Orchestrata Ultimate / Specs / 063-repl-tool

063-repl-tool: REPLTool Specification

The REPLTool provides an interactive Read-Eval-Print Loop (REPL) environment for testing code snippets and evaluating expressions across multiple programming languages. It enables developers to execute code in an isolated, sandboxed environment with configurable resource limits.

At a glance

Item Value
Spec directory specs/063-repl-tool/
Status line in the spec Production Ready
Requirement IDs defined 32
With a @traces citation in src/ 23 (71.9%)
With a @traces citation in tests/ 0 (0.0%)
Tracked files 3
RTM page 063-repl-tool

Reading this spec

This spec defines REPLTool, an interactive read-eval-print loop that lets developers and QA engineers test code snippets, evaluate expressions and try shell commands without risking the host system. It is one of the tool specs in the Claude Code parity plan (spec 062). Each session gets an isolated subprocess or container-based execution environment, with sandbox isolation, resource limits and persistent session state.

Four user stories frame the scope: evaluating Python expressions, running multi-line JavaScript, running Bash commands under resource limits, and keeping session state across calls. The requirements split into session management (REQ-063-001 to 007: unique session identifiers, on-demand termination, an idle timeout with a 300 second default, and a global cap on concurrent sessions), code execution (Python, JavaScript on a persistent Node.js process, and Bash, each captured as stdout and stderr with the value of a trailing expression returned), resource limits (a wall-clock timeout, CPU and memory limits, an output size cap, a per-session expression limit and per-execution usage reporting), sandbox and security (a separate OS subprocess per session, filesystem allowlisting, best-effort detection of malicious code patterns and three sandbox levels), and the API (execute, get-session and paginated history payloads, input validation, and REST endpoints). Some items the spec lists, such as WebSocket streaming, a standalone CLI and transport-level security, are marked as not part of the traced requirements.

The design supports Python 3.11 and later, Node.js 18 and later, and Bash, and limits are enforced both with resource.setrlimit and with timeouts.

The implementation lives in the REPL tool module. The requirements traceability matrix lists each ID. The spec's own status line reads Production Ready and it tracks 3 files. Measured coverage is 23 of 32 requirements cited by at least one @traces in src/ (71.9%), spread over 1 module; the module citing the most of them is orchestrata_ultimate/tools/repl_tool (23 requirements). In tests/, 0 requirements are cited by a test-side @traces. 9 requirements have no citing symbol; the behaviour may still exist in code that was never annotated.

Requirements

Checkbox is the state recorded in the requirements checklist; Traced by is the count of src/ symbols whose @traces names the ID.

ID Done Requirement Traced by
REQ-063-001 yes Create REPL sessions with unique, cryptographically 2
REQ-063-002 yes Reject create_session when a caller-supplied 3
REQ-063-003 yes Terminate a session on demand, killing its interpreter 2
REQ-063-004 yes Session state (variables, imports, function/def 3
REQ-063-005 yes Session idle timeout (default 300s, overridable per 5
REQ-063-006 yes Session activity (last_activity) is tracked and 3
REQ-063-007 yes A global concurrent-session cap rejects further none
REQ-063-008 yes Python code execution via a persistent python3 3
REQ-063-009 yes JavaScript code execution via a persistent Node.js 1
REQ-063-010 yes Bash/shell command execution via a persistent bash 2
REQ-063-011 yes stdout and stderr are captured and returned as 2
REQ-063-012 yes The value of a trailing bare expression is returned in 1
REQ-063-013 yes A wall-clock timeout (timeout_ms, defaulting to 7
REQ-063-014 yes resource.setrlimit(RLIMIT_CPU/RLIMIT_AS) (Python), 3
REQ-063-015 yes Combined stdout+stderr byte size is capped at 2
REQ-063-016 yes A session's max_expressions limit rejects further 2
REQ-063-017 no Per-execution resource-usage reporting (actual CPU/RSS none
REQ-063-018 yes Each session runs in its own OS subprocess plus its 2
REQ-063-019 no Hard filesystem-access restriction (path allowlist / none
REQ-063-020 no Network-access restriction in sandbox mode — NOT none
REQ-063-021 yes Best-effort static-pattern malicious-code detection: 3
REQ-063-022 yes Three sandbox levels accepted: strict / standard 1
REQ-063-023 yes The tool's own subprocess invocations always use 1
REQ-063-024 yes execute returns an ExecutionResult-shaped payload: 3
REQ-063-025 yes get_session returns a REPLSession-shaped payload: 1
REQ-063-026 yes get_history returns paginated 2
REQ-063-027 yes Invalid/empty code input is rejected with 2
REQ-063-028 yes Unsupported/unavailable languages are rejected at none
REQ-063-029 no REST API endpoints POST/GET/DELETE /sessions... none
REQ-063-030 no WebSocket streaming / bidirectional REPL (FR-026..028) none
REQ-063-031 no Standalone CLI interface (FR-029..032) — NOT none
REQ-063-032 no Transport-level security (SEC-020 TLS-in-transit, none

