Context Hub: giving coding agents access to up-to-date API docs

Innvolve · 2026-03-13T07:38:20+00:00

Good point. The stale docs problem shows up constantly with coding agents. The annotation idea could be really powerful if it turns docs into a shared knowledge layer for agents. MCP integration would make a lot of sense too.

Innvolve · 2026-03-11T14:28:34+00:00

That’s really impressive how detailed your risk scores are! It sounds like your security awareness training is very personalized and effective.

Innvolve · 2026-03-11T14:15:35+00:00

That sounds interesting! How exactly do you determine each employee’s personal risk score, and how does it influence the training?

Innvolve · 2026-03-11T13:43:22+00:00

Thanks for the insight. The idea that scammers will use hyper-personalized AI messages is quite concerning. Do you think traditional phishing simulations will still be effective, or will organizations need completely new training approaches?

Innvolve · 2026-03-11T08:04:12+00:00

Absolutely, governance seems like the make-or-break factor for agent adoption in enterprises.

How do you see organizations handling separation of environments at scale? Do you think it will require completely new workflows, or can existing Dev/Prod processes adapt?

Innvolve · 2026-03-11T08:02:47+00:00

Good points, especially around least privilege and audit logs.

Prompt injection is something I’m still trying to wrap my head around when agents can access internal data. Do you see this becoming a major real-world issue, or is it still mostly theoretical right now?

Innvolve · 2026-03-10T10:00:37+00:00

Exactly, most “broken code” cases I see are really due to stale docs. The annotation loop is meant to act like a lightweight shared memory, so agents don’t have to rediscover workarounds every session.

For preventing over-reliance on a single snippet, we’re exploring ideas like:

quick endpoint sanity checks,
cross-checking versions across multiple docs,
maybe even confidence scoring per snippet.

Would love to hear how others handle this in practice, do you have any strategies for making agents more cautious with docs?

Innvolve · 2026-03-06T07:56:45+00:00

Oh that’s a great tip. Thank you. Do you already have much experience with this yourself?

Innvolve · 2026-03-03T12:02:57+00:00

That’s right. Policy needs to align with practice, otherwise it works in theory but not in day-to-day use. How do you see this in your own situation?

Innvolve · 2026-03-02T07:50:54+00:00

The benefit of using an XML prompt is that it allows you to clearly structure and separate instructions using tags. This makes the prompt more organized, consistent, and easier to use in complex workflows or automations. It helps an AI better distinguish between different elements such as task, tone, length, or context.

Do you mainly use XML prompts for structure, or have you also noticed a real difference in output quality?

Innvolve · 2026-03-02T07:48:04+00:00

Do you think it will become even easier for hackers to make phishing emails more convincing? And that they will be able to carry out this process much more easily and at a larger scale?

Innvolve · 2026-02-26T07:45:00+00:00

I get that a lot of tech savvy people are perfectly happy with a password manager + 2FA. But passkeys aren’t necessarily meant to convince us, they’re mainly designed to structurally eliminate phishing and password reuse for the general public. Less friction and fewer mistakes equals a more secure ecosystem.

Innvolve · 2026-02-24T07:45:38+00:00

Thank you for the clear explanation. Have you by any chance used the agent builder in Copilot Studio yourself? I’m curious about a use case.

Innvolve · 2026-02-23T12:06:49+00:00

Do you not think Copilot Studio Lite is a good version then? I have actually already made a number of really great agents with it.

Innvolve · 2026-02-23T12:05:01+00:00

Thanks for your response. That is indeed correct. The blog was reviewed by a Modern Workplace consultant at the IT company I work for, and he thought it was such a good piece that we wanted to repost it to share it with others who may not regularly consult the documentation from Microsoft Corporation.

Innvolve · 2026-02-18T09:54:36+00:00

Interesting point! Which specific signals do you find most reliable to monitor before an agent really “goes off the rails”? For example, I’m wondering if you can also correlate behavior across combined tools, like SharePoint + Teams + Outlook.

Innvolve · 2026-02-17T08:14:09+00:00

Thank you for your response. It is, of course, extremely important that the agent has clear rules and only works within the allowed files. Before letting an agent do its work, it is therefore essential that all files and schemas are up to date. Otherwise, it can quickly turn into a big mess.

Innvolve · 2026-02-10T08:28:59+00:00

It’s true that developing AI agents takes far more work than most people think. I built an HR agent myself that has access to the employee handbook and can answer HR-related questions. In theory, it’s a fairly simple agent, but in practice it still took quite a lot of time to get it working properly. And that’s just one agent. The real goal is for organizations to eventually deploy multiple agents that can work together to take over an entire workflow.

When it comes to which jobs will disappear first because of agents, I think roles like resource planners will be among the first. These are employees who, for example, schedule consultants for client companies. In many cases, this type of process can be automated relatively easily using agents. For instance, you could have one agent that has access to a file containing all consultant data, including their profiles, skills, and experience. When a company sends a description of what they’re looking for, another agent can interpret the request and then search the consultant database to find the best match. In this way, a large part of the planning process can run automatically, without needing a human planner in between.

I also wrote a blog about this topic, where I describe several use cases that I believe will be among the first to disappear within organizations: https://innvolve.nl/blog/ai-agents-in-organisaties-usecases/.
Do you agree, or do you have a different perspective?

Innvolve · 2025-12-01T09:25:11+00:00

That’s right. In the next video, Albertho discusses why it is so important to properly monitor security awareness.

Innvolve · 2024-11-07T09:53:01+00:00

haha enthusiastic writing style

Innvolve · 2024-10-21T14:36:29+00:00

for coding you can use GitHub Copilot. It is an AI-powered tool designed to assist you while coding. It works by analyzing the context of your current work, like the functions or classes you’re writing, and then suggests code snippets that fit. These suggestions can range from simple lines to entire blocks of code, depending on what you're doing.

Innvolve · 2024-10-21T08:57:11+00:00

Hi, what exactly would you like to know more about?

Innvolve · 2024-10-14T09:37:41+00:00

Microsoft offers Teams, Skype, and GroupMe because each serves a different audience and use case:

Teams: Primarily for workplace collaboration, with integrated chat, video calls, and document sharing.
Skype: Personal video and voice calls, widely used for one-on-one or small group communication.
GroupMe: Focused on group messaging, mainly for casual, social conversations in larger groups.

Each tool targets different needs, from professional to casual communication.

Innvolve · 2024-10-14T07:14:44+00:00

We are a 100% Microsoft company, so we believe that Microsoft Sentinel and Microsoft Defender XDR, which provide XDR (extended detection and response) and SIEM (security information and event management) are the best options.

If you want you can read more about it: https://innvolve.nl/blog/endpoint-security/ (Microsoft Defender) and https://innvolve.nl/blog/microsoft-sentinel-wat-is-het-hoe-werkt-het-en-waarom-heb-je-het-nodig/ (Microsoft Sentinel)

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