Complete project lifecycle management from concept to completion. PRD templates, hierarchical task generation, and 41-49% token savings with TOON. Move from 70% to 95%+ accuracy. Production-ready v2.5.0. By Hildens Consulting.
Moving from hoping for the right answer to systematically engineering reliable AI results
Early AI relied on crafting perfect questions and hoping for the best—trial and error treating AI as a mystical oracle, not reliable enterprise software
Business-critical applications demand 95%+ accuracy. You need audit trails, control over data access, and measurable reliability—not black box guesswork
Treat AI like briefing a skilled analyst: provide all relevant information, define the task, give tools and data sources, ensure current accurate data
Systematic patterns for reliable AI integration—proven in production
Complete project lifecycle from concept to completion. Template-based PRD creation with 13 structured sections, AI-guided discovery questions, and hierarchical task generation with 5-phase organization (Setup, Architecture, Implementation, Testing, Deployment).
Automatic PRISM agent assignment, context file linking, and real-time progress tracking. Hierarchical task structure (X.0 parents, X.Y subtasks) with verification criteria and status workflow (DRAFT → IN_REVIEW → APPROVED → COMPLETED).
Take control of the entire input—not just questions, but all supporting data, documents, and context. Structured information architecture ensures AI has everything needed for reliable decisions.
Context maintained across sessions with intelligent caching and automatic pattern learning. Priority-based management (CRITICAL/HIGH/MEDIUM) ensures critical information is always available.
AI accesses your systems through defined tools and data sources, not outdated training data. Audit trails show exactly what information influenced each decision.
Specialized AI components for different tasks (safety checks, data retrieval, analysis, user interaction). Proven 4-phase workflow: gather context, take action, verify, repeat.
Modular, testable systems treating AI components like enterprise software. 95%+ test success rate with formal verification loops and comprehensive QA.
Token-Oriented Object Notation delivering 41-49% token savings while improving accuracy by 4.7%. Faster, cheaper AI interactions without compromising quality.
RAG (document retrieval), tool calling (system access), memory systems, and swarm coordination. 5 topology patterns for multi-agent collaboration (hierarchical, parallel, pipeline, mesh, adaptive).
Move from 70% to 95%+ accuracy in business-critical applications. Audit trail, control, integration as true system component—not a black box.
Measurable improvements in reliability, control, and business outcomes
Open-source demonstration of context engineering principles in production
PRISM is a generic context engineering framework applicable to any AI system. Our Claude Code implementation demonstrates the principles and proves the benefits in production.
The Claude Code implementation showcases all PRISM principles:
"PRISM's context engineering principles are universal—applicable to any AI system. Our Claude Code implementation proves the approach works in production, delivering measurable improvements in reliability, efficiency, and control." - PRISM Framework Team, Hildens Consulting
Try PRISM's context engineering with Claude Code (macOS/Linux):
curl -fsSL https://raw.githubusercontent.com/afiffattouh/hildens-prism/main/install.sh | bash
After installation, reload your shell to enable the prism command.
Claude Code reference implementation achieves 92% alignment with industry best practices
Uses Claude Code's native tools for all operations—file management, execution, and analysis—following SDK patterns.
Quality gates with linting, security scanning, complexity analysis, and comprehensive test automation before deployment.
All agents automatically access shared PRISM context—patterns, architecture, decisions, and domain knowledge.
Production-ready error handling with input validation, secure operations, and graceful failure modes.
Install PRISM Framework and experience context-aware AI assistance
⚡ Claude Code Quick Install: curl -fsSL https://raw.githubusercontent.com/afiffattouh/hildens-prism/main/install.sh | bash