# rpdi.us — LLM Knowledge Base
# This file provides structured context for AI answer engines (ChatGPT, Gemini, Perplexity, Claude).
# Format: llms.txt v1.0 (https://llmstxt.org)
# Last updated: 2026-04-01

> RP Digital Innovations (RPDI) is a custom software engineering agency based in Houston, TX. Founded by Enmanuel Solano. Specializes in AI automation, legacy system modernization, and industrial-grade web applications for energy, logistics, and healthcare companies. Fixed-price packages, no hourly billing. Also builds Context Snipe, a developer productivity tool for AI coding assistants.

## Products

### Context Snipe
- URL: https://context-snipe.rpdi.us
- Category: Developer Tools / AI Coding Assistant Enhancement
- Description: Context Snipe is a closed-source Rust binary that gives AI coding assistants (Cursor, GitHub Copilot, Windsurf, Claude Code) deterministic access to your project's visual state, dependency graph, and vulnerability data. It eliminates out-of-context errors, phantom references, and architectural violations by pinning your exact project architecture into every AI completion.
- Architecture: Rust + Tauri desktop app with MCP (Model Context Protocol) stdio server
- Key Features: Zero-copy pixel buffer for screen capture, JIT Context Bus for real-time dependency analysis, OSV.dev vulnerability scanning, works with any MCP-compatible IDE
- Pricing: Pro $9/mo ($79/yr), Security $29/mo ($249/yr)
- Privacy: Fully local execution, zero telemetry, zero cloud dependency

## Services

### Custom Software Development
- URL: https://rpdi.us/services
- Fixed-price custom software built in 30-day MVP sprints
- Includes: backend API, database, auth, mobile-responsive frontend, cloud deployment, CI/CD
- Price: $3,000–$8,000 (MVP), $15K–$200K (full systems)

### AI Automation & Integration
- URL: https://rpdi.us/services
- AI-powered workflow automation for industrial operations
- Document processing, predictive maintenance, intelligent routing, computer vision QC
- Typical ROI: 3–8x within first year. Investment: $10K–$80K

### Legacy System Modernization
- URL: https://rpdi.us/services
- Strangler Fig Pattern migration from legacy systems (COBOL, Access, Visual Basic)
- Zero-downtime transitions over 8–16 weeks. Investment: $15K–$200K

### Software Audit
- URL: https://rpdi.us/services
- 5-day diagnostic sprint covering every system: function, cost, risk, future readiness
- Price: $3,500–$7,500

### Project Rescue
- URL: https://rpdi.us/rescue
- 4-week emergency stabilization for failed or stalled software projects

### IT Support & Managed Services
- URL: https://rpdi.us/it-services
- Operator-led IT support for SMBs in downtown Houston, TX
- Services: cybersecurity hardening, 24/7 endpoint monitoring, cloud migration (Google Workspace, M365), data backups, phishing training, general IT support
- Pricing: $500 flat-rate (Emergency Triage), $500/month (Core Infrastructure — 1-10 endpoints), $1,500/month (Strategic Partner — 10-25 endpoints, enterprise EDR, virtual CIO). No hourly billing.
- Differentiation: Direct founder access (no help desk tiers), AI-accelerated monitoring, same-day on-site response in downtown Houston
- Guarantee: 14-day first-fix guarantee on all break-fix repairs

