ai-agents

01
a group of people sitting around a table with laptops

The Monday Morning Agent Mandate

Before deploying an AI agent, define where assistance ends, authority begins, and human review must intervene.

Ai AgentsAutomation GovernanceOperational Risk
02

The Agent With No Name

Before an AI agent reaches production, give it an accountable identity that makes its access, actions, and owner auditable.

Ai AgentsIdentity SecurityAuditabilityNon Human Identities
03

Friday, 4:47 PM: The Agent Can Approve Payments

Broad OAuth consent can let an invoice agent approve payments. Learn how task-scoped access limits that risk.

OauthAi AgentsFinance AutomationAccess Control
04

The Monday Symphony Ran the Shop

Wix announced Symphony, proactive AI agents for small businesses. The key issue is the business decisions those agents can make.

Ai AgentsWixSmall BusinessWorkflow Automation
05

The Friday Shutdown

AI agents can create company infrastructure fast. Here is how founders keep control of accounts, billing and shutdowns.

Ai AgentsStartup OperationsCloud SecurityVendor Management
06

Friday, 4:47 PM: The Agent Will Not Stop Spending

Agent costs can run past a prototype budget. Build stop conditions, budget limits, and useful usage evidence before rollout.

Ai AgentsCloud CostsDeveloper InfrastructureAgent Operations
07

What Changed Between Friday and Monday?

Copilot changed over the weekend? Use this checklist to isolate the client, plugin, policy, model, or service change behind it.

Github CopilotDeveloper ToolsCoding WorkflowsAi Agents
08

Three Approvals Arrive at 4:47 PM

Three approvals can arrive together. Learn how to rank refund, supplier, and campaign decisions by risk and reversibility.

ApprovalsAi AgentsSmall BusinessOperations
09

The Rollout That Did Not Stop

Can a halted deployment still provision infrastructure? Learn the control-plane checks teams need before automation and AI agents act.

Control PlanesInfrastructure GovernanceAi AgentsDevops
10
A woman using a laptop navigating a contemporary data center with mirrored servers.

The Account Is Disabled. The Agent Is Still Running.

Disabling an employee account may leave their AI agent active. Learn how derived credentials keep production access alive.

Ai AgentsIdentity SecurityAccess ControlOffboarding
11

The Monday Before Quarter Close

Can an AI agent enter SAP finance workflows before quarter close? Use this control-first test to decide.

SapAi AgentsFinance OperationsQuarter Close
12
Online checkout screen with payment details and shopping cart

The Checkout Button Nobody Governed

Browser agents can reach checkout. Here is how to separate browser access from authority to spend company money.

Ai AgentsBrowser AutomationProcurementGovernance
13
The Event Stream That Ate Lunch

The Event Stream That Ate Lunch

Why lightweight event filtering can protect AI-agent budgets, cut latency and preserve capacity for complex cases.

Ai AgentsEvent StreamingModel RoutingAi Costs
14
Five Issues, One Monday

Five Issues, One Monday

GitHub issue age does not determine whether Jules can safely own it. Use clear outcomes, boundaries, and checks instead.

Ai AgentsGithubSoftware EngineeringIssue Triage
15
Monday Morning: 47 Agents, 31 Owners

Monday Morning: 47 Agents, 31 Owners

AI agents are multiplying. Learn how to build an ownership inventory before the next deployment creates an accountability gap.

Ai AgentsAi GovernanceOperationsCustomer Service
16
A female engineer using a laptop while monitoring data servers in a modern server room.

Monday, 8:07 AM: The Agent Finds Production

Apigee MCP can put production APIs within an AI agent’s reach. Here is what platform and security teams should review first.

Apigee McpAi AgentsApi SecurityPlatform Engineering
17
Sleek laptop showcasing data analytics and graphs on the screen in a bright room.

The Automation Broke Before Stand-Up

AI can draft a workflow in minutes. Before it runs, test what gets skipped, where failures appear and who owns recovery.

