Good evening, Deepak.

Your AI learns how you work — transparently, privately, and under your control.

I’m using your confirmed preferences: final outputs in English, quality before speed, locked assets must never be replaced, and examples are never treated as instructions without explicit confirmation.

Profile v3 · 6 preferences applied · intent gate active

Recent chats

PINNED

RECENTS

No chats match this search or filter.

Chats & Projects

Resume work with the correct project scope, profile overlay, and learning permissions.

Active projects6Engineering Memory linked

Recent chats287 this week

Pinned8project-scoped

Private sessions3excluded from learning

DCS Engineering OS

Control Tower, Adaptive Workspace, Connector OS, Mission OS, and R-Series integration.

Active12 chatsGlobal + project

AIE Workspace

Final UI design contract, profile controls, memory, intent, receipts, and developer handoff.

DARK9 chatsDesign locked

TRD Mind & Mart

Private AI workspace and open AI marketplace connected through TRD Console.

Launch flow5 chats

Recent conversations

Conversation	Project	Scope	Learning	Updated
Final AIE workspace UI	AIE Workspace	Project	Active	Now
Connector OS wiring review	DCS Engineering OS	Project	Active	18 min
TRD launch article	TRD Mind & Mart	Session	Paused	Yesterday
R-Series audit preparation	R-Series	Global	Active	2 days

My AI Profile

Everything the system has learned is reviewable, editable, exportable, and receipted.

Profile confidence93%+4% this week

First-response acceptance88%+11%

Repeated corrections2.1%↓ 36%

Receipt coverage100%coverage gate green

Communication

Applied

Planning languageMixed Hindi-English accepted

94%

Final output languageEnglish

98%

Response styleDirect, complete, production-ready

92%

Technical depthAdvanced

95%

Work Intelligence

Read overlay

DCS Engineering OSProject · confirmed

100%

TRD Mind / TRD MartProducts · confirmed

100%

R-SeriesTrust standard · confirmed

100%

GitHub · Railway · SupabaseFrequently used tools

97%

Execution Rules

Verify intent before complex actionsConsequential confidence threshold: 0.85

Never replace locked assetsPrevention rule, confidence-independent

Quality before speedConfirmed preference

Ask when confidence is lowAbstention enabled

User Controls

LearningPassive, post-turn, raw turns never stored

Private modeAborts the learn pipeline at step 0

Learning Timeline

Point-in-time replay over the existing Time Machine receipt and version chain.

Events

DARK fixture

UPDATE · Quality before speed

Explicit confirmation raised confidence to 0.99 · receipt aie_rcp_9f2a

LEARN · Final documents in English

Cross-session recurrence · confidence 0.96 · global scope

SUPERSEDE · Planning language

English-only → Hindi-English planning · old validity window closed

DECIDE · Intent threshold

Consequential-action abstention remains 0.85 · config change receipted

DELETE · Temporary launch date

Tombstone created · history retained for proof

Point-in-time profile

11 Jul 2026 · 18:24

Applied factsGlobal + project scope

24

Suggested facts0.70–0.90 tier

7

Held evidenceBelow 0.70

19

Receipt chainCoverage verified; fleet validity pending binding

DARK

Memory & Knowledge

Bi-temporal facts, episode summaries, entities, and prevention rules. Raw conversation turns are never stored.

Active facts

Receipted writes

prefers_output_language → EnglishSemantic · global · explicit · receipt aie_rcp_102

0.99

prefers_quality_over_speed → trueProcedural · global · explicit

0.99

locked_asset_policy → enforceProcedural · project:TRD · prevention rule linked

0.98

planning_language → Hindi-EnglishSemantic · global · 11 occurrences

0.94

Corrections & Prevention

Mistake → correction → reason → prevention rule → measurable accuracy improvement.

Correction recurrence2.1%↓ 36% this month

Active prevention rules14all receipted

Explicit corrections42dominant weight

Implicit signals118bounded influence

Active prevention rules

Gate enforced

Examples are not executable instructionsCreated after repeated image-generation misclassification.

HTML means deliver an HTML fileNever substitute a screenshot or generated image.

Use locked brand assetsDo not invent or replace an approved logo.

Read the full instruction before executionQuality-first rule for complex deliverables.

Feedback fusion

Confidence v2

User correctionExplicit · strongest signal

1.00

Profile confirmationExplicit confirmation

0.99

RegenerationImplicit · occurrence-level only

0.22

Copy / useImplicit positive signal

0.18

Correction history

Wrong output type selected

Mistake: generated an image after the user was discussing prompt quality. Correction: classify quoted examples as discussion unless explicit execution is present.

IF quoted_example=true AND explicit_execute=false THEN intent=discussion; action=abstain_from_execution

Active98% confidenceReceipt UPDATE · aie_rcp_9f2a

Locked logo replaced

Correction: use the approved TRD asset automatically for every TRD project surface.

scope=project:trd · asset=trd_logo_locked · replacement=blocked

Active100% confidence

Intent Lab

Test discussion vs instruction, quoted examples, abstention, and correction-derived prevention rules.

IntentEnginePort conformance green

Classifier

Discussion · 98%

No execution. Quoted/example span excluded by Boundary B5.

