Source reconstruction · Everything here is proposed. An AI prepared this map from a public forum thread and analyses of it, and credits each idea to the posts it comes from. None of the discussion’s participants has endorsed it. Sources and limits →
Reason Commons
Source reconstruction · Proposed

Gandhi 2.0

An AI reconstruction requested by David Joseph

Published 23 October 2026
Release 2026-10-23.1

Question 5 of 6 · First steps

What has to happen first?

What stands in the way of the change, and what gets past it.

Statements
72
Connections
81
Open questions
37

How to read it. Read from the top down: the objective needs each step beneath it, and each step overcomes the obstacle below it.

ObjectiveObstacleStepandJoint conditionsOvercomesFrom another part

Part 1 of 8

Shared foundations

Choose the case first; then inventory assets, agree measures, settle rights and commit resources, which can proceed in parallel.

Draws on Leif Eriksson (posts 13, 17, 20, 23, 29, 36; essays) and Robert Bunge (posts 28, 30, 34).

andandSTEPA bounded host, problem,affected people, intendedoutcome and protectedconditions are agreed.Related: Leif ErikssonOBSTACLENo host, problem or affectedgroup has yet been jointlychosen for the collaboration.Related: Leif ErikssonSTEPExisting assets, workflow,available capabilities,dependencies and costs for thatcase are known.From Leif ErikssonOBSTACLEThe selected host’s actualworkflow, assets, dependenciesand costs are not yetinventoried.From the supplied analysisSTEPBaseline, relevant comparison,outcome measures, harm limitsand review conditions areagreed.From Leif ErikssonOBSTACLEThe proposed comparativeeconomic, relational andinstitutional effects have notyet been measured.From the supplied analysisSTEPDecision rights, accountability,confidentiality, human supportand data permissions aresettled.From Leif ErikssonOBSTACLEIf a sponsor can imposeparticipation or read privatedisputes, the practicereproduces domination.From Leif ErikssonSTEPThe relevant host hascommitted accountablepeople, authority, time, skillsand a bounded budget.From Leif ErikssonOBSTACLEIf no authorised participantcommits time, competence orresources, the trial cannothappen.From the supplied analysisSTEPA repeatable reflective-inquiryprocedure is ready and canchallenge the preferredinterpretation.From Leif ErikssonOBSTACLELeading dialogue cannot telltransferable judgment fromagreement with the facilitator.Related: Leif ErikssonSTEPAI-assisted functions haveexplicit quality, cost, energy,data-control and exitrequirements.From Leif ErikssonOBSTACLELocal, cloud and non-AI optionscannot be compared until theessential service is specified.From the supplied analysis

Outline

Beyond this part · 88 links

Part 2 of 8

Field practice and continuing operation

Whichever practice is chosen must be ready and authorised before a bounded comparison; only a review that could reject it supports continuing.

Draws on Leif Eriksson (posts 13, 20, 23, 29, 36; essays) and Robert Bunge (posts 9, 18).

andandandandandSTEPExisting assets, workflow,available capabilities,dependencies and costs for thatcase are known.From Leif ErikssonSTEPBaseline, relevant comparison,outcome measures, harm limitsand review conditions areagreed.From Leif ErikssonSTEPDecision rights, accountability,confidentiality, human supportand data permissions aresettled.From Leif ErikssonSTEPThe relevant host hascommitted accountablepeople, authority, time, skillsand a bounded budget.From Leif ErikssonSTEPA repeatable reflective-inquiryprocedure is ready and canchallenge the preferredinterpretation.From Leif ErikssonOBSTACLELeading dialogue cannot telltransferable judgment fromagreement with the facilitator.Related: Leif ErikssonSTEPThe existing conflict-guidanceapp fits the workflow, withtrained human support and afallback.From Leif ErikssonOBSTACLEIf the app does not fit access,language, confidentiality orhard cases, having it does nothelp.From the supplied analysisSTEPAn authorised bounded trialhas produced traceableobservations under a crediblecomparison.Related: Robert Bunge · Leif ErikssonOBSTACLENo observations yet compareactual behaviour, conflict costsand institutional effects.From the supplied analysisSTEPIndependent review supports abounded continuation underthe agreed benefit and harmcriteria.From Leif ErikssonOBSTACLEWithout a review able to rejectit, appealing conversationscannot justify institutionaladoption.Related: Leif ErikssonOBJECTIVEOrdinary operation sustains thebenefit, member control andan acceptable continuing cost.From Leif ErikssonOBSTACLEA pilot reliant on an unfundedfounder or unaccountableoperator cannot become adurable practice.From the supplied analysisSTEPAI voice participation isworkable, interruptible andacceptable in the selected realconversation.From Leif ErikssonOBSTACLEWhere latency, turn-taking ordata handling disrupt the talk,a voice pipeline does not yethelp.Related: Leif Eriksson
Muted boxes belong to other parts and are drawn so that statements acting together stay together; select one to go to its part.

