./trisu), or as a global command via pip install -e tools/trisu-cli.
• Pure Python Standard Library: Operates with zero third-party dependencies (argparse, ast, json, re, pathlib), eliminating supply chain risk on the validator itself.
• Blazing Speed: Sub-second execution (<1.5s) making it ideal for fast developer feedback and lightweight CI/CD runner jobs.
• Deterministic Fail-Closed Exit Codes: Returns 0 on clean state and 1 on blocking [CRITICAL] / [HIGH] violations.

2. 🔍 Hybrid AST Static Application Security Testing (TRISU-SAST / ZTC)

• Abstract Syntax Tree (AST) Analysis: Automatically inspects Python source trees to detect banned dynamic execution sinks (eval(), exec()), insecure deserialization (pickle.load/loads, unloader YAML), and dangerous shell execution (subprocess.run(shell=True)).
• Deterministic Error Handling Enforcement (TRISU-ZTC-04): Identifies and blocks fail-open naked exception suppressions (except: pass), guaranteeing fail-closed security.
• Boundary & Injection Prevention (TRISU-ZTC-01): Detects unparameterized SQL f-strings, raw SQL concatenation, and insecure TLS verification bypasses (verify=False).

3. 🔑 Zero Ambient Credentials & Secret Scanning (TRISU-ZTC-03)

• Multi-Vector Credential Scanner: Scans all repository files for exposed AWS Access Keys (AKIA*), GitHub PATs (ghp_*), private RSA/EC/SSH keys, and hardcoded API tokens.
• Just-In-Time (JIT) Credential Enforcement: Mandates ephemeral identity retrieval via workload federation and immediate memory zeroization.

4. 📦 Software Composition Analysis (SCA) & Supply Chain Security (TRISU-OSS)

• Cryptographic Lockfile Hash Pinning (TRISU-OSS-01): Enforces exact dependency version pinning with SHA-256 integrity hashes, rejecting floating version ranges (>=, ~=).
• Open Source License Governance (TRISU-OSS-03): Prohibits restrictive copyleft contamination (AGPL-3.0, SSPL, EUPL) in commercial releases.
• Typosquatting & Dependency Confusion Defense (TRISU-OSS-04): Detects spoofed, malicious, or typosquatted package names.
• Cryptographic Provenance Attestation (TRISU-OSS-06): Validates SLSA Level 2+ provenance and container signing metadata.

5. 📋 Automated CycloneDX AI v1.6 Bill of Materials (TRISU-BOM / AI-BOM)

• AI-BoM Generation: Produces compliant CycloneDX v1.6 JSON manifests with RFC-4122 UUIDs (trisu bom --output ai-bom.json).
• Model & Prompt Transparency: Automatically records foundation models (e.g., Claude, GPT, Gemma), reasoning tasks, input/output schemas, risk tiers, and governance properties for regulatory auditability.

6. 🤖 Autonomous Agent Confinement & MCP Tool Sandboxing (TRISU-MCP)

• Model Context Protocol (MCP) Guardrails: Enforces runtime parameter sanitization, recursive execution loop bounds, and out-of-band credential injection defense (TRISU-MCP-01..06).
• Agent Blast-Radius Limits: Restricts autonomous agent tool execution to least-privilege operations with mandatory human sign-off on mutating calls (TRISU-ZTC-08).

7. ☁️ Enterprise Multi-Cloud CSPM Framework (TRISU-CSPM)

• 14 Unified Cloud Controls: Standardized security posture across AWS, Microsoft Azure, Google Cloud (GCP), Alibaba Cloud (Aliyun), and Oracle Cloud Infrastructure (OCI).
• Deep Domain Coverage: Kubernetes Posture (KSPM), Data Security Posture (DSPM), AI Model Perimeters (AI-CSPM), WORM Storage Object Locks, and Shift-Left IaC validation.

