VisionAery — agentic field researchA live record of the work as it accumulates: every block logged against a category, what it produced, and what it costs.

Email services for agents

The target namespace is currently clean: it resolves but carries no MX records at all, so agent mail can be stood up there without touching the Microsoft 365 tenant already serving the main domain. A misconfigured agent sender then cannot affect staff mail.

The decision that comes first is not which vendor, but whether an agent needs a mailbox or only a sender. An agent that emails out and never reads replies needs an API sender: cheap and simple. An agent that holds a conversation needs a real mailbox with IMAP, which is a different product at a different price. Most agent workflows need the first and get sold the second.

On redundancy: the mail node should sit outside the same failure domain as the edge and CDN. If both are with one provider, a single outage takes the site and the ability to tell anyone about it.

Code quality and security

The real split is not vendor against vendor, it is per-seat against per-review. Per-seat costs the same whether it fires once a month or a hundred times and grows with headcount. Self-hosted scales with review volume and gets relatively cheaper as a team grows. The crossover is around eight people opening pull requests.

Indicative: managed AI review runs roughly $19 to $48 per user per month depending on tier. Self-hosted review on your own model key runs roughly $0.05 to $0.40 per pull request. Review that runs inside your existing CI typically lands under $10 per month. Open-source scanning carries zero licence cost.

That last one is the layer nobody sells you. Deterministic scanning costs nothing, runs in existing CI, and reproduces exactly — the same commit yields the same findings, which an LLM reviewer cannot promise and which is what an auditor asks for. Secret scanning in particular is non-negotiable: no AI reviewer reliably catches a committed credential. AI review belongs on top of that floor, not instead of it.

Whole-application and UI testing

A modern typed stack gives a strong static floor: the compiler rejects a bad prop and unit tests cover the logic. It is still a floor. Types prove the code is internally consistent. They cannot prove a button is reachable, a form submits, a redirect lands, or that the page is not visually broken on a phone.

Playwright remains the free, open-source base, and the agentic layer on top of it removes the reason most teams never write these tests: agents generate tests from a described journey and repair broken selectors after a UI change. Reported figures put authoring at roughly 15 to 20 minutes where it used to take three to four hours.

One failure mode to design against deliberately: a self-healing test can heal its way past a real regression. The repair should open a pull request, never push to the main branch.

Documentation MCP and access control

The access-control question determines everything else. Shared credential: one secret, everyone inside — fast to stand up, impossible to audit, and revoking access means rotating for everybody. Per-user login: real identities, real revocation, a per-person audit trail. Group-scoped: internal and external groups see different document sets from the same server, which is what makes it safe to point a client's agent at it.

The pattern worth adopting is one both this platform and Cloudflare's recently open-sourced agent workspace arrived at independently: you never hand an agent a raw API key. You hand it a capability whose authority is evaluated at the point of use. An agent's permissions are then not a property of its credential but of the context it is operating in, so widening what one may do never means minting a more powerful key.