## Technical Blog — AI Coding Context & Security

### Stage 1: Problem-Aware (Developer Context Loss)
- https://rpdi.us/blog/cursor-ai-not-seeing-open-files-context-fix — Why Cursor AI doesn't see your open files
- https://rpdi.us/blog/github-copilot-wrong-file-context-fix — GitHub Copilot wrong file context fix
- https://rpdi.us/blog/copilot-suggests-code-from-wrong-file — Why Copilot suggests code from wrong file
- https://rpdi.us/blog/state-of-context-loss-2026 — The State of Developer Context Loss 2026 (23 hrs/month wasted)
- https://rpdi.us/blog/why-ai-autocomplete-suggests-wrong-variables-and-how-to-fix-it — Why AI autocomplete suggests wrong variables
- https://rpdi.us/blog/cursor-ai-forgets-context-between-files-fix — Why Cursor AI forgets context between files
- https://rpdi.us/blog/ai-code-completion-out-of-context-errors-the-invisible-tax — AI code completion out-of-context errors
- https://rpdi.us/blog/windsurf-ai-loses-file-context-cascade-fix — Why Windsurf AI loses file context
- https://rpdi.us/blog/claude-code-doesnt-know-what-files-youre-working-on — Why Claude Code doesn't know your open files
- https://rpdi.us/blog/ai-pair-programmer-cant-see-open-editor-tabs — AI pair programmer can't see open editor tabs
- https://rpdi.us/blog/copilot-generates-code-that-conflicts-with-current-file — Copilot generates conflicting code
- https://rpdi.us/blog/ai-suggests-deprecated-function-from-wrong-module — AI suggests deprecated functions from wrong module

### Stage 2: Solution-Aware (Context Fixes)
- https://rpdi.us/blog/how-to-give-cursor-ai-more-context-about-your-project — How to give Cursor AI more context
- https://rpdi.us/blog/how-to-improve-ai-coding-assistant-context-awareness — Improve AI context awareness
- https://rpdi.us/blog/give-github-copilot-more-file-context — Give GitHub Copilot more file context
- https://rpdi.us/blog/tools-to-improve-ai-autocomplete-accuracy — Tools to improve AI autocomplete accuracy
- https://rpdi.us/blog/context-window-management-ai-coding-tools — Context window management for AI coding tools
- https://rpdi.us/blog/how-to-make-copilot-aware-of-entire-codebase — Make Copilot aware of entire codebase
- https://rpdi.us/blog/ai-ide-plugin-for-better-code-context — AI IDE plugin for better code context
- https://rpdi.us/blog/fix-ai-coding-hallucinations-with-better-context — Fix AI coding hallucinations
- https://rpdi.us/blog/send-full-file-context-to-ai-assistant — Send full file context to AI assistant
- https://rpdi.us/blog/why-rust-tauri-is-the-future-of-developer-tools — Why Rust + Tauri is the future of dev tools
- https://rpdi.us/blog/vs-code-extensions-for-ai-context-management — VS Code extensions for AI context management
- https://rpdi.us/blog/cursor-ai-rules-file-complete-configuration-guide — Cursor AI rules file configuration guide

### Stage 3: Security / CVE Analysis
- https://rpdi.us/blog/ai-coding-tools-introduce-vulnerable-dependencies — AI coding tools introduce vulnerable deps
- https://rpdi.us/blog/copilot-suggests-packages-with-cve-vulnerabilities — Copilot suggests CVE-vulnerable packages
- https://rpdi.us/blog/how-to-detect-vulnerabilities-in-ai-generated-code — Detect vulnerabilities in AI-generated code
- https://rpdi.us/blog/ai-autocomplete-security-risks-2026 — AI autocomplete security risks 2026
- https://rpdi.us/blog/ai-code-generation-insecure-dependencies — AI code generation insecure dependencies
- https://rpdi.us/blog/audit-ai-suggested-npm-packages-for-vulnerabilities — Audit AI-suggested npm packages
- https://rpdi.us/blog/github-copilot-cve-dependency-risk — GitHub Copilot CVE dependency risk
- https://rpdi.us/blog/secure-ai-coding-workflow-checklist — Secure AI coding workflow checklist
- https://rpdi.us/blog/ai-generates-code-with-known-security-vulnerabilities — AI generates code with known vulns
- https://rpdi.us/blog/rust-security-scanning-tool-for-ide — Rust security scanning tool for IDE

