# Ralph progress

Model: `gpt-6-astra`; reasoning: `high`; validated iterations: 20.

## Iteration 1
Created content/batch-01.json covering all 12 photos: 11 rating questions and a separate Leadership Principles poster.
- Preserved German questions, English translations, visible numbering, scale endpoints, and crop uncertainty.
- Added 180–300 words of reasoning per question plus 55 individualized rating-option rationales.
- Documented conditional scores, assumptions, technical interpretations, and answer-changing circumstances.
- Recorded all 14 poster headings with editorial summaries and the distinction from the current 16 principles.
- Added 11 accessed primary sources with question-specific coverage mappings.

## Iteration 2
Completed content/batch-02.json: all 12 photos visually inspected and reconstructed as 12 distinct rating questions.
- Preserved German wording, English translations, original numbering, visible endpoints, and transcription uncertainty.
- Added 250–271 words of reasoning per item plus 60 individualized rating rationales.
- Documented conditional recommendations, assumptions, and circumstances that change ratings.
- Checked batch 01 overlaps and retained its separate poster inventory.
- Recorded 10 accessed primary sources with question-specific coverage.

## Iteration 3
Completed batch 03: reconstructed all 12 photos as 12 rating questions with German originals, English translations, detailed reasoning, and 60 rating rationales.
- Created content/batch-03.json with all assigned image records and questions.
- Added 266–293 words of reasoning per item, plus specific rationales for all five rating levels.
- Completed the recent-outages scenario across batches 02–03 and checked prior batches for duplicates.
- Preserved the existing separate poster inventory without duplicating it.
- Mapped 11 accessed primary AWS sources to specific questions.
- Recorded the critique before content edits and updated notes with verification results.

## Iteration 4
Completed batch 04: visually inspected all 12 photos and reconstructed 12 rating questions with German originals, English translations, detailed reasoning, and 60 rating rationales.
- Created content/batch-04.json covering every assigned image and readable question.
- Added 288–299 words of reasoning per item, excluding individualized option rationales.
- Checked previous batches for overlaps; found no duplicate questions.
- Preserved the existing separate poster inventory without duplication.
- Recorded 14 accessed primary sources and 26 question-source mappings.
- Documented critique before edits and final verification results.

## Iteration 5
Completed the bounded repair of batch 05 after visually inspecting all 12 photos.
- Preserved 12 bilingual questions and all 60 rating rationales; materially improved 27 rationales.
- Repaired four explanations covering slow-query logging, TLS inspection, encryption interpretation, and user attribution.
- Preserved literal encryption wording and documented conditional scoring.
- Checked earlier overlaps and retained the poster separately in batch 01.
- Added two primary AWS sources and recorded verification results.

## Iteration 6
Completed batch 06: visually inspected all 12 photos and reconstructed 12 rating questions with translations, detailed reasoning, and 60 individualized rating rationales.
- Created content/batch-06.json covering every assigned photo and readable question.
- Added 281–296 words of core reasoning per question, plus assumptions and five specific rating rationales.
- Completed the cloud-data-protection scenario across batches 05–06 without duplicating earlier questions.
- Preserved original wording, translations, crop and blur notes, conditional ratings, and missing-question disclosures.
- Retained the historical poster separately in batch 01.
- Recorded 17 accessed primary sources and 26 source-to-question mappings.

## Iteration 7
Completed batch 07: visually inspected all 12 photos and reconstructed 21 questions with detailed reasoning, option rationales, and documented uncertainty.
- Created 12 image records, five rating questions, fifteen single-choice questions, and one unscored experience self-report.
- Added 89 individualized option rationales and 256–297 words of core reasoning per objective item.
- Preserved English originals, observed selections, actual crops, and conditional recommendations.
- Checked earlier batches for overlaps and retained the poster separately in batch 01.
- Recorded 21 accessed primary sources and 41 question-to-source links.

## Iteration 8
Completed batch 08 with all nine photos visually inspected and 19 distinct questions faithfully reconstructed.
- Created nine image records, 17 objective questions, one unscored experience report and one unscored work-style pair.
- Added 75 individualized option rationales and 244–284 words of core reasoning per objective item.
- Consolidated overlapping questions using earliest IDs and both image references.
- Preserved English originals, actual crops, observed selections and uncertainty without browser identifiers.
- Recorded 19 primary sources and 25 question-source mappings; retained the existing poster separately.

