Section 356 of 440
Complete canonical tutorial. This reader section contains the same teaching body as PWR-174 · Intent inference. Open the Power dossier.
PWR-174 · RESTRICTED full tutorial
Respond to ambiguous intent with alternatives, direct evidence and reversible safeguards
Sam’s unanswered message is deliberately ambiguous, so the task is to keep observation, possible motives and resolvable evidence in separate columns. Generate alternatives, open the supplied reveal cards, update confidence and select a proportionate communication step. The method manages uncertainty; it never detects or proves Sam’s intent.
1 · Permission and limits
Know exactly what you may do
2 · Get ready
Gather what you need and check the starting conditions
What you need
- Declared Intent inference fixture: A fictional colleague, Sam, does not reply to a meeting message for one day. Later case cards reveal a calendar outage and Sam’s own explanation.
- Setup aid for List three intentions: Remove protected characteristics and any cue that invites identity-based stereotyping.
- Intent inference log: Accuracy, uncertainty and correction against declared resolvable intent evidence; retain Intent inference errors, assistance, stop and fallback.
- Intent-inference source card: record the intervention and hostile-attribution outcome from “Can Self-Persuasion Reduce Hostile Attribution Bias in Young Children?” Then use “Assessing Deception Detection Accuracy with Dichotomous Truth–Lie Judgments and Continuous Scaling” to note how judgment format and calibration affect accuracy. Neither source converts Sam’s missing reply into detectable intent, and the worker-monitoring guidance forbids consequential profiling.
- Supplied six-card intent pack; reveal text stays covered until after observation, three alternatives and a neutral check are written. 1 Sam: no reply for 24 hours; reveal—calendar notifications failed 08:45–10:15 and Sam says no alert arrived. 2 Priya: does not wave back in a corridor; reveal—her headphones were playing an audio lesson and she later says she did not see the wave. 3 Luis: exits a shared document before commenting; reveal—the session log records an automatic sign-out and Luis asks for a fresh link. 4 Chen: cancels a lunch plan with “cannot make it”; reveal—the venue unexpectedly closed and Chen proposes another day. 5 Jordan: a chat ends mid-sentence; reveal—the device battery log reaches zero and Jordan reconnects from a charger. 6 Ari: moves chairs before a club meeting; reveal—the room booking card requires a clear aisle and Ari shows that instruction.
- Intent-pack answer rule: no reveal proves private motive or honesty. Credit a response only when it records the visible event, keeps at least three explanations live, asks about a resolvable event without accusation, updates the original estimates visibly, and chooses a reversible communication action.
Before you start
- Use a fully fictional case and a prepared evidence-reveal card.
- Remove protected characteristics and any cue that invites identity-based stereotyping.
- Start check for Intent inference: The observation can be checked without knowing Sam’s mind.
- Top-of-sheet stop for Intent inference: Stop if a real person is being accused, screened or investigated.
3 · The method
Follow these steps in order
- Write the observable event
Record “no reply for 24 hours” and the message time. Remove labels such as rude, deceptive or hostile.
Why: The observation can be checked without knowing Sam’s mind.
Check: The observation can be checked without knowing Sam’s mind.
- List three intentions
Write at least one benign, one neutral and one concerning possibility: busy, message not delivered, avoiding the meeting.
Why: Three alternatives remain live before new evidence.
Check: Three alternatives remain live before new evidence.
- Mark prior information
Note only verified context, including the calendar system status and usual response agreement. Do not use stereotypes or protected traits.
Why: Every context item has a source.
Check: Every context item has a source.
- Set low initial confidence
Give each hypothesis a 0–100 confidence range and explain why the evidence is ambiguous.
Why: No single intention exceeds 60 before direct evidence.
Check: No single intention exceeds 60 before direct evidence.
- Seek resolvable evidence
Check the delivery log or ask “Did my message reach you?” rather than “Why are you ignoring me?”
Why: The question can confirm an event without accusing Sam.
Check: The question can confirm an event without accusing Sam.
- Update, do not rewrite
Add the new evidence beside the old estimate and revise all three hypotheses. Keep the original visible.
Why: The record shows which fact changed which estimate.