Code that traces this spec

Module Symbols Requirements
orchestrata_ultimate/tools/repl_tool 26 23

Checklists

checklists/requirements.md

The requirement list above comes from this file; 25 of 32 checkbox items are ticked.

Other tracked files

Full spec text

Verbatim from specs/063-repl-tool/spec.md; headings are pushed down two levels.

SPEC-063: REPLTool Specification


Metadata


Overview

What

The REPLTool provides an interactive Read-Eval-Print Loop (REPL) environment for testing code snippets and evaluating expressions across multiple programming languages. It enables developers to execute code in an isolated, sandboxed environment with configurable resource limits.

Why

Developers and QA engineers need a secure, isolated environment to test code snippets, evaluate mathematical expressions, and validate shell commands without risking the host system. The REPLTool addresses this need by providing a managed execution environment with sandbox isolation, resource limits, and session state persistence.

How

The REPLTool creates isolated subprocess or container-based execution environments for each session. It supports Python (3.11+), JavaScript (Node.js 18+), and Bash execution with real-time output capture, configurable resource limits (CPU time, memory, output size), and comprehensive error reporting.


User Scenarios

US-001: Python Expression Evaluation

As a Developer
I want to evaluate Python expressions and capture results
So that I can test code snippets and verify logic in an isolated environment

Acceptance Criteria:

US-002: Multi-line JavaScript Code Execution

As a Frontend Developer
I want to define and execute multi-line JavaScript functions
So that I can test complex logic and function definitions

Acceptance Criteria:

US-003: Bash Command Execution with Resource Limits

As a DevOps Engineer
I want to execute bash commands with enforced resource limits
So that I can safely test shell commands without system impact

Acceptance Criteria:

US-004: Session State Persistence

As a Data Scientist
I want to maintain state across multiple expressions
So that I can build complex computations incrementally

Acceptance Criteria:


Terminology

Term Definition
REPL Read-Eval-Print Loop - an interactive programming environment that reads user input, evaluates it, and prints the result
Session An isolated execution context with persistent state, resource limits, and unique identifier
Sandbox An isolated execution environment that restricts access to system resources
Expression A single unit of code submitted for evaluation
Execution Result The output, error, and result data returned after code execution
Resource Limit Configurable boundaries for CPU time, memory, and output size
Sandbox Mode Security enforcement level (strict, standard, relaxed) determining access restrictions
gVisor Container runtime providing sandbox isolation for execution environments

