diff --git a/README.md b/README.md index 77624bc..7178c38 100644 --- a/README.md +++ b/README.md @@ -1,2 +1,21 @@ -# Rahul-s-LAB -My LAB respository.. +# Rahul-s-LAB — Agentic AI for GRC Automation + +This repository now contains a complete solution design for building a **CISO Assistant-style** agentic AI platform to automate Governance, Risk, and Compliance operations for: + +- ISO 27001 +- ISR +- GDPR +- PCI DSS +- Business Continuity + +## Documents +- Detailed architecture and implementation blueprint: `docs/grc-agentic-solution.md` +- Fast execution plan: `docs/solution-quickstart.md` + +## Scope covered +- Framework storage and update management. +- Internal/external audit gap analysis and corrective actions. +- Compliance dashboard and timeline automation. +- Environment scanning and control mapping to ICS/NIST. +- Predictive proactive recommendations. +- Natural language user interaction and report generation. diff --git a/docs/grc-agentic-solution.md b/docs/grc-agentic-solution.md new file mode 100644 index 0000000..bac31ad --- /dev/null +++ b/docs/grc-agentic-solution.md @@ -0,0 +1,163 @@ +# Agentic AI GRC Automation Solution (ISO 27001, ISR, GDPR, PCI DSS, BCM) + +## 1) Product Vision +Build a **CISO Assistant-style platform** with autonomous AI agents that continuously ingest compliance standards, scan enterprise environments, detect control gaps, and orchestrate remediation actions. + +## 2) Target Architecture + +### Core Components +1. **Control Knowledge Service** + - Stores normalized control frameworks: ISO 27001:2022, ISR, GDPR, PCI DSS v4.0.1, and Business Continuity controls. + - Maintains crosswalk mappings: ISO ↔ NIST CSF 2.0 ↔ NIST 800-53 ↔ ICS. +2. **Evidence & Asset Graph** + - Asset inventory, vulnerabilities, policies, procedures, incidents, audit findings, tickets. + - Graph links between assets, controls, evidence, risks, and owners. +3. **Agent Orchestrator** + - Multi-agent runtime for updater agents, auditor agents, scanner agents, reporting agents, and assistant agent. +4. **Scanning & Integration Hub** + - Connectors for SIEM, EDR, CSPM, IAM, vulnerability scanners, CMDB, ticketing, HR, and document systems. +5. **Audit & Workflow Engine** + - Control testing cycles, finding lifecycle, exception approvals, CAPA (corrective and preventive actions). +6. **Dashboard & Reporting UI** + - Compliance heatmaps, maturity trends, finding closure velocity, audit calendar. +7. **Notification Service** + - SLA reminders and deadline alerts via email/Slack/Teams/webhooks. + +## 3) Reference Tech Stack (similar spirit to ciso-assistant-community) +- **Frontend:** React + TypeScript + Tailwind + ECharts/Plotly. +- **Backend APIs:** FastAPI (Python) + pydantic schemas. +- **Agent Runtime:** Temporal or Celery + Redis for task orchestration. +- **Data Stores:** + - PostgreSQL (frameworks, controls, audits, findings, workflows) + - Neo4j (control crosswalks and evidence graph) + - Object storage (evidence documents, snapshots) + - OpenSearch/Elasticsearch (full-text evidence search) +- **ML/AI:** + - LLM for reasoning, report drafting, Q&A + - Gradient boosting / XGBoost for risk prediction +- **Security:** + - OIDC/SAML SSO, RBAC/ABAC, KMS encryption, immutable audit logs. + +## 4) Data Model (high level) + +### Main Entities +- `framework` (name, version, source_url, jurisdiction, effective_date) +- `control` (framework_id, control_id, title, intent, testing_method) +- `control_mapping` (from_control, to_control, mapping_strength) +- `asset` (owner, criticality, data_classification, environment) +- `evidence` (asset_id, type, timestamp, source, integrity_hash) +- `audit` (type, scope, period_start/end, status) +- `finding` (severity, root_cause, control_id, owner, due_date) +- `action_plan` (finding_id, tasks, target_date, status) +- `risk_signal` (signal_type, score, rationale, predicted_date) + +## 5) Required Functionalities Mapping + +### 5.1 Framework Storage and Update Management +- **Framework Registry Agent** + - Pulls official framework publications (ISO updates, PCI SSC updates, GDPR guidance bulletins, ISR updates). + - Detects delta via semantic diff on controls (added/retired/changed language). + - Opens review workflow before publishing changes to production control library. +- **Versioning Strategy** + - Immutable versions + `active_version` pointer. + - Traceability table for “what changed and why”. + +### 5.2 Audit Management +- **Audit Planner Agent** + - Generates internal/external audit plan based on scope, past findings, and control criticality. +- **Gap Analyzer Agent** + - Compares expected control evidence vs observed evidence. + - Outputs findings with severity, impacted frameworks, and business impact. +- **Corrective Action Recommender Agent** + - Suggests controls, policy updates, technical fixes, and ownership assignment. + +### 5.3 Dashboard Development +- Control compliance posture by framework and business unit. +- Gap backlog with status buckets (new/in-progress/accepted/closed). +- Audit