Introducing Span's AI Effectiveness suite, powered by agent traces
Introducing Span's AI Effectiveness suite,
powered by agent traces
AI Effectiveness
From slop to slope
Use evidence from agent traces, spend, and engineering outcomes to improve how teams build with AI.
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
task:Task={id:this.nextId++, title,completed:false,dueDate};
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
addTask(title:string,dueDate?:Date): items.filter(predicate);
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
addTask(title:string,dueDate?:Date): items.filter(predicate);
addTask(title:string,dueDate?:Date): items.filter(predicate);
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
items.filter(predicate);}class TaskManager
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
, title,completed:false,dueDate};this.tasks.push(task);
task:Task={id:this.nextId++
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++
, title,completed:false,dueDate};this.tasks.push(task);
, title,completed:false,dueDate};this.tasks.push(task);
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
class TaskManager
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
;getSummary():Record<string,number>{return{total:
task=this.tasks.find(t=>t.id===id);if(task.completed)
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
task=this.tasks.find(t=>t.id===id);if(task.completed)
;getSummary():Record<string,number>{return{total:
;getSummary():Record<string,number>{return{total:
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
.length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks()
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
(t=>t.completed).length,pending:this.getPendingTasks()
.length};}}type StatusMessage="success"|"error"|"pending";function
.length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
logStatus(message:string,status:StatusMessage)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage)
logStatus(message:string,status:StatusMessage)
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
manager.addTask("Learn TypeScript interfaces")
${message});}const manager=new TaskManager();
;manager.addTask("Build a project",new
${message});}const manager=new TaskManager();
manager.addTask("Learn TypeScript interfaces")
manager.addTask("Learn TypeScript interfaces")
;manager.addTask("Build a project",new
getSummary());logStatus
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
getSummary());logStatus
getSummary());logStatus
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
AI Effectiveness
From slop to slope
Use evidence from agent traces, spend, and engineering outcomes to improve how teams build with AI.
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
task:Task={id:this.nextId++, title,completed:false,dueDate};
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
addTask(title:string,dueDate?:Date): items.filter(predicate);
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
addTask(title:string,dueDate?:Date): items.filter(predicate);
addTask(title:string,dueDate?:Date): items.filter(predicate);
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
items.filter(predicate);}class TaskManager
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
, title,completed:false,dueDate};this.tasks.push(task);
task:Task={id:this.nextId++
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++
, title,completed:false,dueDate};this.tasks.push(task);
, title,completed:false,dueDate};this.tasks.push(task);
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
class TaskManager
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
;getSummary():Record<string,number>{return{total:
task=this.tasks.find(t=>t.id===id);if(task.completed)
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
task=this.tasks.find(t=>t.id===id);if(task.completed)
;getSummary():Record<string,number>{return{total:
;getSummary():Record<string,number>{return{total:
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
.length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks()
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
(t=>t.completed).length,pending:this.getPendingTasks()
.length};}}type StatusMessage="success"|"error"|"pending";function
.length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
logStatus(message:string,status:StatusMessage)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage)
logStatus(message:string,status:StatusMessage)
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
manager.addTask("Learn TypeScript interfaces")
${message});}const manager=new TaskManager();
;manager.addTask("Build a project",new
${message});}const manager=new TaskManager();
manager.addTask("Learn TypeScript interfaces")
manager.addTask("Learn TypeScript interfaces")
;manager.addTask("Build a project",new
getSummary());logStatus
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
getSummary());logStatus
getSummary());logStatus
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
AI Effectiveness
From slop to slope
Use evidence from agent traces, spend, and engineering outcomes to improve how teams build with AI.