Outline

Beyond this part · 31 links

Part 3 of 8

Local capability and practical autonomy

Autonomy means a useful service at whole cost with tested fallback, not owning hardware.

Draws on Leif Eriksson (essays) and Robert Bunge (posts 28, 30, 34).

andandandandSTEPA bounded host, problem,affected people, intendedoutcome and protectedconditions are agreed.Related: Leif ErikssonSTEPExisting assets, workflow,available capabilities,dependencies and costs for thatcase are known.From Leif ErikssonSTEPBaseline, relevant comparison,outcome measures, harm limitsand review conditions areagreed.From Leif ErikssonSTEPDecision rights, accountability,confidentiality, human supportand data permissions aresettled.From Leif ErikssonSTEPThe relevant host hascommitted accountablepeople, authority, time, skillsand a bounded budget.From Leif ErikssonSTEPAI-assisted functions haveexplicit quality, cost, energy,data-control and exitrequirements.From Leif ErikssonOBSTACLELocal, cloud and non-AI optionscannot be compared until theessential service is specified.From the supplied analysisSTEPAn accessible model, hardware,energy, adaptation rights and acapable maintainer aresecured.From Leif ErikssonOBSTACLELocal operation fails while aneeded model, permission,device, energy or maintainer ismissing.From the supplied analysisSTEPA local orcommunity-controlled servicedemonstrably meets therequirements at measuredwhole cost.From Leif ErikssonOBSTACLEIf local capability fails the taskor costs too much to run,ownership alone is noalternative.Related: Robert BungeSTEPProvider loss, migration,operator loss and fallback havebeen rehearsed within servicelimits.From Leif ErikssonOBSTACLEA community can own a deviceyet be unable to keep, move orrepair its function when accessis lost.Related: Robert BungeOBJECTIVEThe community-controlledservice remains useful,maintainable and accountablein ordinary operation.From Leif ErikssonOBSTACLEShort demonstrations do notshow lasting autonomy asmaintenance, costs or decisionrights erode.From the supplied analysis
Muted boxes belong to other parts and are drawn so that statements acting together stay together; select one to go to its part.

Outline

Beyond this part · 30 links

Part 4 of 8

Model adaptation and voice learning

Adapting a model and adding an AI voice have separate prerequisites; neither is required for the other.

Draws on Leif Eriksson (posts 13, 23; essays).

andandandandandSTEPExisting assets, workflow,available capabilities,dependencies and costs for thatcase are known.From Leif ErikssonSTEPBaseline, relevant comparison,outcome measures, harm limitsand review conditions areagreed.From Leif ErikssonSTEPDecision rights, accountability,confidentiality, human supportand data permissions aresettled.From Leif ErikssonSTEPThe relevant host hascommitted accountablepeople, authority, time, skillsand a bounded budget.From Leif ErikssonSTEPA repeatable reflective-inquiryprocedure is ready and canchallenge the preferredinterpretation.From Leif ErikssonSTEPAI-assisted functions haveexplicit quality, cost, energy,data-control and exitrequirements.From Leif ErikssonSTEPAn accessible model, hardware,energy, adaptation rights and acapable maintainer aresecured.From Leif ErikssonSTEPA consented, varied andinspectable learning datasetand held-out evaluation setexist.From Leif ErikssonOBSTACLESelected traces can encode afacilitator’s assumptions, andprivate discussions may be offlimits.From the supplied analysisSTEPAn adapted model can bereproduced, compared androlled back without losing thebaseline.From Leif ErikssonOBSTACLEA changed response style doesnot show what changed orwhether useful capabilitiesregressed.From the supplied analysisOBJECTIVEIndependent tests show whichadaptation benefits,regressions and resourceeffects actually occur.From Leif ErikssonOBSTACLEClaims that coherence lowersenergy use and yields reliablebenevolence are untestedunder controls.From the supplied analysisSTEPAI voice participation isworkable, interruptible andacceptable in the selected realconversation.From Leif ErikssonOBSTACLEWhere latency, turn-taking ordata handling disrupt the talk,a voice pipeline does not yethelp.Related: Leif ErikssonOBJECTIVEComparative observationsshow the effect of voiceparticipation and consentedimprovements.From Leif ErikssonOBSTACLEIt is not yet shown that voiceparticipation improvesjudgment or that its materialcan be reused.From the supplied analysis
Muted boxes belong to other parts and are drawn so that statements acting together stay together; select one to go to its part.

Outline

Beyond this part · 17 links

Part 5 of 8

Federation with member control

A network that runs is not yet a network that adds value or disperses power.

Draws on Leif Eriksson (essays) and Robert Bunge (post 28).

Muted boxes belong to other parts and are drawn so that statements acting together stay together; select one to go to its part.

