CyberShield AI
Local AI cybersecurity threat detection platform
PythonFastAPIscikit-learnOllamaSQLAlchemyStreamlit
builtIntrusion detection, malware/phishing classification, and automated incident response via a local IsolationForest anomaly model plus a transparent weighted-rule engine.
signatureEvery score returns its exact contributing factors, with Ollama-generated explanations and deterministic fallback playbooks.
ContractMind AI
Local contract review & compliance platform
OllamaChromaDBTesseract OCRsentence-transformers
builtOCR ingestion, clause extraction, compliance checking, and contract comparison behind a weighted-rule risk engine.
signatureRisk engine returns exact triggered rules per clause; a RAG legal Q&A pipeline that only answers from retrieved clauses and always cites sources.
RetailVision AI
Smart retail analytics platform
YOLOv8OpenCVPostgreSQL
builtYOLOv8-based person detection with a centroid tracker for footfall and occupancy, plus a classical-CV fill-ratio engine for shelf inventory.
signatureUpgrades gracefully to a custom-trained model once labeled data becomes available.
SmartFactory AI
Industrial predictive maintenance platform
XGBoostscikit-learnPandas
builtUnsupervised IsolationForest anomaly detector — no labeled failure data required — plus an XGBoost Remaining Useful Life predictor with a trend-based fallback.
signatureEvery health score traces back to its exact contributing sensor features.
GeoVision AI
Satellite image intelligence platform
GDALrasterioPostGIS
builtExplainable rule-based NDVI/NDWI/NDBI classifier for land use/cover — zero training data required.
signatureA magnitude-based change detector that correctly distinguishes vegetation loss from flooding.
EvalBench AI
Local LLM evaluation & benchmarking platform
OllamaStreamlitPlotly
bugMissing reference context was silently scored as grounded during hallucination detection.
fixVerified end-to-end that ungrounded claims now fail the check rather than pass by default.
Local AI Gateway
Local LLM infrastructure & observability platform
FastAPIhttpxChart.jsOllama
builtSingle-API gateway unifying multiple local LLMs behind unified chat/embeddings/rerank endpoints, with automatic failover and response caching.
signatureLive dashboard for p50/p95 latency, cache hit rate, and per-model usage, with an in-browser completion playground.
CloudOps AI
Local AIOps & infrastructure intelligence
scikit-learnOllamaSQLite
bugPost-incident data was silently widening the model's definition of "normal," causing false-positive flapping.
fixFixed-snapshot calibration and incident cooldown — false positives dropped near zero while 15/15 real incidents still detected.
PromptOps AI
Local prompt versioning, evaluation & A/B testing
SQLitehttpxChart.js
builtTreats prompts as source code: immutable version control with diffs, pluggable evaluators, A/B testing, tolerance-banded regression testing.
resultIterated a classification prompt from 67% to 100% eval pass rate while cutting latency 10x; surfaced a run-to-run variance bug motivating multi-sample comparison.
FeatureStore AI
Local feature management & serving platform
FastAPISQLite
builtVersioned schemas, offline/online store separation, point-in-time correct retrieval, training/serving skew detection.
verifiedA query as-of a past date returns exactly what was known then; skew detection isolated a deliberately-injected 37% distribution shift without flagging unshifted features.
LLMSec AI
Local LLM security & red-teaming platform
SQLiteChart.jsOllama
bugA narrow, high-signal jailbreak leak marker was being outvoted by accumulated-weight thresholding, misclassifying real jailbreak compliance as merely partial.
fixVerified against a regression suite confirming genuine refusals still classify correctly.
Federated Learning AI
Local privacy-preserving collaborative training
scikit-learnNumPyChart.js
builtReal FedAvg training across simulated clients, non-IID partitioning, differential privacy with a tracked accumulating budget, additive secure aggregation.
verifiedSecure aggregation matches plain averaging exactly (masks cancel); non-IID partitioning surfaces genuine per-client variance instead of smoothing it away.
SmartCity AI
Urban analytics & traffic intelligence
YOLOv8XGBoostOpenCV
builtVehicle counting, congestion forecasting, incident detection, smart parking, with explainable signal-timing optimization via iterative water-filling.
bugFixed a real defect where minimum-green floors silently exceeded the requested cycle length.
SearchMind AI
Enterprise hybrid search platform
ChromaDBrank-bm25sentence-transformers
builtBM25 + vector search via reciprocal rank fusion, access-role-aware retrieval, grounded RAG Q&A.
verifiedAccess control fails closed on malformed metadata, and filters before ranking — not after.