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
task:Task={id:this.nextId++, title,completed:false,dueDate};
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
addTask(title:string,dueDate?:Date): items.filter(predicate);
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
addTask(title:string,dueDate?:Date): items.filter(predicate);
addTask(title:string,dueDate?:Date): items.filter(predicate);
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
items.filter(predicate);}class TaskManager
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
, title,completed:false,dueDate};this.tasks.push(task);
task:Task={id:this.nextId++
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++
, title,completed:false,dueDate};this.tasks.push(task);
, title,completed:false,dueDate};this.tasks.push(task);
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
class TaskManager
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
;getSummary():Record<string,number>{return{total:
task=this.tasks.find(t=>t.id===id);if(task.completed)
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
task=this.tasks.find(t=>t.id===id);if(task.completed)
;getSummary():Record<string,number>{return{total:
;getSummary():Record<string,number>{return{total:
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
.length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks()
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
(t=>t.completed).length,pending:this.getPendingTasks()
.length};}}type StatusMessage="success"|"error"|"pending";function
.length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
logStatus(message:string,status:StatusMessage)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage)
logStatus(message:string,status:StatusMessage)
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
manager.addTask("Learn TypeScript interfaces")
${message});}const manager=new TaskManager();
;manager.addTask("Build a project",new
${message});}const manager=new TaskManager();
manager.addTask("Learn TypeScript interfaces")
manager.addTask("Learn TypeScript interfaces")
;manager.addTask("Build a project",new
getSummary());logStatus
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
getSummary());logStatus
getSummary());logStatus
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
AI Effectiveness
From slop to slope
Use evidence from agent traces, spend, and engineering outcomes to improve how teams build with AI.
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
task:Task={id:this.nextId++, title,completed:false,dueDate};
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
addTask(title:string,dueDate?:Date): items.filter(predicate);
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
addTask(title:string,dueDate?:Date): items.filter(predicate);
addTask(title:string,dueDate?:Date): items.filter(predicate);
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
items.filter(predicate);}class TaskManager
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
, title,completed:false,dueDate};this.tasks.push(task);
task:Task={id:this.nextId++
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++
, title,completed:false,dueDate};this.tasks.push(task);
, title,completed:false,dueDate};this.tasks.push(task);
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
class TaskManager
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
;getSummary():Record<string,number>{return{total:
task=this.tasks.find(t=>t.id===id);if(task.completed)
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
task=this.tasks.find(t=>t.id===id);if(task.completed)
;getSummary():Record<string,number>{return{total:
;getSummary():Record<string,number>{return{total:
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
.length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks()
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
(t=>t.completed).length,pending:this.getPendingTasks()
.length};}}type StatusMessage="success"|"error"|"pending";function
.length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
logStatus(message:string,status:StatusMessage)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage)
logStatus(message:string,status:StatusMessage)
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
manager.addTask("Learn TypeScript interfaces")
${message});}const manager=new TaskManager();
;manager.addTask("Build a project",new
${message});}const manager=new TaskManager();
manager.addTask("Learn TypeScript interfaces")
manager.addTask("Learn TypeScript interfaces")
;manager.addTask("Build a project",new
getSummary());logStatus
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
getSummary());logStatus
getSummary());logStatus
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
AI Effectiveness
From slop to slope
Use evidence from agent traces, spend, and engineering outcomes to improve how teams build with AI.
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
task:Task={id:this.nextId++, title,completed:false,dueDate};
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
addTask(title:string,dueDate?:Date): items.filter(predicate);
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
addTask(title:string,dueDate?:Date): items.filter(predicate);
addTask(title:string,dueDate?:Date): items.filter(predicate);
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
items.filter(predicate);}class TaskManager
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
, title,completed:false,dueDate};this.tasks.push(task);
task:Task={id:this.nextId++
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++
, title,completed:false,dueDate};this.tasks.push(task);
, title,completed:false,dueDate};this.tasks.push(task);
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
class TaskManager
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
;getSummary():Record<string,number>{return{total:
task=this.tasks.find(t=>t.id===id);if(task.completed)
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
task=this.tasks.find(t=>t.id===id);if(task.completed)
;getSummary():Record<string,number>{return{total:
;getSummary():Record<string,number>{return{total:
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
.length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks()
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
(t=>t.completed).length,pending:this.getPendingTasks()
.length};}}type StatusMessage="success"|"error"|"pending";function
.length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
logStatus(message:string,status:StatusMessage)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage)
logStatus(message:string,status:StatusMessage)
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
manager.addTask("Learn TypeScript interfaces")
${message});}const manager=new TaskManager();
;manager.addTask("Build a project",new
${message});}const manager=new TaskManager();
manager.addTask("Learn TypeScript interfaces")
manager.addTask("Learn TypeScript interfaces")
;manager.addTask("Build a project",new
getSummary());logStatus
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
getSummary());logStatus
getSummary());logStatus
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
AI Effectiveness
From slop to slope
Use evidence from agent traces, spend, and engineering outcomes to improve how teams build with AI.