Outline

Beyond this part · 14 links

Part 6 of 8

Useful energy and material services

Physical evidence, then production and ownership, then a reliable service within limits; a mature existing option can satisfy the first step.

Draws on Leif Eriksson (essays) and Robert Bunge (posts 30, 34).

andandandSTEPA bounded host, problem,affected people, intendedoutcome and protectedconditions are agreed.Related: Leif ErikssonSTEPExisting assets, workflow,available capabilities,dependencies and costs for thatcase are known.From Leif ErikssonSTEPBaseline, relevant comparison,outcome measures, harm limitsand review conditions areagreed.From Leif ErikssonSTEPDecision rights, accountability,confidentiality, human supportand data permissions aresettled.From Leif ErikssonSTEPThe relevant host hascommitted accountablepeople, authority, time, skillsand a bounded budget.From Leif ErikssonSTEPEssential energy and materialservices, seasonal needs, risks,ownership and limits arespecified.From Leif ErikssonOBSTACLENo essential energy service isselected yet, so discoveryclaims cannot show the reallimitation.From the supplied analysisSTEPThe selected energy or materialsolution has physical evidenceat the maturity the serviceneeds.From Leif ErikssonOBSTACLEAn AI prediction or laboratoryresult cannot establish adeployable energy or materialservice.From the supplied analysisSTEPEngineering, manufacturing,finance, supply, maintenanceand accountable ownership arefeasible.From Leif ErikssonOBSTACLEA promising result can beblocked by production,infrastructure, capital orcontrol of inputs.From the supplied analysisOBJECTIVEThe deployed service is reliable,affordable and within limits,with a viable disruptionresponse.From Leif ErikssonOBSTACLEA transition that comes too lateor raises total resource pressurecan weaken essential provision.Related: Robert Bunge
Muted boxes belong to other parts and are drawn so that statements acting together stay together; select one to go to its part.

Outline

Beyond this part · 13 links

Part 7 of 8

Independent replication without mission loss

Another community needs more than a document: people, resources, governance and an honest account of failures.

Draws on Leif Eriksson (post 29; essays) and Robert Bunge (post 19).

andandandandSTEPA bounded host, problem,affected people, intendedoutcome and protectedconditions are agreed.Related: Leif ErikssonSTEPExisting assets, workflow,available capabilities,dependencies and costs for thatcase are known.From Leif ErikssonSTEPBaseline, relevant comparison,outcome measures, harm limitsand review conditions areagreed.From Leif ErikssonSTEPDecision rights, accountability,confidentiality, human supportand data permissions aresettled.From Leif ErikssonSTEPThe relevant host hascommitted accountablepeople, authority, time, skillsand a bounded budget.From Leif ErikssonSTEPA repeatable reflective-inquiryprocedure is ready and canchallenge the preferredinterpretation.From Leif ErikssonSTEPThe existing conflict-guidanceapp fits the workflow, withtrained human support and afallback.From Leif ErikssonSTEPA local orcommunity-controlled servicedemonstrably meets therequirements at measuredwhole cost.From Leif ErikssonSTEPAI voice participation isworkable, interruptible andacceptable in the selected realconversation.From Leif ErikssonSTEPA bounded shared serviceworks across nodes withcompatible interfaces andrestricted data exchange.From Leif ErikssonSTEPEngineering, manufacturing,finance, supply, maintenanceand accountable ownership arefeasible.From Leif ErikssonSTEPAn honest test packagedescribes the procedure,resources, costs, failures,governance and evidence.From Leif ErikssonOBSTACLEA trace, model file or inspiringaccount omits what anothercommunity needs to enact thepractice.Related: Robert BungeSTEPA receiving site has the people,resources and governance toadapt and evaluate thepractice.From Leif ErikssonOBSTACLEWithout these conditions at thereceiving site, instructionscannot create workinginstitutions.From the supplied analysisSTEPAn independent teamreproduces the relevantbenefits within its own cost,autonomy and harm limits.From Leif ErikssonOBSTACLEAn originator-supportedsuccess does not showindependent reproducibility ortransfer.From the supplied analysisOBJECTIVEEvidence across time and sitesseparates external success frominternal mission retention.From Leif ErikssonOBSTACLEAdoption or efficiency can risewhile member influence, trustor ecological viability falls.Related: Leif Eriksson
Muted boxes belong to other parts and are drawn so that statements acting together stay together; select one to go to its part.

Outline

Beyond this part · 15 links

Part 8 of 8

Security proposals and actual institutional effects

Dialogue quality and security outcomes are separate endpoints; only empowered actors can implement reciprocal limits.

Draws on Leif Eriksson (posts 23, 26) and Robert Bunge (post 25).

Muted boxes belong to other parts and are drawn so that statements acting together stay together; select one to go to its part.

Outline

Beyond this part · 10 links
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