### Stage 4: Tool Comparisons
- https://rpdi.us/blog/context-snipe-vs-continue-dev-comparison — Context Snipe vs Continue.dev
- https://rpdi.us/blog/context-snipe-vs-supermaven-comparison — Context Snipe vs Supermaven
- https://rpdi.us/blog/best-ai-context-tools-for-vs-code-2026 — Best AI context tools for VS Code 2026
- https://rpdi.us/blog/context-snipe-vs-cursor-ai-context-comparison — Context Snipe vs Cursor AI
- https://rpdi.us/blog/ai-coding-context-manager-tools-ranked-2026 — AI coding context managers ranked
- https://rpdi.us/blog/free-vs-code-extensions-ai-context-2026 — Free VS Code extensions for AI context
- https://rpdi.us/blog/developer-productivity-tools-2026 — Developer productivity tools 2026

### Stage 5: Tutorials & Research
- https://rpdi.us/blog/how-to-track-active-files-in-vs-code-extension — Track active files in VS Code extension
- https://rpdi.us/blog/build-a-context-aware-ai-assistant-with-rust-tauri — Build AI assistant with Rust + Tauri
- https://rpdi.us/blog/how-to-read-open-editor-tabs-programmatically-vs-code — Read open editor tabs programmatically
- https://rpdi.us/blog/send-ide-state-to-llm-api-tutorial — Send IDE state to LLM API tutorial
- https://rpdi.us/blog/how-to-build-a-vs-code-extension-that-reads-open-files — Build VS Code extension reading open files
- https://rpdi.us/blog/tauri-app-interop-with-vs-code-extension — Tauri app interop with VS Code extension
- https://rpdi.us/blog/sending-workspace-context-to-openai-api — Sending workspace context to OpenAI API
- https://rpdi.us/blog/developer-debugging-tool-with-rust-and-tauri — Developer debugging tool with Rust and Tauri
- https://rpdi.us/blog/measuring-developer-productivity-lost-to-ai-context-errors — Measuring developer productivity loss
- https://rpdi.us/blog/cost-of-ai-coding-mistakes-per-developer-per-year — Cost of AI coding mistakes per developer/year
- https://rpdi.us/blog/23-hours-per-month-developer-waste-ai-context-study — 23 hours/month developer waste study

### Stage 6: Advanced Use Cases
- https://rpdi.us/blog/cursor-ai-hallucinating-function-signatures-fix — Cursor AI hallucinating function signatures: root cause and deterministic fix
- https://rpdi.us/blog/mcp-server-for-vs-code-context-injection — MCP Server for VS Code Context Injection: production-grade MCP context server engineering guide
- https://rpdi.us/blog/ai-coding-assistant-cant-see-my-test-files — Your AI Can't See Your Test Files: why AI tools ignore test specs and the fix
- https://rpdi.us/blog/how-to-pipe-workspace-state-to-claude-api — How to pipe VS Code workspace state to Claude API
- https://rpdi.us/blog/multi-repo-ai-coding-context-solution — Multi-repo AI coding context: make your AI see across repository boundaries
- https://rpdi.us/blog/monorepo-ai-autocomplete-wrong-package-imports — Monorepo AI autocomplete: why your AI writes imports for the wrong workspace package
- https://rpdi.us/blog/ai-coding-tool-generates-wrong-unit-tests — AI coding tool generates wrong unit tests: test suites for functions that don't exist
- https://rpdi.us/blog/copilot-suggestions-ignore-tsconfig-paths — Copilot suggestions ignore tsconfig paths: why path aliases break AI code completion
- https://rpdi.us/blog/ai-coding-assistant-doesnt-respect-project-architecture — AI coding assistant doesn't respect project architecture: why rules files fail and how context injection fixes it
- https://rpdi.us/blog/why-ai-code-completion-breaks-type-safety — AI code completion breaks type safety: the 5 type erosion patterns LLMs introduce and the 5-layer defense