Data Models

Session Model
{
  "$schema": "http://json-schema.org/draft-07/schema#",
  "title": "REPLSession",
  "type": "object",
  "properties": {
    "session_id": {
      "type": "string",
      "description": "Unique session identifier",
      "pattern": "^[a-zA-Z0-9]{8,32}$"
    },
    "language": {
      "type": "string",
      "enum": ["python", "javascript", "bash", "shell"],
      "description": "Programming language for the REPL"
    },
    "created_at": {
      "type": "string",
      "format": "date-time",
      "description": "Session creation timestamp"
    },
    "last_activity": {
      "type": "string",
      "format": "date-time",
      "description": "Last activity timestamp"
    },
    "resource_limits": {
      "$ref": "#/definitions/ResourceLimits"
    },
    "status": {
      "type": "string",
      "enum": ["active", "idle", "terminated", "error"],
      "description": "Current session status"
    }
  },
  "required": ["session_id", "language", "created_at", "status"],
  "definitions": {
    "ResourceLimits": {
      "type": "object",
      "properties": {
        "max_cpu_time": {
          "type": "integer",
          "minimum": 1,
          "maximum": 300,
          "default": 30,
          "description": "Maximum CPU time in seconds"
        },
        "max_memory_mb": {
          "type": "integer",
          "minimum": 16,
          "maximum": 4096,
          "default": 256,
          "description": "Maximum memory allocation in MB"
        },
        "max_output_size": {
          "type": "integer",
          "minimum": 1024,
          "maximum": 10485760,
          "default": 1048576,
          "description": "Maximum output size in bytes"
        },
        "max_expressions": {
          "type": "integer",
          "minimum": 1,
          "maximum": 10000,
          "default": 1000,
          "description": "Maximum number of expressions per session"
        }
      }
    }
  }
}
Execution Request Model
{
  "$schema": "http://json-schema.org/draft-07/schema#",
  "title": "ExecutionRequest",
  "type": "object",
  "properties": {
    "session_id": {
      "type": "string",
      "description": "Session identifier"
    },
    "code": {
      "type": "string",
      "description": "Code to execute",
      "minLength": 1,
      "maxLength": 1048576
    },
    "timeout_ms": {
      "type": "integer",
      "minimum": 100,
      "maximum": 300000,
      "description": "Execution timeout in milliseconds"
    }
  },
  "required": ["session_id", "code"]
}
Execution Result Model
{
  "$schema": "http://json-schema.org/draft-07/schema#",
  "title": "ExecutionResult",
  "type": "object",
  "properties": {
    "session_id": {
      "type": "string",
      "description": "Session identifier"
    },
    "success": {
      "type": "boolean",
      "description": "Execution success status"
    },
    "output": {
      "type": "string",
      "description": "Standard output"
    },
    "error": {
      "type": "string",
      "description": "Standard error output"
    },
    "result": {
      "type": ["string", "number", "boolean", "object", "array", "null"],
      "description": "Expression result (if applicable)"
    },
    "execution_time_ms": {
      "type": "integer",
      "description": "Execution time in milliseconds"
    },
    "timestamp": {
      "type": "string",
      "format": "date-time",
      "description": "Execution timestamp"
    }
  },
  "required": ["session_id", "success", "execution_time_ms", "timestamp"]
}
Session Configuration Model
{
  "$schema": "http://json-schema.org/draft-07/schema#",
  "title": "SessionConfig",
  "type": "object",
  "properties": {
    "language": {
      "type": "string",
      "enum": ["python", "javascript", "bash", "shell"],
      "description": "Programming language"
    },
    "sandbox_mode": {
      "type": "string",
      "enum": ["strict", "standard", "relaxed"],
      "default": "standard",
      "description": "Sandbox enforcement level"
    },
    "environment": {
      "type": "object",
      "description": "Environment variables",
      "additionalProperties": {
        "type": "string"
      }
    },
    "working_directory": {
      "type": "string",
      "description": "Working directory for execution"
    },
    "resource_limits": {
      "$ref": "#/definitions/ResourceLimits"
    }
  },
  "required": ["language"],
  "definitions": {
    "ResourceLimits": {
      "type": "object",
      "properties": {
        "max_cpu_time": {
          "type": "integer",
          "minimum": 1,
          "maximum": 300
        },
        "max_memory_mb": {
          "type": "integer",
          "minimum": 16,
          "maximum": 4096
        },
        "max_output_size": {
          "type": "integer",
          "minimum": 1024,
          "maximum": 10485760
        },
        "max_expressions": {
          "type": "integer",
          "minimum": 1,
          "maximum": 10000
        }
      }
    }
  }
}

Functional Requirements

Core Features
Session Management
Code Execution
Resource Management
Sandbox Security
5.2 API Features
5.2.1 REST API Endpoints
5.2.2 WebSocket Support
5.3 User Interface Features
5.3.1 CLI Interface