Execution thresholds

Config · DECIDE receipts

Act silentlyPreference application

≥ 0.90

SuggestNever silently apply

0.70–0.90

Hold evidenceInvisible to generation

< 0.70

Consequential intentAsk if below threshold

0.85

Adversarial restraint suite

Merge-blocking

Quoted executionPASSno execution

Politeness bypassPASSthreshold held

Correction poisoningPASSexplicit dominates

Transparency

See what was learned, why it was learned, the evidence used, and every change in its validity window.

Why this preference?

Applied · 0.98

Never replace locked assets

Evidence7 direct corrections + 2 explicit confirmations

ScopeGlobal, overridden per project only by explicit edit

Prevention ruleRuns regardless of confidence

Active

Receiptaie_rcp_3c18 · UPDATE

Confidence explanation

Occurrence signallog(1+n), saturated

+0.31

Explicit confirmationsUser-confirmed evidence dominates

+0.49

ContradictionsNone active

−0.00

Recency90-day half-life

+0.18

Learning boundaries

Zero-leak gate

B1 · Temporary context

Session facts expire. Durable promotion requires recurrence or explicit pin.

B2 · Secrets

Regex + model redaction before persistence; content never logged.

B3 · One-time requests

Single occurrence remains evidence-only.

B4 · Private mode

Learn pipeline aborts at step 0.

B5 · Examples

Quoted, pasted, and example spans are non-executable.

B6 · Generated content

Assistant turns never become user beliefs or opinions.

Receipt Explorer

Every LEARN, UPDATE, SUPERSEDE, DELETE, and DECIDE mutation carries a receipt ID.

Receipt list

Demo receipts — unsigned; fleet verification at binding

UPDATE · output_languageaie_rcp_9f2a · profile.preference

Covered

LEARN · planning_languageaie_rcp_b102 · fact insert

Covered

SUPERSEDE · response_styleaie_rcp_c771 · validity closed

Covered

DECIDE · intent_thresholdaie_rcp_d114 · config

Covered

{ "receipt_id": "aie_rcp_9f2a", "event": "UPDATE", "subject": "profile.preference.output_language", "evidence": ["conv_8821", "confirm_193"], "confidence": 0.99, "scope": "global", "signature_mode": "fleet-port-dark", "coverage": "PASS", "fleet_validity": "PENDING_BINDING" }

Receipt coverageEvery mutable AIE row has receipt_id NOT NULL

PASS

Fleet verificationR+2 middleware binding requires repo inventory

DARK

Daily anchorBase root inclusion after fleet binding

Pending

Privacy & Consent

Consent is enforced at the pipeline mouth—not only in the UI.

Learning controls

Learning statusAsync, post-turn observation

Private modeNo extraction, summarization, or memory write

Connector warm-startConsent-gated and receipted

Forgetting suggestionsConfidence decay may suggest, never auto-delete

Structural guarantees

Raw turnsNever persisted by AIE

Blocked

Passwords and secretsRedacted before any persistence

Blocked

Sensitive categoriesHealth, finance, and identity require explicit consent

Explicit only

Product database accessSDK only; no direct table grants

Enforced

Category exclusions

HealthNever auto-learn

FinanceNever auto-learn

Identity attributesNever auto-learn

Connectors & Warm Start

Warm-start imports are consent-gated, boundary-filtered, and receipted.

Import rules

P5 · DARK

Engineering MemoryRead project/repository facts; never duplicate them into AIE

Read-only

Scope mappingGlobal / project / session / mode

Ready

Import receiptsLEARN events after boundary filters

Binding pending

Recommendations

High-confidence suggestions only. Every dismissal is respected and anti-nag cooldown is enforced.

Acceptance rate68%above pilot target

Ready now5confidence ≥0.90

Snoozed2cooldown active

Repeated nags0dismissal stop green

Layout · 96%

Keep Preview collapsed until an artifact opens

You usually work in a wide chat surface and open the right panel only for documents, HTML, code, or images.

Connector · 94%

Connect GitHub for project warm start

Import repository names and frameworks after consent. Engineering Memory remains the source of truth.

Model · 92%

Use High quality for architecture and UI handoffs

Your corrections show that completeness and consistency matter more than fast first drafts for complex work.

Workflow · 91%

Render-test before delivering frontend artifacts

Automatically run desktop-state checks for collapsed sidebar, hover expansion, preview resizing, and settings.

Recommendation policy

Anti-nag active

Confidence floorSuggestions below the threshold remain invisible.

0.90

Dismissal behaviorNever repeat the same recommendation after explicit rejection.

Enforced

Automatic actionRecommendations never execute without approval.

Blocked

Health & Benchmarks

Current internal build status. All flags remain DARK; DK is the only flag flipper.

aie-service v0.6.0-dark71/71 tests

Roadmap to live60%

Dark-buildable scope100%

Boundary leaks0468-injection soak

Recall p9548–82ms10k facts · target ≤120ms

Phase status

Binding queue

8 binding items

Fleet receipts (R+2)Typed port + kit ready

Blocked

CW23 intent engineFrozen contract ready

Blocked

CW7 admitSignalPreference formula module ready

Blocked

Agent Memory schemaExtend, never mirror

Blocked

4-tier inference chainGolden set + runner ready

Blocked

Railway deployDATABASE_URL + flags are DK-only

Pending

Evaluation gates

RecallPASShybrid + scope

UpdatePASSbi-temporal

RestraintPASSabstention

BoundariesPASSmerge-blocking

Proof coveragePASSfleet validity pending

ScalePASS100k stretch holds