Case study : from scattered documents to a pilot
What an applied-AI team can build for a sales organization : a prototype enablement agent, what went wrong along the way, and a starter kit for the next team.
#ai-agents
Everything tagged ai-agents, newest first.
Posts
Putting an agent next to a sales rep --- agent architecture, data model, security/privacy, and cost structure
The harness, data model, security and privacy points, and cost of a real-time sales assistant built with Google ADK, and the break-even it has to clear.
Turning narrated demos into scalable agentic knowledge
Instead of asking a team to watch recordings they will forget tomorrow, I turned two narrated demos into knowledge an agent serves at the moment of need.
Vector, graph, or a curated wiki --- how a purpose-built agent can get its knowledge
I came to curated knowledge from vector search and direct documents. Here is how I would choose between them for a purpose-built agent.
Markdown files an agent can trust --- an introduction to LLM Wiki and the Open Knowledge Format
A plain-language introduction to the LLM Wiki pattern and the Open Knowledge Format, and how a small agent can use a folder of Markdown files as its knowledge.
Code-as-Video for Learning Content
A running experiment in treating learning and product video like code: versioned, reproducible, and re-rendered on demand with an agent in the loop.
Mapping the code-as-video landscape --- deterministic to generative, with a learning-content lens
A map of the code-as-video field, from Manim and Remotion to Sora, sorted from deterministic to generative by what each tier offers learning content.
Code-as-video with Editframe --- video production as a dev workflow
An agent reads Akaunting's codebase and produces a 71-second walkthrough, which changes how Learning Program Owners, Designers, and Developers split the work.
Hello world with Editframe --- video production as a dev workflow
A first experiment in treating video like code: scaffolding an Editframe project, iterating with an AI agent, and rendering a hello-world MP4.
In-app Live Assistant : Part 2 --- Building the Screen-Sharing Version
A custom web client that swaps the ADK camera feed for screen capture, so the agent watches the application instead of the user.
Translation vs. Localisation Is the Wrong Frame
Arguing over translation versus localisation misses the point; thinking in layers of context maps cleanly onto a multi-agent architecture.
Building a Localisation Agent in Microsoft Copilot Studio
Instead of buying an expensive translation tool, I built an orchestrated localisation agent in Copilot Studio that never leaves the Microsoft 365 tenant.
In-app Live Assistant : Part 1 --- Walking Through Google's ADK Bidirectional Streaming Demo
Getting Google's ADK bidirectional streaming demo running locally with mic, camera, and voice, as the foundation for a live in-app assistant.
Google Is Quietly Building the Agentic Web
While OpenAI and Anthropic fought over a Pentagon deal, Google shipped WebMCP, UCP, and A2A, the protocol stack for how agents will use the web.
Building Learning Content for Humans and Agents
A working model for designing learning content that supports both human understanding and agent retrieval.
In-App Live Assistant
An open-source kit for a real-time in-app assistant that listens to voice, sees the screen, and guides users step by step.
Experiment: A Live In-App Assistant (Voice + Screen)
Working notes from recreating a voice-and-screen assistant: one path failed on authentication, the next produced a working streaming prototype.
Welcome: This Site as a Learning Lab
Why this site exists: a place to practice learning design, knowledge systems, and pair-programming with AI agents in public.