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
task:Task={id:this.nextId++, title,completed:false,dueDate};
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
addTask(title:string,dueDate?:Date): items.filter(predicate);
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
addTask(title:string,dueDate?:Date): items.filter(predicate);
addTask(title:string,dueDate?:Date): items.filter(predicate);
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
items.filter(predicate);}class TaskManager
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
, title,completed:false,dueDate};this.tasks.push(task);
task:Task={id:this.nextId++
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++
, title,completed:false,dueDate};this.tasks.push(task);
, title,completed:false,dueDate};this.tasks.push(task);
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
class TaskManager
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
;getSummary():Record<string,number>{return{total:
task=this.tasks.find(t=>t.id===id);if(task.completed)
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
task=this.tasks.find(t=>t.id===id);if(task.completed)
;getSummary():Record<string,number>{return{total:
;getSummary():Record<string,number>{return{total:
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
.length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks()
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
(t=>t.completed).length,pending:this.getPendingTasks()
.length};}}type StatusMessage="success"|"error"|"pending";function
.length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
logStatus(message:string,status:StatusMessage)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage)
logStatus(message:string,status:StatusMessage)
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
manager.addTask("Learn TypeScript interfaces")
${message});}const manager=new TaskManager();
;manager.addTask("Build a project",new
${message});}const manager=new TaskManager();
manager.addTask("Learn TypeScript interfaces")
manager.addTask("Learn TypeScript interfaces")
;manager.addTask("Build a project",new
getSummary());logStatus
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
getSummary());logStatus
getSummary());logStatus
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
AI Effectiveness
From slop to slope
Use evidence from agent traces, spend, and engineering outcomes to improve how teams build with AI.
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
task:Task={id:this.nextId++, title,completed:false,dueDate};
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++,
title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
addTask(title:string,dueDate?:Date): items.filter(predicate);
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;
addTask(title:string,dueDate?:Date): items.filter(predicate);
addTask(title:string,dueDate?:Date): items.filter(predicate);
}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
items.filter(predicate);}class TaskManager
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
items.filter(predicate);}class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?
:Date):items.filter(predicate);}class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
, title,completed:false,dueDate};this.tasks.push(task);
task:Task={id:this.nextId++
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++
, title,completed:false,dueDate};this.tasks.push(task);
, title,completed:false,dueDate};this.tasks.push(task);
return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
class TaskManager
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
class TaskManager
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date)
:class TaskManager{private tasks:Task[]=[];private nextId:number=1;addTask(title:string,dueDate?:Date):
;getSummary():Record<string,number>{return{total:
task=this.tasks.find(t=>t.id===id);if(task.completed)
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
task=this.tasks.find(t=>t.id===id);if(task.completed)
;getSummary():Record<string,number>{return{total:
;getSummary():Record<string,number>{return{total:
this.tasks.length,completed:this.tasks.filter(t=>t.completed)
.length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks()
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
(t=>t.completed).length,pending:this.getPendingTasks()
.length};}}type StatusMessage="success"|"error"|"pending";function
.length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
logStatus(message:string,status:StatusMessage)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage)
logStatus(message:string,status:StatusMessage)
:void{const prefix=status==="success"?"c":status==="error"?"error";console.log(prefix)
manager.addTask("Learn TypeScript interfaces")
${message});}const manager=new TaskManager();
;manager.addTask("Build a project",new
${message});}const manager=new TaskManager();
manager.addTask("Learn TypeScript interfaces")
manager.addTask("Learn TypeScript interfaces")
;manager.addTask("Build a project",new
getSummary());logStatus
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
tasks:",manager.getPendingTasks());console.log("Summary:", manager.
getSummary());logStatus
getSummary());logStatus
("Task manager initialized type StatusMessage="success"|"error"|"pending";function logStatus(message:string,status:StatusMessage):void{const
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):task:Task={id:this.nextId++, title,completed:false,dueDate};this.tasks.push(task); return task;}completeTask(id:number):
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
(t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function (t=>t.completed).length,pending:this.getPendingTasks().length};}}type StatusMessage="success"|"error"|"pending";function
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
logStatus(message:string,status:StatusMessage):void{const prefix=status==="success"?"c":status==="error"?"error";console.log(${prefix} ${message});}const manager=new TaskManager();manager.addTask("Learn TypeScript interfaces");manager.addTask("Build a project",new
AGENT TRACES
The source of truth for AI-assisted work
Trace AI-assisted work from prompt to PR. Dig into your underlying sessions to understand agent behavior and root-cause issues.
