Agively Blog

Insights on AI, Engineering & Digital Transformation

Practical thinking from the Agively engineering team, covering AI-first development, workflow automation, application modernisation, and the tools shaping how software gets built today.

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18 articles
AI Tools Engineering Strategy 5 min read

Why Every Software Project Should Start with a POC

The most expensive mistake in software is building the wrong thing Across every software project we have worked on, one...

AI AI Tools Engineering
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AI Development Engineering 6 min read

Passing Tests Is the Easy Part

75% of AI coding models introduce regressions when maintaining real codebases over time. Here's what the SWE-CI benchmark reveals and what your engineering team should do about it.

AI AI Evaluation Software Development
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AI Development Engineering 7 min read

The One-Model Trap: Why Your LLM Bill Is Higher Than It Should Be

Most startups send every AI request to their most expensive model. Here is what that default costs and how LLM model routing can cut your inference bill by 40 to 85% without changing a single user-facing feature.

AI LLM Routing MLOps
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AI Development Engineering 6 min read

The Bill Arrives in Year Two

AI-generated code now makes up 41% of new code. The teams that moved fastest in 2024 are hitting a year-two maintenance wall. Here is what the data shows and what the teams managing it well actually do.

AI Production Ready AI Software Development
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AI Development Engineering 5 min read

Your AI Agent Needs a Shorter Leash

In April 2026, an AI coding agent deleted a startup's entire production database in nine seconds. This post examines why the failure was architectural, not model-level, and what harness engineering means for teams running agents in production.

Agent Governance AI Agents AI In Production
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AI Development Strategy 6 mins read

You Don’t Need to Fine-Tune That

The quote was sitting right there in the CTO's inbox: $45,000 to fine-tune their customer support model so it would...

AI Prompt Engineering RAG
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AI Development Engineering 6 min read

Your AI Feature Has a Security Hole Your Last Audit Won’t Find

Prompt injection is the number one LLM threat on the OWASP list in 2026. This post examines why it bypasses traditional security audits, how direct and indirect injection work in production, and why the fix is architectural rather than a code patch.

AI AI Agents Product Security
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AI Development Engineering 7 min read

Your RAG Demo Worked. Your Users Are Furious

It's Tuesday morning. Your head of customer success pings you: "The AI assistant gave a client wrong instructions for our...

AI AIEngineering MLOps
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AI Development Engineering 8 min read

Your Engineers Feel 20% Faster. The Data Says Otherwise.

Two rigorous studies found AI coding tools make experienced engineers 19% slower while they feel faster. The skill being eroded is the one that matters most at 3am.

AI AI Tools Engineering
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AI Development 6 min read

Your AI Feature Works. You Just Don’t Know If It Works.

Most engineering teams shipping AI features test on five hand-picked examples and call it done. This post examines why AI quality breaks differently from conventional software, why teams that skip low-risk evals see 2.3 times more incidents, and what a practical evaluation discipline looks like at startup scale without a dedicated eval team.

AI AI Evaluation Engineering
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AI Development Software Engineering 6 min read

The Vanishing Junior Developer

A VP of Engineering at a Series A fintech posted a single junior full-stack role in April. By the following...

AI Software Development Startup Engineering
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AI Development Engineering 7 min read

When Your AI Agent Hits Production

Most AI agents that fail in production fail quietly. This post examines the gap between what an AI agent does in a demo and what it does at 3am when the inputs are wrong and nobody is watching.

AI AI Agents Engineering
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Software Engineering AI Development 7 min read

The 90-Day Reckoning: What Vibe Coding Looks Like After Launch

The founder thought the server needed an upgrade. Pages were loading in 30 seconds at 500 users. The site kept...

AI AI Agents Software Development
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Engineering AI Development 6 min read

Your AI Agent Isn’t Dumb. Your Context Is.

Most AI agents that fail in production aren’t broken because of the model. They’re broken because of what they’re drawing from. Context engineering is the discipline that fixes this.

AI AI Agents Context Engineering
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AI Development Software Engineering 8 min read

What Vibe Coding Doesn’t Build

On January 28, 2026, a founder posted on social media that he had just launched an AI social network. He...

AI Product Security Software Development
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Automation AI Tools 10 min read

The Code Review Wall: What AI Velocity Is Actually Doing to Your Team

Three months ago your CTO shared a chart in the team Slack. PRs merged per week, up 3x. Deploys per...

AI AI Agents Automation
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AI Tools Engineering 7 min read

Cursor vs GitHub Copilot vs Claude Code (2026 Update)

Last updated: 16 September 2026. Refreshed with current pricing, the SpaceX acquisition of Cursor, GitHub Copilot's move to usage-based billing,...

AI Tools Claude Cursor
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Automation Workflow Automation 7 min read

The Real Cost of Manual Workflows

The hidden tax your business pays every day Every business has them: the approval email that sits in an inbox...

AI Agents Automation Enterprise
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