8. 👥 Dual-Key Human-in-the-Loop (HITL) & Agentic IAM (TRISU-AIAM)

• Zero Trust Protocol (ZTP) Envelopes: Structured, cryptographically verified inter-agent communication packets across the 8-stage AIDLCAa multi-agent lifecycle.
• Dual-Key Approval Gates: Critical operations (e.g., schema migration, production deploy, IAM elevation) require co-signed authorizations from two distinct human roles.
• Non-Human Identity (NHI) Federation: Replaces static cloud keys with RFC 8693 token exchange and SPIFFE/mTLS workload principals.

9. 🌐 Universal CI/CD DevSecOps Integration & OASIS SARIF 2.1.0 (TRISU-SARIF)

• OASIS SARIF 2.1.0 Generation: CLI exports standard SARIF reports (--sarif) seamlessly ingested by GitHub Code Scanning, GitLab Security Dashboard, Azure DevOps, and SonarQube.
• Turnkey Scaffolding (trisu init): Scaffolds complete GitHub Actions workflows, pre-commit hooks, and IDE directives in under 30 seconds.

10. 🖥️ Sisu Nexus Visual Compliance Dashboard (SISU-UI)

• Glassmorphic Cyber UI: Standalone dark-mode web application featuring real-time repository codespace exploration, active dependency graphs, and live pillar health gauges (SISU, TILLIT, DUGNAD).

🎯 Personas & How to Use TriSuElla

🛡️ The 3-Layer Risk-First AI Security Model

TriSuElla structures security investment according to where real-world operational and financial loss occurs:

graph TD
    L1["<b>Layer 1: Cyber Residual Risk Floor</b><br/>(~70% Loss Impact - Foundation: IAM, Secrets, Cloud, OS)"]
    L2["<b>Layer 2: AI / App Security</b><br/>(~20% Loss Impact - AI-Native: Prompt Injection, Semantic Guardrails, MCP Sandboxing)"]
    L3["<b>Layer 3: Technical & Operational Governance</b><br/>(~10% Loss Impact - Lifecycle: AI-BoM, NI-IAM, Drift, EU AI Act, DPDPA)"]
    
    L1 --> L2
    L1 --> L3
    L2 --> L3
    
    style L1 fill:#ff9966,stroke:#333,stroke-width:2px,color:#000
    style L2 fill:#66ccff,stroke:#333,stroke-width:2px,color:#000
    style L3 fill:#99ff66,stroke:#333,stroke-width:2px,color:#000

📊 Summary of Master Rules & Checks (299 Total)

All rules are consolidated in TRISUELLA_MASTER_RULES_AND_CHECKS.md:

⚡ Quick Start: 30 Seconds to Production Governance

1. Turnkey Launchers & Global Pip Installation

The framework provides turnkey zero-setup wrappers and standard pip packaging:

# Option A: Direct root wrapper (zero install)
.\trisu.cmd check        # Windows (cmd / powershell)
./trisu check            # Linux / macOS / Git Bash

# Option B: Global pip installation (accessible from any directory)
pip install -e tools/trisu-cli
trisu --help

2. Scaffold Any Project with trisu init

Run the CLI to instantly initialize TriSuElla governance in your existing repository:

trisu init --target /path/to/my-repo

This automatically scaffolds:

• .cursorrules (Cursor AI)
• CLAUDE.md (Claude Code / Claude Projects)
• .windsurfrules (Windsurf)
• .github/copilot-instructions.md (GitHub Copilot)
• trisuella.config.yaml (Project Policy Configuration)
• .pre-commit-config.yaml (Local git commit blocker)
• .github/workflows/trisuella-gate.yml (CI/CD PR gate)
• audit.md & TRISUELLA-AIDLCA-state.md (State & compliance tracking)

