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Agents In Production
Agent Evaluation is a Distributed Systems Problem
The nondeterminism gets most of the attention, but the actual difficulty is shared mutable state, environment isolation, and statistical confidence — the same things that make distributed systems hard to test.
Mar 29, 2026
Read more →Computer Use Agents
Evaluating Visual Grounding Models on Accounting Software
Cross Platform Benchmark Study AP Automation
Jan 28, 2026
Read more →Computer Use Agents
Milestone 2: Building Intelligence on Top of Automation
How bounded reasoning actually works, why format mismatches killed 70% accuracy, and what HITL approval really means in production.
Jan 22, 2026
Read more →Computer Use Agents
Milestone 1: Multi-Modal Perception for Computer-Use Agents
I'm building a computer-use agent against real enterprise UIs. Not an API wrapper—something that has to perceive interfaces, identify real elements, and act in a way a human can inspect and understand.
Jan 13, 2026
Read more →Mechanistic Interpretability
Debugging Hallucinations: A Mechanistic Investigation into Model Confidence
An engineering investigation into confidence formation in transformer models
Jan 8, 2026
Read more →AI Implementation
Production-Ready Agentic AI: A Pragmatic Guide for Engineering Leaders and Teams
Master agentic AI implementation with proven architectural patterns, benchmarking strategies, and production deployment techniques for software engineers and ML teams.
May 29, 2025
Read more →AI Implementation
Powering Investment Intelligence: A Deep Dive into Advanced Graph RAG with Neo4j, LLMs, and Vector Search
Implement advanced Graph RAG for investment intelligence. Learn to build knowledge graphs, use Text2Cypher & vector search with Neo4j & LLMs for deeper financial analysis.
May 26, 2025
Read more →AI Implementation
Agentic Deep Research: Architecting AI Financial Analysts with LangGraph & RAG
Learn how to build a financial-analysis agent that merges LLMs, structured workflows, and economic data to deliver evidence-based insights with confidence scoring.
May 19, 2025
Read more →AI Implementation
Production-Ready RAG Systems: End to End Guide
A comprehensive framework for implementing robust, scalable, and business-impacting RAG architectures Learn how to architect, implement, and optimize production-grade Retrieval-Augmented Generation systems that reduce hallucinations and drive measurable business value. A technical guide for CTOs and engineering leaders.
May 16, 2025
Read more →AI Implementation
Metadata Filtering in Vector Search: A Comprehensive Guide for Engineering Leaders
In this comprehensive guide, we'll explore how four popular vector databases – Pinecone, Weaviate, Milvus, and Qdrant – handle metadata filtering. We'll dive into the business impact, common pitfalls, selection criteria, technical implementation details, and emerging trends to help engineering leaders make informed decisions for their AI infrastructure.
May 12, 2025
Read more →Synthetic Data Generation
Beyond Real Data: Using Synthetic Data Generation for Robust AI
Learn how engineering leaders can leverage synthetic data generation (SDG) to evaluate RAG systems before production, reduce time-to-market, and build more reliable AI applications with measurable ROI.
May 1, 2025
Read more →ROI-Driven AI Engineering
Adaptable Dimension Embeddings: A Leadership Guide to AI Cost-Performance Optimization
Learn how to leverage adaptable dimension embeddings techniques like Matryoshka Representation Learning enables engineering leaders to optimize AI embedding models, reducing storage costs by up to 24x while maintaining 99.7% performance accuracy.
Apr 13, 2025
Read more →Latest Articles
Agents In Production
Agent Evaluation is a Distributed Systems Problem
The nondeterminism gets most of the attention, but the actual difficulty is shared mutable state, environment isolation, and statistical confidence — the same things that make distributed systems hard to test.
Mar 29, 2026
Computer Use Agents
Evaluating Visual Grounding Models on Accounting Software
Cross Platform Benchmark Study AP Automation
Jan 28, 2026
Computer Use Agents
Milestone 2: Building Intelligence on Top of Automation
How bounded reasoning actually works, why format mismatches killed 70% accuracy, and what HITL approval really means in production.
Jan 22, 2026
Computer Use Agents
Milestone 1: Multi-Modal Perception for Computer-Use Agents
I'm building a computer-use agent against real enterprise UIs. Not an API wrapper—something that has to perceive interfaces, identify real elements, and act in a way a human can inspect and understand.
Jan 13, 2026
Mechanistic Interpretability
Debugging Hallucinations: A Mechanistic Investigation into Model Confidence
An engineering investigation into confidence formation in transformer models
Jan 8, 2026
AI Implementation
Production-Ready Agentic AI: A Pragmatic Guide for Engineering Leaders and Teams
Master agentic AI implementation with proven architectural patterns, benchmarking strategies, and production deployment techniques for software engineers and ML teams.
May 29, 2025
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