timeline (next 30/60/90 days) and historical performance trends. +- KPI examples: + - % controls compliant + - MTTR for findings + - overdue remediation count + - recurring finding rate + +### 5.4 Environment Scanning and Gap Analysis +- **Scanner Ingestion Agent** + - Pulls findings from Nessus/Qualys, cloud posture tools, IAM analyzers, endpoint tools. +- **Control Mapper Agent** + - Maps technical findings to ICS/NIST/ISO/PCI/GDPR controls using rule engine + embeddings. +- **Prioritization** + - Risk score = exploitability × asset criticality × data sensitivity × control coverage gap. + +### 5.5 Proactive Action Recommendations +- Train models on historical audits/findings/remediation latency. +- Predict likely upcoming non-compliance areas (e.g., IAM recertification delays). +- Trigger preventive tasks before deadlines (pre-audit readiness packs, policy refresh prompts). + +### 5.6 User Interaction +- Conversational assistant for: + - “Show PCI DSS controls failing in production payment segment.” + - “What evidence is missing for ISO Annex A access control?” + - “Generate external audit readiness report for Q3.” +- Report generator outputs PDF/Word/JSON with executive + technical sections. + +### 5.7 Compliance Timeline Management +- Deadline calendar and dependency graph (control test -> review -> sign-off). +- Automated reminders by role and escalation matrix. +- Timeline view of past audits, remediation windows, and upcoming milestones. + +## 6) Agentic Design (multi-agent) +1. **Collector Agent** – imports standards, scanner outputs, tickets, and policies. +2. **Normalizer Agent** – converts inputs into canonical control/evidence schema. +3. **Mapper Agent** – maps assets/findings to frameworks (ISO/ISR/GDPR/PCI/NIST/ICS). +4. **Assessor Agent** – computes control effectiveness and gap severity. +5. **Predictor Agent** – forecasts likely future non-conformities. +6. **Planner Agent** – creates CAPA tasks with owners and SLAs. +7. **Reporter Agent** – produces audit-ready reports and board dashboards. +8. **Assistant Agent** – natural-language interface with guardrails and citations. + +## 7) Security, Privacy, and Trust +- Data encryption at rest/in transit, tenant isolation, row-level security. +- PII minimization and retention policies aligned with GDPR principles. +- Prompt and model governance: + - retrieval-only mode for sensitive queries + - output provenance and cited evidence + - human-in-the-loop approvals for high-impact actions. +- Full audit logging of agent decisions and workflow transitions. + +## 8) Integration Blueprint +- **Inbound connectors:** SCIM/HRIS, Active Directory/Entra ID, AWS/Azure/GCP, SIEM, vuln scanners, Jira/ServiceNow, SharePoint/Confluence. +- **Outbound actions:** ticket creation, control owner notification, report export, webhook to SOAR. +- **Deployment options:** SaaS or customer-managed (Kubernetes). + +## 9) Implementation Roadmap +### Phase 1 (0-8 weeks) +- Framework registry + versioning. +- Basic control library for ISO/GDPR/PCI + ISR custom profile. +- Manual evidence upload + initial dashboard. + +### Phase 2 (8-16 weeks) +- Scanner integrations + automated mapping to NIST/ICS. +- Audit workflow engine + CAPA tracking. +- Assistant Q&A with role-based access. + +### Phase 3 (16-24 weeks) +- Predictive risk model + proactive recommendation engine. +- Advanced timeline forecasting and auto-escalations. +- External auditor portal and signed evidence bundles. + +## 10) Example API Endpoints +- `POST /frameworks/sync` +- `GET /frameworks/{id}/versions` +- `POST /audits` +- `POST /audits/{id}/run-gap-analysis` +- `GET /findings?framework=PCI_DSS&status=open` +- `POST /actions/recommend` +- `GET /dashboard/compliance-overview` +- `POST /assistant/query` + +## 11) KPI Targets +- 40-60% reduction in manual evidence collection effort. +- 30% faster audit preparation cycle. +- 25% reduction in repeat findings within 2 quarters. +- >90% on-time remediation for high-risk findings. diff --git a/docs/solution-quickstart.md b/docs/solution-quickstart.md new file mode 100644 index 0000000..ce0160c --- /dev/null +++ b/docs/solution-quickstart.md @@ -0,0 +1,21 @@ +# Quickstart Plan to Build the Platform + +## Step 1: Foundation +1. Create PostgreSQL schema for frameworks, controls, audits, and findings. +2. Build framework importer jobs with version tracking. +3. Add SSO + RBAC and immutable audit trail. + +## Step 2: Operations +1. Add scanner and ticketing connectors. +2. Build gap analysis service and recommendation engine. +3. Create dashboard widgets for compliance posture and timelines. + +## Step 3: Intelligence +1. Train prediction model from historical findings and remediation behavior. +2. Enable proactive recommendation workflows. +3. Add conversational reporting assistant with source citations. + +## Step 4: Enterprise Hardening +1. Multi-tenant security controls and data residency options. +2. Backup/DR and Business Continuity testing workflows. +3. Auditor-ready export bundles and evidence signing.