RoboMind AI
Robotics vision & navigation platform
OpenCVYOLOv8A*
builtA* path planning, reactive obstacle avoidance, confidence-weighted sensor fusion — testable without ROS2, Isaac Sim, or hardware.
verifiedGenuine edge cases: out-of-bounds cells, obstacle-occupied vs. free-but-enclosed unreachable goals — not just the happy path.
ManufacturingQA AI
Visual quality inspection platform
OpenCVscikit-learnPostgreSQL
builtClassical-CV defect detection, golden-sample anomaly detection, and dimensional inspection.
bugFixed a contour-detection bug flagging part outlines as false defects while missing real scratches inside — verified via clean-vs-defective test images.
TravelMind AI
Intelligent travel planning platform
OllamaChromaDBsentence-transformers
builtRAG destination research, weather-aware scheduling, budget planning, hotel matching.
bugFixed a scheduling bug where activity exhaustion and genuine bad weather produced the same misleading reasoning text.
InsuranceIQ AI
Insurance claims intelligence platform
Tesseract OCROpenCVscikit-learn
builtOCR field extraction, policy validation, and damage assessment behind a transparent weighted-rule fraud scorer combined with unsupervised anomaly detection.
signatureEvery risk score traces back to its exact contributing rule or feature.
EduMentor AI
Personalized learning and tutoring platform
OllamaChromaDBsentence-transformers
builtMastery tracking and weighted-adaptive quizzes with a ChromaDB + Ollama RAG pipeline that answers only from retrieved course material.
signatureAlways cites sources, falling back to raw chunks if the LLM is unavailable — never a silent, ungrounded answer.
EnergyOpt AI
Smart energy forecasting and optimization platform
XGBoostscikit-learnPandas
built24h demand forecasting, peak load prediction, and carbon tracking using recursive XGBoost prediction.
signatureAn IsolationForest anomaly detector with an explicit deviation-from-baseline feature to catch anomalies in the current reading itself.
ResearchMind AI
Research paper assistant
OllamaChromaDBsentence-transformers
builtSemantic search, citation-aware RAG Q&A, and grounded summarization answering strictly from retrieved content.
signatureA literature-review generator that deduplicates by paper.
ClimateVision AI
Climate and weather intelligence platform
XGBoostscikit-learnPandas
builtXGBoost forecasting, extreme-weather anomaly detection, and EPA-standard air quality monitoring.
bugFixed an explainability bug where contributing features were ranked by raw magnitude instead of standardized z-score — verified against an injected heatwave.
BioVision AI
Medical imaging engineering demo (non-diagnostic)
OpenCVPostgreSQL
builtAn explicitly non-diagnostic medical-image processing demo — candidate-region flagging, Otsu segmentation, explainability heatmaps.
signatureTreats explainability and the disclaimer as one requirement: every flagged region's bounding box and z-score IS the full output.
Plus 20+ additional platforms across document intelligence, finance, agent orchestration, and voice AI — see below, or browse everything on
GitHub.
Developer, Document & Vision Tooling
CodeMind AI (repo-aware code Q&A, LangGraph + AST safety layers), Recommend AI (hybrid recommendation with drift detection), DocFlow AI (local OCR-to-RAG document intelligence), AI Video Intelligence System (real-time detection, tracking, scene summarization).
Finance & Operations Intelligence
FraudShield AI (real-time fraud scoring, XGBoost), SupplyChain AI (demand forecasting, route optimization via OR-Tools), MarketMind AI (stock forecasting, LSTM/XGBoost with sentiment).
Retrieval-Augmented Systems
FinSight AI (financial RAG over 10-K filings), HireMind AI (resume-job matching with explainable scoring), MedInsight AI (clinical decision support, tested on 50+ real documents).
Developer & Agent Tooling
AutonoMind AI (multi-agent orchestration), AgentOps AI (agent observability, tracing, cost analytics), DataForge AI (distributed ETL/ELT pipelines).
Monitoring & Voice AI
MLOps Platform (drift detection across 45+ trained models, KS-test + PSI), VoiceFlow AI (real-time voice assistant with conversational memory, Whisper).
Research
Crop Prediction & Recommendation System — Random Forest, 99% accuracy across 22 crop classes and 7 environmental parameters. Presented at 14th ICCET 2026 (Paper ID: ICCET260383).