Error Conditions

ID Condition Handling
ERR-001 SessionNotFound - Session with specified ID does not exist Return 404 with error message; suggest creating new session
ERR-002 SessionAlreadyExists - Session with specified ID already exists Return 409 with error message; suggest using different ID or terminating existing
ERR-003 SessionTerminated - Session has been terminated Return 410 with error message; suggest creating new session
ERR-004 SessionTimeout - Session idle timeout exceeded Return 408 with error message; session resources freed
ERR-005 InvalidSessionId - Session ID format is invalid Return 400 with validation error; show required format
ERR-006 ExecutionTimeout - Code execution exceeded time limit Return execution result with success=false and timeout error
ERR-007 ExecutionMemoryExceeded - Code execution exceeded memory limit Return execution result with success=false and memory error
ERR-008 ExecutionOutputExceeded - Output size exceeded limit Return execution result with success=false and truncated output
ERR-009 ExecutionError - Generic execution error occurred Return execution result with success=false and error details
ERR-010 CompilationError - Code failed to compile/parse Return execution result with success=false and syntax error details
ERR-011 SandboxViolation - Sandbox security policy violated Return 403 with security violation details; log for audit
ERR-012 ResourceLimitExceeded - Global resource limit exceeded Return 429 with retry-after header; show limit details
ERR-013 UnauthorizedAccess - Access to resource denied Return 401/403 with authorization error
ERR-014 MaliciousCodeDetected - Potentially malicious code detected Return 400 with detection details; block execution
ERR-015 InvalidRequest - Request body is invalid Return 400 with validation error details
ERR-016 UnsupportedLanguage - Language not supported Return 400 with supported languages list
ERR-017 RateLimitExceeded - Too many requests Return 429 with retry-after header
ERR-018 ServiceUnavailable - Service is temporarily unavailable Return 503 with retry-after header
ERR-019 InvalidCodeInput - Code input is null or exceeds max length Return 400 with validation error
ERR-020 ConcurrentSessionLimit - Maximum concurrent sessions reached Return 503 with queue information

API Contracts

7.1 Create Session

Endpoint: POST /api/v1/sessions
Content-Type: application/json

Request:

{
  "language": "python",
  "sandbox_mode": "standard",
  "resource_limits": {
    "max_cpu_time": 30,
    "max_memory_mb": 256,
    "max_output_size": 1048576
  }
}

Response (201 Created):

{
  "session_id": "abc123xyz",
  "language": "python",
  "created_at": "2026-04-08T10:30:00Z",
  "status": "active",
  "resource_limits": {
    "max_cpu_time": 30,
    "max_memory_mb": 256,
    "max_output_size": 1048576
  }
}
7.2 Execute Code

Endpoint: POST /api/v1/sessions/{session_id}/execute
Content-Type: application/json

Request:

{
  "code": "print('Hello, World!')",
  "timeout_ms": 5000
}

Response (200 OK):

{
  "session_id": "abc123xyz",
  "success": true,
  "output": "Hello, World!\n",
  "error": "",
  "result": null,
  "execution_time_ms": 12,
  "timestamp": "2026-04-08T10:30:05Z"
}
7.3 Get Session Info

Endpoint: GET /api/v1/sessions/{session_id}
Response (200 OK):

{
  "session_id": "abc123xyz",
  "language": "python",
  "created_at": "2026-04-08T10:30:00Z",
  "last_activity": "2026-04-08T10:30:05Z",
  "status": "active",
  "expression_count": 5,
  "resource_limits": {
    "max_cpu_time": 30,
    "max_memory_mb": 256,
    "max_output_size": 1048576
  }
}
7.4 Terminate Session

Endpoint: DELETE /api/v1/sessions/{session_id}
Response (204 No Content): Null body

7.5 Get Execution History

Endpoint: GET /api/v1/sessions/{session_id}/history?limit=10&offset=0
Response (200 OK):

{
  "session_id": "abc123xyz",
  "total": 5,
  "limit": 10,
  "offset": 0,
  "executions": [
    {
      "code": "print('Hello, World!')",
      "success": true,
      "execution_time_ms": 12,
      "timestamp": "2026-04-08T10:30:05Z"
    }
  ]
}

Non-Functional Requirements

8.1 Security Requirements
8.1.1 Authentication and Authorization
8.1.2 Sandboxing and Isolation
8.1.3 Resource Protection
8.1.4 Input Validation and Sanitization
8.1.5 Data Protection
8.1.6 Audit and Compliance
8.1.7 Threat Mitigation
8.1.8 Secure Configuration
8.1.9 Incident Response
8.2 Performance Requirements
Metric Target Maximum
Session creation latency < 100ms 500ms
Code execution latency < 500ms 2000ms
Concurrent session capacity 50 sessions 100 sessions
Memory usage per session < 256MB 4GB
Output streaming latency < 50ms 100ms
8.3 Reliability Requirements
8.4 Scalability Requirements

Security Requirements

This section consolidates all security-related requirements for the REPLTool system. All security requirements MUST be enforced at all times.