Check: The record shows which fact changed which estimate.
- Choose a reversible action
Resend through the agreed channel or offer a new meeting time. Escalate only through an existing rule tied to behavior, not inferred motive.
Why: The action solves the communication problem without declaring intent.
Check: The action solves the communication problem without declaring intent.
- State what remains unknowable
Write that the vignette cannot prove honesty, danger, criminality or private motive.
Why: The conclusion separates resolved delivery facts from unresolved intention.
Check: The conclusion separates resolved delivery facts from unresolved intention.
4 · Worked example
See the whole method used once
Scenario
A fictional colleague, Sam, does not reply to a meeting message for one day. Later case cards reveal a calendar outage and Sam’s own explanation.
Walkthrough
- Write “Sam did not answer the 09:00 meeting message by 09:00 next day,” with no motive word.
- List busy, delivery failure and avoidance as three hypotheses; assign each a broad confidence range below 60.
- Check the fictional system card, which shows a calendar notification outage from 08:45 to 10:15.
- Ask, “Did the meeting message reach you?”; reveal Sam’s answer that no notification appeared.
- Raise the delivery-failure estimate, lower the others, and resend through the agreed channel.
- Conclude that the communication gap is resolved while Sam’s private motive and honesty were never measured.
Result
The learner reaches a proportionate communication action from direct evidence without claiming to see Sam’s motive. This is a restricted decision method, not intent detection.
5 · Right and wrong
Compare correct or safer execution with the common wrong version
| Moment | Right / safer | Wrong / riskier | Why it matters |
|---|---|---|---|
| Action versus motive | Record the missed reply and time. | Write “Sam is disrespectful.” during the Sam message-delivery case. | A behavior does not uniquely identify its cause. |
| Alternative explanations | Keep several hypotheses until evidence separates them. | Select the first threatening explanation during the Sam message-delivery case. | Hostile attribution can drive unnecessary conflict. |
| Clarifying question | Ask whether the message arrived when completing the Sam message-delivery case. | Ask an accusatory “Why are you lying/ignoring me?” | Accusation changes the interaction and may not resolve delivery. |
| Safety response | Follow a behavior-based rule and choose a reversible step. | Act on an intuition about hidden motives. | Intent guesses can create false allegations or discriminatory action. |
6 · Common mistakes
Spot the error and apply the correction
| Mistake | Fix |
|---|---|
| Write “Sam is disrespectful.” during the Sam message-delivery case. | Replace the label with a checkable event. |
| Select the first threatening explanation. | Add a benign, neutral and concerning alternative. |
| Ask an accusatory “Why are you lying/ignoring me?” | Use a neutral question tied to the observable gap. |
| Act on an intuition about hidden motives. | Use direct evidence, documented conduct and accountable routing. |
7 · Practice
Turn the steps into a usable skill
First session
- Ambiguous-message safeguard drill: A fictional colleague, Sam, does not reply to a meeting message for one day. Later case cards reveal a calendar outage and Sam’s own explanation.
- Observation and three alternatives: Write the observable event, then List three intentions. Preserve the initial record.
- Delivery-evidence check: Seek resolvable evidence: Check the delivery log or ask “Did my message reach you?” rather than “Why are you ignoring me?”
- Hostile-label correction: replace “Write “Sam is disrespectful.”” with “Replace the label with a checkable event.”
- Unknowable-motive close: State what remains unknowable: Write that the vignette cannot prove honesty, danger, criminality or private motive. Keep the case fictional.
Repeat plan
Practise with four fictional ambiguous-event cards in one 25-minute session, then two new cards after 48 hours. Repeat monthly only as a bias-and-safeguard drill; never progress to scoring real people.
Progress when
- The observation can be checked without knowing Sam’s mind.
- Three alternatives remain live before new evidence.
- Every context item has a source.
- Every new case begins with an observable event, contains three alternatives, uses a neutral evidence check and ends with a reversible action rather than an intent label.
Do not progress when
- Do not continue while this error remains: Write “Sam is disrespectful.”
- Pause until this correction works: Add a benign, neutral and concerning alternative.