Trace AI-assisted work from prompt to PR. Dig into your underlying sessions to understand agent behavior and root-cause issues.
Captures AI agent sessions and redacts sensitive data
Connects traces to PRs and outcomes
Robust permissions keep sessions private by default
EFFECTIVENESS SCORECARD
Measure effectiveness patterns over time
Measure effectiveness patterns over time
Use structured evals to baseline effectiveness, track how scores change, and focus improvement where it matters most.
Use structured evals to baseline effectiveness, track how scores change, and focus improvement where it matters most.
Track effectiveness patterns by theme, repo, and team
Understand the key traces behind each score
ENVIRONMENT READINESS
Get a roadmap for
agent-ready engineering
Turn agent feedback into an automatic readiness roadmap. See which codebase, rules, and harness improvements will create the most leverage.
Turn agent feedback into an automatic readiness roadmap. See which codebase, rules, and harness improvements will create the most leverage.
See where agents get stuck
or drift
Surface improvements agents flag most often
Prioritize rules, tool access, and harnesses by impact
AI Impact Report
Understand AI’s downstream impact
Understand AI’s downstream impact
Compare AI-assisted and non-AI work using attribution grounded in traces and code analysis. No heuristics or proxy metrics.
Compare AI-assisted and non-AI work using attribution grounded in traces and code analysis. No heuristics or proxy metrics.
01.
Evaluate AI adoption with precision
Span analyzes agent traces to understand the lineage of code in every PR, strengthening insights downstream
02.
See usage by tool and model
03.
Understand AI's real impact
Measure effectiveness through agent evals
Track org-level scores across signals like sentiment, prompt quality, and agent satisfaction, and see patterns by team or topic over time.
Measure effectiveness through agent evals
Track org-level scores across signals like sentiment, prompt quality, and agent satisfaction, and see patterns by team or topic over time.
Measure effectiveness through agent evals
Track org-level scores across signals like sentiment, prompt quality, and agent satisfaction, and see patterns by team or topic over time.
SPEND AND ROI
Compare AI spend to outcomes
See AI usage and cost by team, individual, tool, and model. Compare patterns and understand where spend drives results.
See AI usage and cost by team, individual, tool, and model. Compare patterns and understand where spend drives results.
See how your AI spend compares to plan
Breakdown spend by model
Real impact for real customers
The proof is in the people
The proof is in the people
Zeta Global
zetaglobal.com
"Span gives us the ground truth behind our AI transformation. We can finally measure where AI is helping us move faster, think smarter, and deliver bolder."
Patrick D'Souza
senior Director of AI enablement
Intercom
intercom.com
“Span gives us a level of visibility we’ve never had before. It shows exactly what our teams are working on and how that effort ladders up to our biggest priorities, so we can focus talent where it matters most.”
Michael Sands
Sr. Director, Product and Program Operations
classpass
classpass.com
"With Span’s AI impact report, we finally have a way to move beyond gut instinct and rely on real evidence. It’s helping us see what truly drives results, and how we can keep leveling up as an organization."
Henrique Boregio
Director of Engineering
writer
writer.com
"Span gives us the clarity and alignment we need to operate at clock speed. It’s become a core part of how we run and grow our engineering team."
Waseem Alshikh
Co-Founder and CTO
Ramp
ramp.com
"The Span team is pure magic - ridiculously fast and a delight to work with. This is the team to bet on."
Cerek Hillen
Staff Software Engineer
Carvana
carvana.com
"Span is vital to making our teams better, stronger, and faster. And the team’s speed inspires us, too."
Dan Gill
Chief Product Officer
The Helper Bees
thehelperbees.com
"Span is quickly becoming the gold standard on measuring AI transformation. If you're using Span, you're doing something right."
Chad Bayer
VP of Technology
Vanta
vanta.com
"Span is absolutely invaluable to how we work and uplevel our org."
Iccha Sethi
VP of Engineering
Zeta Global
zetaglobal.com
"Span gives us the ground truth behind our AI transformation. We can finally measure where AI is helping us move faster, think smarter, and deliver bolder."
Patrick D'Souza
senior Director of AI enablement
classpass
classpass.com
"With Span’s AI impact report, we finally have a way to move beyond gut instinct and rely on real evidence. It’s helping us see what truly drives results, and how we can keep leveling up as an organization."