Authentication and Authorization
Sandboxing and Isolation
Resource Protection
Input Validation and Sanitization
Data Protection
Audit and Compliance
Threat Mitigation
Secure Configuration
Incident Response

Technical Design

9.1 Architecture Overview

The REPLTool follows a microservice architecture with the following components:

  1. API Layer: FastAPI-based REST API handling session management and execution requests
  2. Session Manager: Orchestrates session lifecycle, state persistence, and resource allocation
  3. Execution Engine: Manages language-specific interpreters (Python, JavaScript, Bash)
  4. Sandbox Manager: Implements isolation via gVisor containers or subprocess isolation
  5. Resource Monitor: Tracks CPU, memory, and output usage per session
9.2 Execution Flow
  1. Client creates session via POST /sessions
  2. Session Manager initializes sandbox environment
  3. Client sends code via POST /sessions/{id}/execute
  4. Execution Engine validates input and applies resource limits
  5. Code runs in isolated sandbox with timeout enforcement
  6. Output captured and returned to client
  7. Session state updated with execution metadata
9.3 Sandbox Implementation
Mode Isolation Method File Access Network Access Subprocess
Strict gVisor container None None None
Standard gVisor subprocess /tmp only None Shell built-ins
Relaxed Subprocess isolation /tmp, $HOME Local only Restricted

Examples

10.1 Python Session Example
# Create Python session
curl -X POST http://localhost:8000/api/v1/sessions \
  -H "Content-Type: application/json" \
  -d '{"language": "python", "sandbox_mode": "standard"}'

# Response
{"session_id": "abc123xyz", "status": "active", ...}

# Execute code
curl -X POST http://localhost:8000/api/v1/sessions/abc123xyz/execute \
  -H "Content-Type: application/json" \
  -d '{"code": "print(2 + 2)"}'

# Response
{"success": true, "output": "4\n", "result": null, ...}
10.2 JavaScript Session Example
# Create JavaScript session
curl -X POST http://localhost:8000/api/v1/sessions \
  -H "Content-Type: application/json" \
  -d '{"language": "javascript"}'

# Execute multi-line code
curl -X POST http://localhost:8000/api/v1/sessions/xyz789abc/execute \
  -H "Content-Type: application/json" \
  -d '{"code": "function factorial(n) { return n <= 1 ? 1 : n * factorial(n-1); }\nfactorial(5)"}'

# Response
{"success": true, "output": "", "result": 120, ...}
10.3 CLI Usage Example
# Start interactive Python REPL
repltool interactive --language python

# Execute code from file
repltool execute --file script.py --language python

# Create session with custom limits
repltool create --language bash --max-cpu-time 10 --max-memory 128

Security Requirements

11.1 Sandboxing Architecture

The REPLTool implements a multi-layered sandbox architecture:

  1. Process Isolation: Each session runs in an isolated subprocess
  2. Container Isolation: Optional Docker-based container isolation for strict mode
  3. Filesystem Restrictions: Read-only filesystem with tmpfs for temporary files
  4. Network Restrictions: No network access in strict mode; limited in standard mode
  5. System Call Filtering: seccomp-bpf for system call restrictions
11.2 Resource Limits
Resource Default Limit Maximum Limit
CPU Time 30 seconds 300 seconds
Memory 256 MB 4 GB
Output Size 1 MB 10 MB
Expressions/Session 1,000 10,000
Concurrent Sessions 10 50
11.3 Security Policies
11.3.1 Strict Mode
11.3.2 Standard Mode
11.3.3 Relaxed Mode
11.4 Malicious Code Detection

The system detects and blocks:

11.5 Audit Logging

All executions are logged with:


Governance

12.1 Policy Enforcement
12.2 Audit Logging
async def log_execution(code: str, language: str, result: dict):
    await audit_log({
        "event_type": "repl_execution",
        "language": language,
        "success": result.success,
        "duration_ms": result.duration_ms
    })

Dependencies

13.1 Runtime Dependencies
Package Version Purpose
Python >= 3.11 Runtime environment
Node.js >= 18.0.0 JavaScript execution
gVisor >= 2.0.0 Container sandboxing
seccomp - System call filtering
13.2 Python Dependencies
Package Version Purpose
fastapi >= 0.104.0 REST API framework
uvicorn >= 0.24.0 ASGI server
pydantic >= 2.5.0 Data validation
websockets >= 12.0 WebSocket support
pytest >= 7.4.0 Testing framework
pytest-cov >= 4.1.0 Coverage reporting
pytest-asyncio >= 0.21.0 Async testing
13.3 External Services
Service Purpose Required
gVisor Container runtime No (optional)
Redis Session caching No (optional)
Prometheus Metrics No (optional)

