Real systems in production — AI agents, knowledge platforms, and the infrastructure that keeps them reliable.
GovToKnow
RAG / GovTech
Gold-standard RAG chatbot for municipal government data
- 3+ municipalities onboarded with 12K+ ordinance chunks indexed
- 4 distinct chunking strategies (v1-v4) for different document types
- 100+ adversarial tests validating RAG accuracy
- Live at govtoknow.com serving real municipal queries
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ChemMasters Data Platform
AI Data Platform
AI-powered data platform for a chemicals company
- Crash-safe email pipeline using PG advisory locks for per-email mutual exclusion
- Unified Email Agent (Claude) classifies, extracts, and routes inbound mail end-to-end
- Companion Email Response Agent drafts replies for human review
- Truth-set evaluation harness keyed by Sage OR# regression-tests every prompt change before promotion
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A3E Environmental — New Flo CRM & AI Assistant
Enterprise AI + CRM
Enterprise AI assistant + full CRM for environmental consultants
- Pioneered MCP server implementation with 20+ production tools
- SparkyBot AI assistant handling daily operations via natural language
- Full CRM with Gmail sync, proposals, and Stripe payments
- Zero-downtime dynamic tool loading — add capabilities without restarts
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G
GuruCloudAI Platform
SaaS Platform
AI agent orchestration and development automation SaaS
- Full AI agent orchestration with multi-agent mesh coordination
- Knowledge Bank with semantic vector search
- Document Review system with audio feedback via Whisper
- Dev VM management with auto-provisioning and session tracking
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O
OfferEngine — Real Estate AI Platform
Full-Stack AI Platform
Automated real estate acquisition: MLS to contract in 2 hours
- 2M+ properties analyzed with LLM-derived valuations
- 2TB+ database with sub-second queries
- Full automation: MLS listing to contract in 2 hours
- 100% email deliverability for automated campaigns
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C
Corporate Soul Starter
Multi-Agent RAG
Multi-agent FAQ/knowledge system for corporate environments
- 5 specialized agents each with domain-specific RAG
- S3→SQS→Textract pipeline for automated document ingestion
- Session memory supporting 30 turns with 72-hour TTL
- Kubernetes-ready with Helm charts
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G
GuruCloud KB Python SDK
Developer Tool / SDK
Published PyPI SDK for Knowledge Bank API
- Published on PyPI — pip install gurucloud-kb
- Sync and async client support
- Multi-dimensional weighted semantic search
- MCP integration for AI agent workflows
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G
Genie — Self-Evolving CRM
AI-Driven CRM
AI-driven CRM built autonomously by agents
- AI agents autonomously implement user-requested features
- Wish Fulfillment Pipeline from natural language to deployed code
- AI assistant contextually embedded in every page
- Data centralization ETL from scattered sources
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D
DreamScape
AI + 3D / Creative
AI-powered interactive 3D world builder
- Real-time 3D scene generation from natural language
- Voice input via Web Speech API
- GPT-4o function calling for object creation
- ~$0.01-0.05 per interaction cost
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C
Coltivera
Crowdfunding / AI Platform
AI-powered idea incubator with crowdfunded POC builds
- All-or-nothing crowdfunding for POCs
- AI agents build working demos autonomously
- Revenue share tracking for ideators and investors
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C
Cadenza — AI Grant Writing Platform
AI / Grant Writing
Self-learning AI platform for nonprofit grant writing
- 75% autonomous error reduction via self-learning PI system
- 80% reduction in report creation time
- Multi-tenant architecture for 500+ concurrent organizations
- 95% relevance accuracy in multi-stage retrieval
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M
Mera / NuSeat — AI Job Matching Platform
AI / Job Matching
Dynamic LLM-powered job matching with L-Trees algorithm
- Novel L-Trees algorithm for dynamic LLM-guided categorization
- CL-Trees chronological variant for temporal memory
- DynamicContextObjects abstraction (pgvector-based)
- Overlap with key ideas in Microsoft's GraphRAG
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W
With.in — Vendor-Side Auth Proxy for AI Agents
AI Infrastructure / Lead Gen
Lead generation through AI agent authentication workflows
- 6-state FSM lifecycle for authentication flows
- 4 authentication scenarios (no creds, vendor only, Within only, both)
- SSE event stream for real-time visibility
- Pyright strict mode — full type safety
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P
Polymarket Speed Arbitrage Bot
Fintech / Trading
News-price correlation analysis and automated trading
- 78.4% arbitrage opportunity score (EXCELLENT)
- 185-minute median lag time identified
- 1,124 correlations analyzed across 13 markets
- Backtesting engine with multiple strategies
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