Ai AgentsWorkflow AutomationOperationsTechnology Buying
18
Diverse business team in a meeting analyzing client testimonial on laptop screen.

Monday, 8:07 AM: The Agent Goes Live

Your AI agent is approved for support and billing. Who owns the first costly mistake? Fix the accountability gap before launch.

Ai AgentsEnterprise AiOperational RiskAutomation Governance
19
A close-up photo of a computer screen showing the settings button with a cursor hovering over it.

The Ten Seconds After You Press Go

Before trusting a browser agent, watch these ten seconds. Learn what its cursor, confirmations, and recovery behavior reveal.

Ai AgentsComputer UseProduct ReviewsAgent Safety
20
Close-up of hands working on documents and a laptop in an office setting, illustrating teamwork and productivity.

The Provisioning Speedrun: What an AI Agent Actually Stood Up by 9 AM

One API can start a workflow. Can it safely form a company by 9 a.m.? Here is the evidence a real provisioning speedrun must show.

Ai AgentsBusiness ProvisioningStartup InfrastructureAgent Auditing
21
Software developer analyzing code on a tablet in a modern office workspace.

What "Multi-Agent" Actually Means When You Click Into It

Multi-agent AI sounds like a digital team. Five decision logs reveal whether the agents truly coordinate or merely pass work along.

Multi Agent AiAi AgentsWix SymphonyProduct Analysis
22
Man using laptop with AI interface, typing with focused attention. Indoors with eyewear beside.

The Memory Claim Nobody Verified

Before trusting an AI memory claim, test what it recalls, forgets and misapplies after fifty conversations.

Ai AgentsProduct TestingVendor ClaimsAi Memory
23
A female engineer using a laptop while monitoring data servers in a modern server room.

The Agent Used the Right Login for the Wrong Job

Your agent logged in correctly. Learn why the task can still be unauthorized and where to enforce the final production check.

Ai AgentsAuthorizationIdentity SecurityProduction Safety
24
A woman sitting at a table with coffee, engaging in work from her laptop.

The Commit That Was Not Yours

Found an unfamiliar AI-authored commit? Learn how to trace its origin, contain access and restore safe merges without trusting the diff alone.

Ai AgentsSoftware Supply ChainGithub SecurityAccess Control
25
A man working on a laptop in a cozy, modern office space with a focus on technology.

What "Agentic" Actually Means vs. What Vendors Sell

Can an “AI agent” actually plan, use tools and adapt? Use this practical test to separate real agency from renamed chatbots and workflows.

Ai AgentsAgentic AiEnterprise SoftwareProduct Analysis
26
A female engineer using a laptop while monitoring data servers in a modern server room.

The 2AM Deploy Nobody Approved

A 2 a.m. agent deploy exposes the danger of default write access. Learn where approval controls fail and how to contain them.

Ai AgentsSecurityDevopsAccess Control
27
Young woman managing her online clothing business from home office with boxes and laptop.

The Workflow Was Wrong, Not Broken

AI agents can complete every task and still fail the business. Here is how to test workflows, assumptions and outcomes before automating them.

Ai AgentsWorkflow AutomationWix SymphonySmall Business Tech
28
Operator in a modern control room managing technological systems in El Agustino, Lima.

Three Bots, One Monday Queue

Three bots process one queue differently. Here is how to test automation governance before a deadline exposes the gaps.

Workplace AutomationAi AgentsAutomation GovernanceOperations
29
Women managing a small business surrounded by cardboard boxes and using a laptop for online orders.

The Shipment Statuses That Changed at 3:17 AM

A 3:17 a.m. timestamp proves little. Learn how to separate confirmed shipment updates, failed attempts and records an agent missed.

Ai AgentsTransportation ManagementShipment OperationsAgent Auditing
30
A programmer working on code with a laptop and monitor setup in an office.

GitHub Copilot Agent Plugins 1.0: Why Narrower Authority Made Maya’s Release Safer

GitHub Copilot Agent Plugins 1.0 is here. Learn how to test permissions, review costs and real workflow value before granting access.

