Articles & Insights.
Exploring the frontiers of enterprise AI, predictive modeling, and autonomous workflows. Practical field reports from engineering production systems.
ReviewRadar AI: Ensemble Sentiment That Actually Moves the Metric
Published evaluation metrics from model_metrics.json — an enhanced sentiment ensemble lifts accuracy from ~0.84 to 0.91 over prior pipelines on the Yelp review warehouse.
Job Hunter: An Autonomous RAG Agent That Applies With Evidence
FAISS-backed career persona retrieval plus Playwright form filling under a zero-hallucination policy — rank first, then apply only with grounded answers.
RevOps AI: Multi-Agent Pods for Healthcare RCM Auditing
FastAPI + React B2B SaaS combining heuristic RCM audits, sklearn payment forecasting, Monday.com sync, and specialised agent pods.
TrainIQ: Multi-Tenant LMS Isolation with Local AI
Three-layer tenant isolation, Stripe billing, a CEO platform console, and an Ollama-local AI suite — without requiring cloud LLM keys.
Monday.com GraphQL Data Auditor: Local Hygiene Without Zapier
Streamlit + Monday GraphQL cursor pagination to find missing Files/Notes cells across boards and export clickable CSV remediation lists.
Agentic Commerce on MCP: From Multilingual Intent to a Completed Checkout
A field report from the Kapruka Agent Challenge 2026 — building a shopping agent on the Model Context Protocol that parses English, Sinhala, and Tanglish intent into budget-aware cart plans and completes a real guest checkout.
One Backbone, Three Heads: Multitask Learning for Scene and Emission Estimation
How a single ResNet-50 trunk can jointly predict Places365 scene categories, binary scene attributes, and a five-class carbon emission estimate — and what actually breaks when you fine-tune one head in isolation.
Statistical Rigor Before Machine Learning
Gradient boosting will happily fit noise and report a confident number. A short case for running descriptive statistics, hypothesis tests, and dimensionality checks before reaching for a model.
Building Production-Ready RAG Pipelines: Beyond Simple Vector Search
Moving past naive semantic search into advanced retrieval-augmented generation. Exploring hybrid indexing, query rewriting, reranking, and verification gates for enterprise deployment.
Machine Learning for Future Payment Prediction in Healthcare Revenue Cycle Management
An industry case study comparing Linear Regression, Decision Tree, Random Forest, and Neural Networks on transaction-level billing data to predict payment propensity.
Autonomous Agents vs. Traditional Automation: A Field Report
Deconstructing the architectural differences between rigid deterministic scripting and dynamic agentic orchestration. A review of agentic behavior in production workflows.