Blog

Practical delivery, infra, and automation notes.

Clean writeups from the field: how we stabilize platforms, ship faster, and automate the boring parts - built for enterprise teams.

Featured Delivery

Latest thinking on delivery, infrastructure, and automation

How enterprises are productizing infrastructure, closing the orchestration gap, and designing AI-native workflows with human oversight.

By Ioana Stancu - Head of Design @ Corb Capital

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AI Agents Architecture

From API Calls to Agentic Workflows: The Future of Software Isn’t Static

Why software is shifting from static APIs to agentic workflows, and how teams should design for orchestration, control, and trust.

By Ioana Stancu - Head of Design @ Corb Capital

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AI Reliability

The Hallucination Problem: Why AI’s Confidence Is a Risk for B2B Platforms

Why AI hallucinations are especially risky in B2B software and how product teams can design systems that reduce the blast radius.

By Ioana Stancu - Head of Design @ Corb Capital

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AI Architecture

The AI Stack Is Going Vertical - Why General Tools Aren’t Enough Anymore

Why horizontal AI tooling is breaking down, what vertical AI looks like, and how to build systems that deliver real workflow outcomes.

By Ioana Stancu - Head of Design @ Corb Capital

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LLM Ops

Beyond Prompt Engineering: Challenges in Operationalizing LLMs in Production

Where real reliability comes from: evals, guardrails, observability, and change control for LLM systems that face customers.

By Ioana Stancu - Head of Design @ Corb Capital

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AI Technical Debt

Why Technical Debt in AI Systems Hits Harder - and How to Handle It

AI debt compounds across data, prompts, eval gaps, and toolchains. Here’s how to measure it and pay it down without pausing delivery.

By Ioana Stancu - Head of Design @ Corb Capital

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LLM Reliability

AI System Drift: Managing Data, Concept, Model, and Prompt Shifts in LLMs

How to detect, mitigate, and adapt to data, concept, model, and prompt drift with monitoring, retraining, and human-in-loop guardrails.

By Ioana Stancu - Head of Design @ Corb Capital

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Automation AI Agents

How we design AI agents for enterprise workflows

A playbook for integrating AI agents into delivery pipelines - governance, observability, and change management from day one.

By Ioana Stancu - Head of Design @ Corb Capital

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AI Human-in-the-loop

Augmenting, Not Replacing: AI as a Team Player

Human-led automation: AI as a collaborator with governance, HITL, and team design that keeps people in the driver’s seat.

By Ioana Stancu - Head of Design @ Corb Capital

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AI Architecture

The AI-Native Stack: Rethinking Integration in the LLM Era

How AI-native architectures blend streaming, vector search, governance, and agentic workflows into a unified stack.

By Ioana Stancu - Head of Design @ Corb Capital

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DevOps CI/CD Delivery

CI/CD Pipelines That Actually Work: A Practical Guide for Engineering Teams

Most CI/CD pipelines are slow, flaky, and quietly ignored. Here's how to build delivery infrastructure that engineers trust enough to use every day.

By Ioana Stancu - Head of Design @ Corb Capital

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AI Internal Tools Engineering

Building AI-Powered Internal Tools: From Prototype to Production

Internal AI tools fail because prototypes don't account for real data, real users, or real failure modes. Here's how to bridge that gap.

By Ioana Stancu - Head of Design @ Corb Capital

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Architecture Scalability Software Design

Microservices vs Monolith: How to Make the Right Call for Your Team

The debate gets framed as a technical question. It's actually an organisational one. The right architecture is the one your team can actually operate.

By Ioana Stancu - Head of Design @ Corb Capital

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