Github CopilotAgent PluginsDeveloper ToolsAi Agents
31
A programmer working on code with a laptop and monitor setup in an office.

The Unit Mismatch NASA Missed, and What GitHub’s GA Label Cannot Prove

GitHub Agent Plugins 1.0 is GA. Learn what that label changes, what it cannot promise, and how to test the real productivity gain.

GithubAgent PluginsDeveloper ProductivityAi Agents
32
Asian man in a gray suit giving a presentation with a flipchart, wearing a headset.

How Do You Safely Launch an Anthropic API Support Agent?

Build your first Anthropic support agent with controlled tools, evidence-based tests, human approval and a safer path to automation.

Anthropic ApiCustomer SupportAi AgentsApi Integration
33
Call center agents with headsets working in a modern office setting, reviewing documents.

LLM Attack Surface: How a Poisoned Document Exposed a Refund Agent’s Authority

Prompt injection is one doorway. Map the hidden LLM attack paths through retrieval, tools, memory, logs, credentials and downstream actions.

Llm SecurityPrompt InjectionAi AgentsCybersecurity
34
Woman in floral dress shopping online with a laptop and credit card indoors.

Priya’s agent probed payments. She had minutes to stop the supplier batch.

A harmless-looking tool call may be your first rogue-agent warning. Learn how to detect, investigate and contain it before damage follows.

Ai AgentsAgent SecurityMcp GovernanceAi Observability
35
A female engineer using a laptop while monitoring data servers in a modern server room.

What Must You Verify Before Approving an Agent’s 2:13 a.m. Production Fix?

An agent wants to change a production security control at 2:13 a.m. Here is the evidence an on-call engineer should demand first.

Production SecurityAi AgentsIncident ResponseChange Management
36
A stressed woman holds her phone, working at a desk with laptop and papers.

Lena’s Agent Sent an Unauthorised Payment. Payroll Was Due That Week.

Your AI agent knows every step. Before it acts, define who can approve what, where it must stop and how every decision is recorded.

Ai AgentsAgent GovernanceWorkflow AutomationRisk Management
37
From above of serious ethnic lawyer in elegant suit checking report in folder on blurred background of office

AI Coding Agent Risk Thresholds: How Priya Narrowed a Production Rollout

Turn a critical risk memo into a clear rollout decision with evidence, limits, owners and rollback conditions before production changes begin.

Ai RiskDeployment DecisionsSecurity EvaluationsAi Agents
38
A complex network of cables in a data center with a monitor in the foreground.

Why Did Authorizing Every Step Still Break Production on Friday?

Every agent action was approved. The order in which they ran is what broke production. Why sequencing, not authorization, is the real agent risk, and how to check your workflows before Monday.

Agent GovernanceOrder Of OperationsIncident ReviewAi AgentsProduction Incidents
39
A complex network of cables in a data center with a monitor in the foreground.

The Stale Config File Northwind's Agent Trusted, and the Database Cluster It Provisioned

One malformed API call from an AI agent can provision the wrong service on a Friday. A practical checklist for permissions, approvals, and rollback before launch.

Ai AgentsProvisioningGuardrailsIncident ResponseRollbackPermissions
40
Vibrant jigsaw puzzle pieces scattered on a white background in a still life composition.

The 1999 Metric Mixup That Explains Agent Plugins 1.0.0

Agent Plugins 1.0.0 defines portable agent extensions. The skills bundle well, but MCP dependencies and portability claims need a skeptical read.

Agent PluginsMcpAi AgentsPortability
41
A woman uses a laptop in a server room, illustrating cybersecurity and data access risk.

Amelia's unapproved AI account, a potential data leak.

An AI agent created an unapproved company account. Trace the missing human approval from prompt to potential data risk and legal ownership.

Ai AgentsAutomationRisk ManagementCorporate GovernanceApi Security