Insights on Applied AI & Innovation

Agentic AI Jun 25, 2026 11 mins read Progress Advantage and the Step-Level Evaluation Problem: What Recent RL Research Means for Agents You Can Actually Trust in Production A practical breakdown of progress advantage as an annotation-free step-level scoring signal derived… Agentic AI Jun 24, 2026 9 mins read Self-Improving Agent Harnesses: The Infrastructure Shift CTOs Need to Plan For Now An editorial guide to the emerging paradigm of self-optimising agent harnesses, covering why harnes… Agentic AI Jun 24, 2026 10 mins read Why Your Agent Runtime State Is a Hidden Engineering Liability and How to Fix It A practical guide to session-centered runtime architecture for multi-agent systems, covering state … Agentic AI Jun 23, 2026 11 mins read What AI-Native CRM Actually Reveals About the Agentic Data Problem Every Engineering Team Is Ignoring A technical and strategic examination of how AI-native systems like Lightfield automate data captur… Agentic AI Jun 23, 2026 10 mins read The Orchestration Model Shift: Why Multi-Agent Systems Are Replacing Monolithic AI in Critical Infrastructure A strategic guide to the architectural and geopolitical case for multi-agent orchestration, coverin… Agentic AI Jun 22, 2026 11 mins read Scoped Credentials, Short-Lived Tokens, and Runtime Access: The Security Architecture AI Agents Actually Need A practical guide to replacing long-lived shared tokens with runtime credential exchange in agentic… Agentic AI Jun 22, 2026 11 mins read Claude Code Artifacts and the Shift from Solo Coding Agent to Team Collaboration Layer A practical analysis of how Claude Code's new artifacts feature changes the engineering collaborati… Agentic AI Jun 19, 2026 10 mins read From Claude Design to Shipped Product: How the New Claude-Replit Pipeline Changes Your Engineering Workflow A practical guide to the emerging Claude Design and Replit integration, covering design system comp… Agentic AI Jun 19, 2026 12 mins read The Loop Architecture: How Engineering Teams Should Structure Self-Directing AI Agents for Long-Running Production Tasks A technical guide to designing agent loop systems for production environments, covering goal scopin… Agentic AI Jun 19, 2026 12 mins read Failure Recovery as a First-Class Engineering Problem: How to Build AI Agent Systems That Degrade Gracefully Instead of Catastrophically A practical framework for engineering hierarchical failure recovery into multi-agent systems, cover… Agentic AI Jun 18, 2026 11 mins read The Human Bottleneck in Multi-Agent Systems: How to Redesign Engineering Workflows When Your Agents Outpace Your Oversight A practical guide to restructuring engineering team workflows around multi-agent development — cove… Agentic AI Jun 18, 2026 10 mins read The Subagent Architecture: How to Stop Your Coding Agent from Burning Its Entire Token Budget on Repo Search A practical guide to decomposing monolithic coding agents into specialised subagents - covering con… Agentic AI Jun 17, 2026 10 mins read The MCP Stack: How Engineering Teams Should Architect AI Agents That Stay Accurate as the World Changes A technical guide to building AI agents grounded in live, authoritative data sources - covering Mod… Agentic AI Jun 17, 2026 12 mins read Why Most of Enterprise AI Agent Projects Never Leave the Pilot Stage — and What CTOs Can Do About It A practical guide to operationalizing agentic AI beyond proof-of-concept — covering organizational … Agentic AI Jun 16, 2026 12 mins read AI Agents Need Identity, Permissions, and Audit Trails: The Engineering Architecture Most Teams Are Missing A practical guide to building agent identity infrastructure - covering non-human identity governanc… Agentic AI Jun 01, 2026 14 mins read Content Recommender Systems for Publishers: What Works and What Doesn't A practical guide to building recommendation systems for digital publishers — why Netflix is the wr… Agentic AI Jun 01, 2026 15 mins read Reader Lifetime Value Modelling: Why LTV Is the Metric That Matters for Digital Publishers A practical guide to building predictive subscriber LTV models for digital publishers — the surviva… Agentic AI May 15, 2026 9 mins read Agentic AI in Pharma: From Drug Discovery to Regulatory Filing Architecture, ROI, and what's actually working in 2026 — autonomous AI systems for drug discovery, …