3. Run Policy Audits & Supply Chain Gates

# Check repository artifact and drop-in template readiness
trisu check

# Run blocking security audit and export OASIS SARIF report
trisu audit --sarif audit.sarif

# Run Open Source Security (OSS) & supply chain audit
trisu oss --sarif oss.sarif

# Scan codebase for Shadow AI, undeclared models & gateway bypasses
trisu shadow --sarif shadow.sarif

# Validate all 204 rule identifiers and inspect domain breakdown
trisu rules

# Generate a CycloneDX AI v1.6 Bill of Materials (AI-BoM)
trisu bom --output ai-bom.json

📁 Repository Structure

OWASP-TriSuElla-AIDLCA-FrameWork/
├── README.md                              # Main project entrypoint & quickstart (v3.0)
├── Usage-Guide.md                         # Comprehensive step-by-step master usage guide
├── TRISUELLA_MASTER_RULES_AND_CHECKS.md   # Unified master rulebook (305 checks, 204 rules)
├── ai-bom.json                            # Machine-readable CycloneDX AI v1.6 BoM
├── trisuella.config.yaml                  # Declarative policy & Multi-Cloud CSPM manifest
├── CLAUDE.md & .cursorrules               # Local IDE workspace assistant rules
├── trisu.cmd & trisu                      # Turnkey CLI wrappers for Windows & Unix
├── LICENSE                                # Open-source Apache-2.0 license
├── templates/                             # Drop-in templates for all IDEs & CI/CD
│   ├── .cursorrules                       # Cursor IDE rules
│   ├── CLAUDE.md                          # Claude Code instructions
│   ├── .windsurfrules                     # Windsurf rules
│   ├── copilot-instructions.md            # GitHub Copilot instructions
│   ├── trisuella.config.yaml              # Declarative policy & CSPM manifest
│   ├── .pre-commit-config.yaml            # Git pre-commit hook
│   └── .github/workflows/trisuella-gate.yml # GitHub Actions PR gate
├── tools/
│   ├── trisu-cli/                         # Gatekeeper CLI (check, audit, oss, init, bom, rules)
│   │   ├── trisu_validator.py             # Python engine with AST parser & supply chain scanner
│   │   ├── pyproject.toml & setup.py      # Pip package definition for global 'trisu' command
│   │   └── README.md                      # CLI usage manual
│   └── sisu-ui/                           # Sisu Nexus visual compliance dashboard
│       ├── index.html                     # Web UI dashboard
│       ├── sisu-ui-design-spec.md         # UI architecture & KPIs spec
│       └── sample-data/                   # Demo compliance & governance dataset
├── TRISUELLA-AIDLCA-Rules/                # Core specifications, workflows & prompts
│   ├── README.md & CHARTER.md             # Philosophy, severity scale & charter
│   ├── FULL_README.md                     # Comprehensive manual, CSPM crosswalk & changelog
│   ├── TRISUELLA-AIDLCA-rules/            # core-workflow.md (active agent prompt)
│   ├── TRISUELLA-AIDLCA-rule-details/     # Modular extensions (MCP, EU AI, Zero Trust, CSPM)
│   ├── prompts/                           # Turnkey prompt library (P, B, T, A, C series)
│   └── docs/                              # Developer guides (faq, which-extensions, vibe-coding)
├── TRISUELLA-AIDLCAa/                     # 8-Stage Autonomous Multi-Agent System
│   └── README.md                          # ZTP message protocol & Dual-Key HITL gates
├── TRISUELLA-AIDLCA-docs/                 # State tracker & crosswalk matrices
│   ├── TRISUELLA-AIDLCA-state.md          # Runtime workflow state & extension tracking
│   └── AICM-AIDLCA-Crosswalk.md           # CSA AICM v1.0.3 to TriSuElla crosswalk
└── Data-Source/                           # Regulatory baselines (RBI, ISO 42001, CSA AICM)

📜 Enforcement Guarantee

TriSuElla operates on a strict Binary Enforcement Principle:

• [CRITICAL] / [HIGH]: Atomic Stop Gate. Execution halts immediately. Code generation and deployment pipelines block until remediated.
• [MEDIUM] / [LOW]: Advisory. Requires documented justification and signed human steward acceptance in audit.md.

👤 Author & Project Leadership

• Author & Framework Architect: Bhaskar Puppala (PATEL)
• LinkedIn: linkedin.com/in/bhaskerkpatel
• Organization: OWASP TriSuElla Working Group

v3.2.0 Institutionalized Release — Security-first, AI-native. Built for the era of Agentic Autonomy.