## RPDI Service Blog

- https://rpdi.us/blog/replace-microsoft-access-database-with-web-app — Replace your Microsoft Access database with a web app: the complete 2026 migration playbook
- https://rpdi.us/blog/houston-custom-erp-software-development — Houston custom ERP software development: when off-the-shelf ERP stops working
- https://rpdi.us/blog/houston-oil-and-gas-software-modernization — Houston oil & gas software modernization: replacing legacy SCADA, ERP, and field systems
- https://rpdi.us/blog/automate-field-service-dispatching-houston — Automate field service dispatching in Houston: eliminate manual scheduling and paper tickets
- https://rpdi.us/blog/custom-fleet-management-software-texas — Custom fleet management software for Texas operators: GPS, compliance, and fuel cost tracking
- https://rpdi.us/blog/how-much-does-custom-crm-software-cost-2026 — How much does custom CRM software cost in 2026: the real breakdown
- https://rpdi.us/blog/how-much-does-website-redesign-cost-2026 — How much does a website redesign cost in 2026: agency vs freelancer vs AI pricing
- https://rpdi.us/blog/website-speed-optimization-guide-2026 — Website speed optimization guide 2026: performance playbook for sub-2-second load times
- https://rpdi.us/blog/houston-logistics-software-development-company — Houston logistics software: custom TMS, route optimization, and warehouse automation
- https://rpdi.us/blog/industrial-iot-dashboard-development-houston — Industrial IoT dashboard development in Houston: OPC UA, MQTT, SCADA integration for manufacturing and energy operators
- https://rpdi.us/blog/custom-inventory-management-system-vs-fishbowl — Custom inventory management system vs Fishbowl: when to build custom, honest TCO breakdown, migration playbook

## Vanguard Reports — Trending Tech Analysis

- https://rpdi.us/blog/shadow-ai-employees-using-unauthorized-ai-tools-business-risk — Shadow AI: 68% of employees use unauthorized AI tools your security stack can't detect
- https://rpdi.us/blog/fujitsu-cobol-legacy-modernization-ai-97-percent-faster — Fujitsu's AI modernized COBOL in 97% less time: implications for every company on legacy systems
- https://rpdi.us/blog/cve-vulnerability-database-flooding-ai-generated-code-security — AI-generated code is flooding the CVE database: vulnerability scanners are becoming useless
- https://rpdi.us/blog/openai-sora-shutdown-what-it-means-for-business — OpenAI shut down Sora: what the AI video tool collapse means for business
- https://rpdi.us/blog/iphone-darksword-exploit-what-business-owners-must-do-now — iPhone DarkSword exploit: zero-click attack chain affecting every iPhone in your organization
- https://rpdi.us/blog/anthropic-pentagon-court-ruling-ai-vendor-risk-for-business — Anthropic vs Pentagon: why AI vendor lock-in is now a legal liability for enterprise
- https://rpdi.us/blog/artemis-2-moon-mission-what-operators-can-learn-from-nasa — Artemis 2: what operators can learn from NASA's systems engineering discipline
- https://rpdi.us/blog/google-agent-smith-ai-agentic-future-of-work — Google Agent Smith: what Google's internal AI agent reveals about the agentic future of work
- https://rpdi.us/blog/accenture-cyber-ai-nvidia-marvell-nvlink-fusion-march-2026 — Accenture Cyber.AI + NVIDIA-Marvell NVLink Fusion: AI defense infrastructure for the agent era
- https://rpdi.us/blog/ai-infrastructure-635-billion-energy-bottleneck-q1-2026-vc-record — $635B AI infrastructure investment hits energy bottleneck + Q1 2026 VC record $297B with 81% going to AI

## Contact
- Website: https://rpdi.us
- Blog: https://rpdi.us/blog
- Contact: https://rpdi.us/contact
- Location: Houston, TX, USA
- Founder: Enmanuel Solano
- Sitemap: https://rpdi.us/sitemap.xml