Stories from people dealing with Workflow Automation — what changed, who decided it, and what the ordinary days look like now.
17 stories
Agentic AI & Orchestration
A timed-out tool call can leave an agent retrying an order that already exists. Recovery depends on treating the result as unknown until the remote system confirms what happened.
Mara Quintero · October 3, 2026 · 8 min
Agentic AI & Orchestration
A moved control is the easy case. Modal windows, sticky banners, and responsive layouts show why visual browser agents need bounded tasks, state checks, and a selector-based fallback.
Mara Quintero · 8 min read
Agentic AI & Orchestration
An ordering agent can retry after a timeout and buy the same item twice. A durable idempotency key lets the order and payment systems recognize one purchase intent across repeated calls.
Mara Quintero · 8 min read
Agentic AI & Orchestration
A successful tool call can leave the requested job unfinished. The reliable check reads the systems that own the order, warehouse task, or other business outcome.
Mara Quintero · 8 min read
Agentic AI & Orchestration
A timed-out tool call can leave an agent between failure and success. Safe retries depend on a persistent request identity, a way to check status, and a queue for unresolved actions.
Mara Quintero · 7 min read
AI Governance & Ethics
State election laws ask different questions about synthetic media, from format and timing to sponsorship. A publishing ticket can catch those differences before distribution.
Irene Vasko · 8 min read
AI Governance & Ethics
A generic denial notice can conceal a gap between a model’s inputs and its stated reasons. This workflow tests reason codes against the decision record before notices go out.
Irene Vasko · 8 min read
AI Industry & Models
Computer-use APIs automate software with screenshots instead of dedicated integrations. That broad reach comes with slower loops and less certainty than browser tools that read page structure.
Tobias Lund · 7 min read
AI Governance & Ethics
A label that works for a synthetic campaign video in Florida may fail in California or Minnesota. Teams need a review workflow built around the asset, election calendar, audience, and channel.
Irene Vasko · 8 min read
AI Industry & Models
A vendor-designated successor can change refusals, token use, latency and tool calls. Shadow-test the workflow before moving production traffic, with rollback thresholds set in advance.
Tobias Lund · 7 min read
Agentic AI & Orchestration
In a controlled vendor-research workflow, page text changed what an agent reported. The useful defenses kept untrusted content away from decisions rather than relying on a warning in the prompt.
Mara Quintero · 8 min read
Agentic AI & Orchestration
A research agent can widen source coverage while a writing agent shapes the draft, but only if their handoff preserves evidence, uncertainty, and rejected material.
Mara Quintero · 8 min read
Agentic AI & Orchestration
On a recurring compliance form, Playwright stopped when a field changed. The browser agent kept going, which reduced repair work but made a wrong document upload harder to catch.
Mara Quintero · 7 min read
AI Governance & Ethics
A chat transcript is not an audit trail. Before an agent submits a payment, its log must preserve the evidence, authorization, and exact action that crossed the boundary.
Irene Vasko · 8 min read
AI Industry & Models
Reasoning models help when spreadsheet cleanup requires judgment across several cells. Straight category rewrites and formula templates rarely justify the wait.
Tobias Lund · 7 min read
Agentic AI & Orchestration
A spending agent should not treat a toner reorder, a new vendor, and an annual renewal as the same decision. This approval map separates routine actions from commitments that need a person.
Mara Quintero · 8 min read
Agentic AI & Orchestration
A reservation succeeded, but the agent failed before delivering the itinerary. The recovery test exposed which retries are safe and where a person must take over.
Mara Quintero · 8 min read
Other impacts
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