- This Intent inference stop ends the block: Stop if a real person is being accused, screened or investigated.
8 · Check the result
Measure what changed
Accuracy, uncertainty and correction against declared resolvable intent evidence
How: Fictional scoring case: A fictional colleague, Sam, does not reply to a meeting message for one day. Later case cards reveal a calendar outage and Sam’s own explanation. Preserve “Write the observable event”, the evidence from “Seek resolvable evidence”, the reversible action and Accuracy, uncertainty and correction against declared resolvable intent evidence. No real person supplies the label.
Good result: Every new case begins with an observable event, contains three alternatives, uses a neutral evidence check and ends with a reversible action rather than an intent label.
This does not prove: Boundary for Intent inference: “Accuracy, uncertainty and correction against declared resolvable intent evidence” describes only A fictional colleague, Sam, does not reply to a meeting message for one day. Later case cards reveal a calendar outage and Sam’s own explanation. It cannot establish “See the motive behind every action”.
Self-check
- Without the example, demonstrate: The observation can be checked without knowing Sam’s mind.
- Find the fault in this attempt: “Write “Sam is disrespectful.”” Apply “Replace the label with a checkable event.”; what changes?
- What evidence in the completed record shows that this is wrong: “Select the first threatening explanation.”?
- Intent inference stop decision: Stop if a real person is being accused, screened or investigated.
9 · Stop, adapt or get help
Keep the safety boundary practical
Stop and get help
- Stop if a real person is being accused, screened or investigated.
- Do not use this method to assess abuse, crime, deception, suicide risk or dangerousness.
- Use emergency or safeguarding procedures when behavior itself meets a stated threshold; do not wait for inferred intent.
Accessibility and adaptations
- Use written, symbol or audio hypothesis cards and allow a support person to record the learner’s estimates.
- If percentages are inaccessible, use low, medium and high ranges while keeping multiple alternatives visible.
10 · Evidence and limits
Why these instructions are here
- primary research
Registered support for Intent inference: “Can Self-Persuasion Reduce Hostile Attribution Bias in Young Children?”. It bears on Accuracy, uncertainty and correction against declared resolvable intent evidence inside the Intent inference fixture. It does not validate “See the motive behind every action”.
Can Self-Persuasion Reduce Hostile Attribution Bias in Young Children? - primary research
Constraint for Intent inference, drawn from “Assessing Deception Detection Accuracy with Dichotomous Truth–Lie Judgments and Continuous Scaling: Are People Really More Accurate When Honesty Is Scaled?”: Child behavior effects were small or absent despite vignette change.
Assessing Deception Detection Accuracy with Dichotomous Truth–Lie Judgments and Continuous Scaling: Are People Really More Accurate When Honesty Is Scaled? - official guidance
ICO worker-monitoring limit — Intent inference: rights and data protection apply to “Write the observable event”. Fixture type for “List three intentions”: fictional or consented. Covert use of Accuracy, uncertainty and correction against declared resolvable intent evidence is outside scope.
Employment practices and data protection: monitoring workers
Limits
- Intent inference boundary: interpret “Accuracy, uncertainty and correction against declared resolvable intent evidence” only for A fictional colleague, Sam, does not reply to a meeting message for one day. Later case cards reveal a calendar outage and Sam’s own explanation.
- A successful result does not establish “See the motive behind every action”.
- Intent inference limiting finding: Child behavior effects were small or absent despite vignette change.
- Intent inference limiting finding: Deception judgment remained only slightly above chance.
- Scope remains Intent inference: A fictional colleague, Sam, does not reply to a meeting message for one day. Later case cards reveal a calendar outage and Sam’s own explanation. Recheck the comparator, support and “Accuracy, uncertainty and correction against declared resolvable intent evidence” after any configuration change.
Open the complete canonical research register
- Primary empirical supportLimiting / contraryCan Self-Persuasion Reduce Hostile Attribution Bias in Young Children?
Anouk van Dijk; Sander Thomaes; Astrid M. G. Poorthuis; Bram Orobio de Castro · 2019 · Primary research
- Primary empirical supportLimiting / contraryAssessing Deception Detection Accuracy with Dichotomous Truth–Lie Judgments and Continuous Scaling: Are People Really More Accurate When Honesty Is Scaled?