Henrique Boregio
Director of Engineering
Ramp
ramp.com
"The Span team is pure magic - ridiculously fast and a delight to work with. This is the team to bet on."
Cerek Hillen
Staff Software Engineer
The Helper Bees
thehelperbees.com
"Span is quickly becoming the gold standard on measuring AI transformation. If you're using Span, you're doing something right."
Chad Bayer
VP of Technology
Intercom
intercom.com
“Span gives us a level of visibility we’ve never had before. It shows exactly what our teams are working on and how that effort ladders up to our biggest priorities, so we can focus talent where it matters most.”
Michael Sands
Sr. Director, Product and Program Operations
writer
writer.com
"Span gives us the clarity and alignment we need to operate at clock speed. It’s become a core part of how we run and grow our engineering team."
Waseem Alshikh
Co-Founder and CTO
Carvana
carvana.com
"Span is vital to making our teams better, stronger, and faster. And the team’s speed inspires us, too."
Dan Gill
Chief Product Officer
Vanta
vanta.com
"Span is absolutely invaluable to how we work and uplevel our org."
Iccha Sethi
VP of Engineering
Zeta Global
zetaglobal.com
"Span gives us the ground truth behind our AI transformation. We can finally measure where AI is helping us move faster, think smarter, and deliver bolder."
Patrick D'Souza
senior Director of AI enablement
classpass
classpass.com
"With Span’s AI impact report, we finally have a way to move beyond gut instinct and rely on real evidence. It’s helping us see what truly drives results, and how we can keep leveling up as an organization."
Henrique Boregio
Director of Engineering
Ramp
ramp.com
"The Span team is pure magic - ridiculously fast and a delight to work with. This is the team to bet on."
Cerek Hillen
Staff Software Engineer
The Helper Bees
thehelperbees.com
"Span is quickly becoming the gold standard on measuring AI transformation. If you're using Span, you're doing something right."
Chad Bayer
VP of Technology
Intercom
intercom.com
“Span gives us a level of visibility we’ve never had before. It shows exactly what our teams are working on and how that effort ladders up to our biggest priorities, so we can focus talent where it matters most.”
Michael Sands
Sr. Director, Product and Program Operations
writer
writer.com
"Span gives us the clarity and alignment we need to operate at clock speed. It’s become a core part of how we run and grow our engineering team."
Waseem Alshikh
Co-Founder and CTO
Carvana
carvana.com
"Span is vital to making our teams better, stronger, and faster. And the team’s speed inspires us, too."
Dan Gill
Chief Product Officer
Vanta
vanta.com
"Span is absolutely invaluable to how we work and uplevel our org."
Iccha Sethi
VP of Engineering
Zeta Global
zetaglobal.com
"Span gives us the ground truth behind our AI transformation. We can finally measure where AI is helping us move faster, think smarter, and deliver bolder."
Patrick D'Souza
senior Director of AI enablement
Ramp
ramp.com
"The Span team is pure magic - ridiculously fast and a delight to work with. This is the team to bet on."
Cerek Hillen
Staff Software Engineer
Intercom
intercom.com
“Span gives us a level of visibility we’ve never had before. It shows exactly what our teams are working on and how that effort ladders up to our biggest priorities, so we can focus talent where it matters most.”
Michael Sands
Sr. Director, Product and Program Operations
Carvana
carvana.com
"Span is vital to making our teams better, stronger, and faster. And the team’s speed inspires us, too."
Dan Gill
Chief Product Officer
classpass
classpass.com
"With Span’s AI impact report, we finally have a way to move beyond gut instinct and rely on real evidence. It’s helping us see what truly drives results, and how we can keep leveling up as an organization."
Henrique Boregio
Director of Engineering
The Helper Bees
thehelperbees.com
"Span is quickly becoming the gold standard on measuring AI transformation. If you're using Span, you're doing something right."
Chad Bayer
VP of Technology
writer
writer.com
"Span gives us the clarity and alignment we need to operate at clock speed. It’s become a core part of how we run and grow our engineering team."
Waseem Alshikh
Co-Founder and CTO
Vanta
vanta.com
"Span is absolutely invaluable to how we work and uplevel our org."
Iccha Sethi
VP of Engineering
Make sure your teams get better, not just faster
See how teams measure and optimize AI impact with Span.