Insights
Lessons from driving business value with AI.
Everything here comes out of something we built, run or delivered for a client — including the parts that went wrong.
AI Value Diagnostics
AI-first, humans in control: a deeper, faster, wider CMS assessment
How Levantar helped Highfield, one of the UK's top five awarding organisations, decide the future of its content platform — working AI-first, with people owning every judgement.
25 Aug 2026
Read the pieceAgentic AI
Letting an agent run code, without letting it run loose
Giving an agent a managed Python sandbox with AgentCore Code Interpreter, putting a file in, running code over it, and seeing what the session can and cannot reach.
21 Aug 2026
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The pruning has started. Most of it is cutting the wrong branch.
AI budgets are being cut on cost because value is the harder number. What the 2026 cost-governance data shows, and what to prune on instead.
19 Aug 2026
Read the pieceAgentic AI
Giving your agent memory that survives the session
Adding AgentCore Memory to an agent so it keeps conversation events within a session and recalls extracted user preferences across sessions.
14 Aug 2026
Read the pieceAgentic AI
An agent at the centre
Six best-of-breed apps that don't talk, four small open-source MCP servers, and an agent in the middle. What we built, what broke, and what it taught us.
6 Aug 2026
Read the pieceAgentic AI
Giving your agent tools with AgentCore Gateway
Putting AgentCore Gateway in front of an existing Lambda so an agent can call it as an MCP tool, authenticated from the first deployment.
5 Aug 2026
Read the pieceAI Value Diagnostics
How and why we built Upcast.Social
Why we built our own social tool rather than hiring or subscribing, how we validated it in Opptora first, and how it became a product with a reseller programme.
4 Aug 2026
Read the pieceAgentic AI
What AgentCore actually is, and getting a first agent running on it
How to deploy an agent container to Amazon Bedrock AgentCore Runtime with Terraform, invoke it, and see what the platform actually gives you.
24 Jul 2026
Read the pieceAI Value Diagnostics
Why we built Opptora first
We built our own validation platform so we would only build what we could prove had value. It now sits underneath the assessment we run for clients.
23 Jul 2026
Read the pieceAgentic AI
Claude + ElevenLabs → narrated MP4, in four languages
The narrated walkthrough, localised — Claude translates, ElevenLabs voices it in four languages, ffmpeg stitches each one.
29 May 2026
Read the pieceAgentic AI
Claude + Playwright + AWS Polly → narrated MP4
The same flow with video output: Claude, Playwright and AWS Polly producing a narrated MP4.
26 May 2026
Read the pieceAgentic AI
Claude + Playwright → interactive walkthrough
Point Claude at a feature and get an interactive walkthrough out the other end.
16 May 2026
Read the pieceAI & LLM Security
Building a multi-agent security pipeline with Google's A2A protocol and GitGuardian
Wiring multiple agents together with Google's Agent Development Kit and the A2A protocol, with GitGuardian scanning content for secrets along the way.
19 Dec 2024
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