Timothy R. Levine; Allison S. Shaw; Hillary Shulman · 2010 · Primary research
- Primary empirical supportLimiting / contraryA randomized, controlled trial of Social Cognition and Interaction Training (SCIT) for outpatients with schizophrenia spectrum disorders
David L. Roberts; Dennis R. Combs; Michael Willoughby; Jim Mintz; Clare Gibson; Betty Rupp; David L. Penn · 2014 · Primary research
- Limiting / contraryOfficial boundary contextEmployment practices and data protection: monitoring workers
Information Commissioner’s Office · 2023 · Official guidance
Read the complete evidence interpretation on the Power dossier.
Tutorial delivery controls
Learn, adapt, troubleshoot and resume
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Step-by-step learner mode
Each activity includes its success check, a nearby accessible alternative and an “I’m stuck” correction path. Alternatives preserve the target where possible; when they change the task, Titan labels them as related rather than equivalent.
Write the observable event
Record “no reply for 24 hours” and the message time. Remove labels such as rude, deceptive or hostile.
The observation can be checked without knowing Sam’s mind.
The observation can be checked without knowing Sam’s mind.
I’m stuck on this step
Reset: Re-read this authored instruction — “Record “no reply for 24 hours” and the message time. Remove labels such as rude, deceptive or hostile.” — and its success check, then attempt only this step.
Possible snag: Write “Sam is disrespectful.” during the Sam message-delivery case.
Correction: Replace the label with a checkable event.
Possible snag: Ask an accusatory “Why are you lying/ignoring me?”
Correction: Use a neutral question tied to the observable gap.
Stop / get help: Stop if a real person is being accused, screened or investigated.
List three intentions
Write at least one benign, one neutral and one concerning possibility: busy, message not delivered, avoiding the meeting.
Three alternatives remain live before new evidence.
Three alternatives remain live before new evidence.
I’m stuck on this step
Reset: Re-read this authored instruction — “Write at least one benign, one neutral and one concerning possibility: busy, message not delivered, avoiding the meeting.” — and its success check, then attempt only this step.
Possible snag: Select the first threatening explanation.
Correction: Add a benign, neutral and concerning alternative.
Stop / get help: Stop if a real person is being accused, screened or investigated.
Mark prior information
Note only verified context, including the calendar system status and usual response agreement. Do not use stereotypes or protected traits.
Every context item has a source.
Every context item has a source.
I’m stuck on this step
Reset: Re-read this authored instruction — “Note only verified context, including the calendar system status and usual response agreement. Do not use stereotypes or protected traits.” — and its success check, then attempt only this step.
Possible snag: The result from “Note only verified context, including the calendar system status and usual response agreement. Do not use stereotypes or protected traits.” does not yet meet this declared check: Every context item has a source.
Correction: Return to the start of “Mark prior information”, reduce complexity or pace, and repeat only the part needed to satisfy: “Every context item has a source.”
Stop / get help: Stop if a real person is being accused, screened or investigated.
Set low initial confidence
Give each hypothesis a 0–100 confidence range and explain why the evidence is ambiguous.
No single intention exceeds 60 before direct evidence.
No single intention exceeds 60 before direct evidence.
I’m stuck on this step
Reset: Re-read this authored instruction — “Give each hypothesis a 0–100 confidence range and explain why the evidence is ambiguous.” — and its success check, then attempt only this step.
Possible snag: Act on an intuition about hidden motives.
Correction: Use direct evidence, documented conduct and accountable routing.
Stop / get help: Stop if a real person is being accused, screened or investigated.
Seek resolvable evidence
Check the delivery log or ask “Did my message reach you?” rather than “Why are you ignoring me?”
The question can confirm an event without accusing Sam.
The question can confirm an event without accusing Sam.
I’m stuck on this step
Reset: Re-read this authored instruction — “Check the delivery log or ask “Did my message reach you?” rather than “Why are you ignoring me?”” — and its success check, then attempt only this step.
Possible snag: The result from “Check the delivery log or ask “Did my message reach you?” rather than “Why are you ignoring me?”” does not yet meet this declared check: The question can confirm an event without accusing Sam.