Testing Requirements

Test Environment Requirements
Requirement Specification Purpose
Python >= 3.11 Runtime for test execution
Node.js >= 18.0.0 JavaScript execution testing
gVisor >= 2.0.0 Sandbox isolation testing
Test Database SQLite in-memory Session state testing
Mock Services pytest-mock External service mocking
Test Data Requirements
Test Coverage Requirements
Category Minimum Coverage
Unit Tests 80% code coverage
Integration Tests All API endpoints
Security Tests All sandbox modes
Performance Tests All latency thresholds
Test Execution Requirements

Testing Requirements

14.1 Unit Tests
Test ID Description Coverage Target
UT-001 Session creation with valid parameters 100%
UT-002 Session creation with invalid language 100%
UT-003 Session termination 100%
UT-004 Code execution for Python 100%
UT-005 Code execution for JavaScript 100%
UT-006 Code execution for Bash 100%
UT-007 Resource limit enforcement 100%
UT-008 Error handling for all error codes 100%
14.2 Integration Tests
Test ID Description Coverage Target
IT-001 End-to-end session lifecycle 100%
IT-002 Multi-expression session 100%
IT-003 Concurrent sessions 100%
IT-004 API endpoint integration 100%
IT-005 WebSocket integration 100%
14.3 Security Tests
Test ID Description Coverage Target
ST-001 Sandbox escape prevention 100%
ST-002 Resource exhaustion prevention 100%
ST-003 Malicious code detection 100%
ST-004 Input validation 100%
14.4 Performance Tests
Test ID Description Threshold
PT-001 Session creation latency < 100ms
PT-002 Code execution latency < 500ms
PT-003 Memory usage under load < 512MB
PT-004 Concurrent session capacity 50 sessions
14.5 Test Execution
# Run all unit tests
pytest tests/unit/ -v --cov=repltool --cov-report=html

# Run integration tests
pytest tests/integration/ -v

# Run security tests
pytest tests/security/ -v

# Run performance tests
pytest tests/performance/ -v --benchmark-only

# Run all tests
pytest tests/ -v --cov=repltool

Integration Points

15.1 Integration with Orchestrata CLI

The REPLTool integrates with the Orchestrata CLI as tool ID repl_execute:

{
  "tool": "repl_execute",
  "parameters": {
    "language": "python",
    "code": "print('Hello')",
    "sandbox_mode": "standard",
    "resource_limits": {
      "max_cpu_time": 30,
      "max_memory_mb": 256
    }
  }
}
15.2 Integration with Redis (Optional)

For distributed deployments, sessions can be cached in Redis:

# Session state serialization
await redis.set(f"session:{session_id}", json.dumps(session_state), ex=3600)
15.3 Integration with Prometheus Metrics

Exported metrics include:


Success Criteria

16.1 Functional Acceptance
16.2 Security Acceptance
16.3 Performance Acceptance
16.4 Reliability Acceptance

Observability

Logging Requirements
  1. Component Logging
    • Log all major operations with appropriate log levels
    • Include correlation IDs for request tracing
    • Log performance metrics for critical operations
    • Log errors with full context for debugging
Metrics Requirements
  1. Performance Metrics
    • Operation duration histograms
    • Request/error rate counters
    • Resource utilization gauges
    • Business metrics relevant to domain
Tracing Requirements
  1. Distributed Tracing
    • Trace propagation across component boundaries
    • Span attributes for domain-specific context
    • Trace sampling based on operational needs
Alerting Requirements
  1. Critical Alerts
    • Error rate spikes
    • Performance degradation
    • Resource exhaustion
    • Business metric anomalies
Dashboard Requirements
  1. Operational Dashboard
    • Real-time system health
    • Performance trends
    • Error analysis
    • Resource monitoring

Revision History

Version Date Changes Author
1.0.0 2026-04-08 Initial production release Mohamed
1.0.1 2026-04-09 Fixed spec to meet SPEC_STANDARD.md requirements Mohamed

End of Specification