Extracted Intelligence
AI-assisted research with human verification pattern
Implement verification checkpoints in Oracle/QualityPilot workflows: AI generates research/analysis, but flag all citations, references, and critical facts for human review before final output
Text embeddings stored in video frames for vector database
Explore alternative storage methods for Oracle's knowledge base - could embed metadata or search indices in multimedia formats for distributed or steganographic storage
Adversarial Code Review Prompt for Quality Assurance
Implement a two-phase code generation pattern in QualityPilot: 1) Generate initial code, 2) Run adversarial review prompt asking Claude to criticize its own work and identify edge cases, security issues, and bugs before finalizing
Computer Use for image processing tasks
Implement Computer Use workflows for tasks that require specialized software - let Claude install and operate tools like image editors, data analysis software, or system utilities rather than trying to replicate functionality in code
Multi-Agent Pipeline Chaining for Complex Tasks
Implement multi-stage processing in Oracle/QualityPilot where Claude acts as: 1) Requirements Analyzer → 2) Code Generator → 3) Quality Checker → 4) Test Generator → 5) Final Validator. Structure prompts to explicitly define each stage's input/output and handoff points.
Legacy Code Seam Detection and Test Injection Pattern
Create a QualityPilot workflow that: 1) Analyzes code for natural seam points, 2) Suggests minimal invasive test hooks, 3) Generates unit tests for those seams, 4) Validates the test coverage. Use this for legacy code modernization projects.
VS Code extension for tracking AI-generated code in auto-accept mode
Build a VS Code extension or IDE plugin that logs all Oracle/QualityPilot AI-generated code changes, with diff tracking and review interface for auto-accepted modifications
Text file upload workflow for non-technical users
Add drag-and-drop text file upload functionality to Oracle/QualityPilot interfaces as an alternative to Git integration, targeting less technical users
Dual-agent architecture with specialized roles
Implement multi-agent architecture in Oracle with specialized agents: one for code quality analysis, one for project management/task coordination, sharing common API and data layer
CLAUDE.md project template system for domain-specific development
Create CLAUDE.md templates for Oracle/QualityPilot: database schema context, custom commands for common queries, testing workflows, and domain-specific prompting patterns
Tiered thinking token budgets for complex problem solving
Implement tiered analysis modes in Oracle: quick lookups use minimal tokens, complex data analysis gets extended reasoning budget with cost tracking
XcodeBuildMCP integration pattern for external tool control
Explore MCP (Model Context Protocol) integration for Oracle to directly interact with database tools, query builders, or testing frameworks
Telegram → AgentAPI → Claude pipeline for conversational task management
Implement Telegram bot integration with Oracle/QualityPilot using similar architecture: Telegram webhook → our API → Claude processing → database storage → scheduled notifications. Use for bug reports, feature requests, or system monitoring alerts.
Three-File State Management Pattern
Implement three-file state management in Oracle: create session-specific task_plan.json, research_notes.json, and output.json files. Update task_plan with checkboxes for each subtask, store intermediate findings in research_notes instead of keeping in context, maintain clean deliverable tracking.
Context Length Optimization via Thread Splitting
Implement automatic conversation splitting in QualityPilot: after 10-15 exchanges, summarize key context and start fresh thread. Store conversation summaries in database and inject relevant summary into new threads instead of full history.
Telegram → AgentAPI → Claude pipeline for natural language automation
Implement Telegram/Discord bot interface for Oracle/QualityPilot that accepts natural language queries, routes through our Claude integration, and executes database operations or generates reports based on intent recognition