🧪 This platform is in early beta. Features may change and you might encounter bugs. We appreciate your patience!
practical_reasoning
Practical reasoning (goal-to-action) is the extended form of means-end reasoning that explicitly considers the agent's goals, available actions, their consequences, and values to arrive at a decision about what to do. Unlike simple means-end reasoning, this more comprehensive version considers multiple goals that may conflict, side effects of actions, and whether the goals themselves are worth pursuing. It is the fundamental framework for deliberative decision-making.
We want to reduce childhood obesity (goal). We could ban sugary drinks in schools (action 1), fund nutrition education (action 2), or subsidize healthy school lunches (action 3). Each has different costs, implementation challenges, and effectiveness profiles. Considering our budget constraints and evidence base, subsidizing healthy lunches is the most effective and politically feasible option.
Our startup wants to increase monthly active users by 30% in six months (goal). We could launch a referral rewards program (action 1), invest in targeted social media advertising (action 2), or partner with complementary apps for cross-promotion (action 3). The referral program costs little but grows slowly; ads are fast but expensive; partnerships offer reach but require negotiation time.
The city council wants to reduce downtown traffic congestion by peak hour (goal). Options include expanding bus routes (action 1), introducing congestion pricing (action 2), or building a new park-and-ride facility (action 3). Bus expansion improves access but takes years; congestion pricing works quickly but faces public resistance; park-and-ride helps commuters but requires significant land acquisition.
Binary (yes/no) questions an LLM must answer to identify this aspect:
Is a specific goal or desired outcome being identified?
Type: binaryIs the proposed action actually a viable means to achieve the goal?
Type: binaryAre there side effects or alternative actions being overlooked?
Type: binaryIs the goal itself justified or desirable?
Type: binaryPractical reasoning (goal-to-action) is the extended form of means-end reasoning that explicitly considers the agent's goals, available actions, their consequences, and values to arrive at a decision about what to do. Unlike simple means-end reasoning, this more comprehensive version considers multiple goals that may conflict, side effects of actions, and whether the goals themselves are worth pursuing. It is the fundamental framework for deliberative decision-making.
By structuring a decision as goal-identification followed by option evaluation, practical reasoning gives the appearance of systematic, rational decision-making. This structured format makes the conclusion feel thoroughly justified.
Scrutinize each step: Is the stated goal the right one? Are all viable options considered? Is the evaluation of options fair and evidence-based? Are important side effects being ignored?
Practical reasoning is the explicit framework behind business strategy, military planning, medical treatment protocols, and government policy analysis.
Use these tools to detect, analyze, or train this aspect.