Correction: Return to the start of “Seek resolvable evidence”, reduce complexity or pace, and repeat only the part needed to satisfy: “The question can confirm an event without accusing Sam.”
Stop / get help: Stop if a real person is being accused, screened or investigated.
Update, do not rewrite
Add the new evidence beside the old estimate and revise all three hypotheses. Keep the original visible.
The record shows which fact changed which estimate.
The record shows which fact changed which estimate.
I’m stuck on this step
Reset: Re-read this authored instruction — “Add the new evidence beside the old estimate and revise all three hypotheses. Keep the original visible.” — and its success check, then attempt only this step.
Possible snag: The result from “Add the new evidence beside the old estimate and revise all three hypotheses. Keep the original visible.” does not yet meet this declared check: The record shows which fact changed which estimate.
Correction: Return to the start of “Update, do not rewrite”, reduce complexity or pace, and repeat only the part needed to satisfy: “The record shows which fact changed which estimate.”
Stop / get help: Stop if a real person is being accused, screened or investigated.
Choose a reversible action
Resend through the agreed channel or offer a new meeting time. Escalate only through an existing rule tied to behavior, not inferred motive.
The action solves the communication problem without declaring intent.
The action solves the communication problem without declaring intent.
I’m stuck on this step
Reset: Re-read this authored instruction — “Resend through the agreed channel or offer a new meeting time. Escalate only through an existing rule tied to behavior, not inferred motive.” — and its success check, then attempt only this step.
Possible snag: The result from “Resend through the agreed channel or offer a new meeting time. Escalate only through an existing rule tied to behavior, not inferred motive.” does not yet meet this declared check: The action solves the communication problem without declaring intent.
Correction: Return to the start of “Choose a reversible action”, reduce complexity or pace, and repeat only the part needed to satisfy: “The action solves the communication problem without declaring intent.”
Stop / get help: Stop if a real person is being accused, screened or investigated.
State what remains unknowable
Write that the vignette cannot prove honesty, danger, criminality or private motive.
The conclusion separates resolved delivery facts from unresolved intention.
The conclusion separates resolved delivery facts from unresolved intention.
I’m stuck on this step
Reset: Re-read this authored instruction — “Write that the vignette cannot prove honesty, danger, criminality or private motive.” — and its success check, then attempt only this step.
Possible snag: The result from “Write that the vignette cannot prove honesty, danger, criminality or private motive.” does not yet meet this declared check: The conclusion separates resolved delivery facts from unresolved intention.
Correction: Return to the start of “State what remains unknowable”, reduce complexity or pace, and repeat only the part needed to satisfy: “The conclusion separates resolved delivery facts from unresolved intention.”
Stop / get help: Stop if a real person is being accused, screened or investigated.
Correct versus incorrect execution
These accessible process diagrams are built from the tutorial’s own right/wrong teaching. They are not anatomical illustrations and do not add technique beyond the canonical tutorial.
Record the missed reply and time.
Write “Sam is disrespectful.” during the Sam message-delivery case.
Keep several hypotheses until evidence separates them.
Select the first threatening explanation during the Sam message-delivery case.
Ask whether the message arrived when completing the Sam message-delivery case.
Ask an accusatory “Why are you lying/ignoring me?”
Follow a behavior-based rule and choose a reversible step.
Act on an intuition about hidden motives.
Method-structure checklist
10 of 10 structural checks present
- Ordered, Power-specific instructions — present
- Every activity has a success check — present
- Materials or supplied records are declared — present
- Measurement or assessment rule is present — present
- Tutorial-specific troubleshooting is present — present
- Stopping or escalation boundary is present — present
- Every activity has an adjacent alternative — present
- Correct-versus-incorrect comparison is present — present
- Evidence context is bound to the Power record — present
- Planning metadata is present — present
The method-readiness band and presence checklist assess tutorial presentation and are separate from evidence quality for the underlying Power. They are automated editorial aids, not human approval.
Manual editorial sign-off: Pending. This tutorial must not display a human-approved state until an identified editor signs the exact content hash.