## Iteration 9
Created five deep networking chapters with 7,332 substantive prose words, 43 primary sources and links to 36 quiz questions.
- Created chapters covering global delivery, DNS/Route 53, VPC controls/NAT, hybrid connectivity/diagnosis and HTTP lifecycle.
- Added worked calculations, request flows, failure constraints, bounded diagnostic commands, security/reliability/cost analysis and 11 detailed interview answers.
- Recorded critique before content edits and documented research, verification and source-to-question coverage.

## Iteration 10
Created five technical textbook chapters with 7,882 substantive prose words, 37 primary sources and links to 45 quiz questions.
- Added ALB/NLB health, routing, fail-open behavior, connection handling and diagnostic guidance.
- Added durable sessions, cookie protections, JWT validation, external-store consistency and revocation tradeoffs.
- Added horizontal/vertical scaling, EC2 Auto Scaling, capacity calculations, queueing and overload controls.
- Added ECS/EKS/serverless selection, image-processing flows, checkpointed Spot work and business-capability decomposition.
- Added golden AMIs, Image Builder, launch templates, bootstrap, warm pools, secrets and immutable patch deployment.
- Included 37 substantive sections, ten detailed interview answers and precise source-use records.
- Recorded critique before content edits and documented final verification and coverage.

## Iteration 11
Created four deep recovery chapters with 7,087 body words, 28 official sources and explicit links to 28 quiz questions.
- Added RTO/RPO/SLO definitions, availability-budget calculations and dependency critical-path examples.
- Added disaster recovery strategy comparisons, capacity calculations, queue isolation, writer fencing and failover/failback rehearsals.
- Added synchronous/asynchronous replication internals, 120 ms latency analysis, admission control, consistency distinctions and current AWS mappings.
- Added backup/PITR mechanics, retention and archive calculations, rollback limitations, encryption dependencies and application-level restore verification.
- Included 29 substantive sections, eight detailed interview answers and safe illustrative diagnostics.
- Recorded critique before content edits and completed verification evidence in iteration notes.

## Iteration 12
Created four technical chapters with 7,177 substantive prose words, 30 primary sources and explicit coverage of 37 quiz questions.
- Added CloudTrail versus CloudWatch coverage, application-user attribution, protected log pipelines, replay and backlog calculations.
- Added customer SLIs, percentile calculations, trace critical paths, sampling limits and actionable alarm evaluation.
- Added incident roles, evidence-led troubleshooting, conditional restoration decisions, customer updates and verified corrective actions.
- Added Linux memory and container diagnostics, application/database connectivity, search failures and bounded slow-query investigation.
- Recorded critique before edits and documented research, coverage and verification results.

## Iteration 13
Created four technical chapters containing 7,737 substantive prose words, 46 primary sources and explicit links to 24 quiz questions.
- Recorded critique before content edits in iterations/13-notes.md.
- Added four chapters with 29 sections, worked calculations, safe illustrative diagnostics and eight detailed interview answers.
- Explained WAF ordering and inspection limits, IAM policy evaluation, temporary-session revocation, secret rotation, KMS envelope encryption and TLS boundaries.
- Inspected exact question coverage and documented research and verification results.

## Iteration 14
Created four technical chapters with 8,145 prose words excluding code, 45 primary sources and explicit coverage of 42 quiz questions.
- Recorded concrete critique before content edits.
- Added four chapters with 27 sections, worked calculations, bounded diagnostic examples and eight detailed interview answers.
- Documented DynamoDB MREC/MRSC restrictions and current ElastiCache durability options.
- Connected exact quiz constraints through 52 chapter-question links.
- Updated iteration notes with research, word counts, coverage inspection and validation results.

## Iteration 15
Created five technical chapters with 8,418 substantive prose words, 38 official sources and explicit coverage of 44 quiz questions.
- Added five chapters with 33 substantive sections and ten detailed interview questions and model answers.
- Included worked calculations, data flows, failure constraints, security, reliability, cost and safe illustrative diagnostics.
- Added 48 chapter-to-question links covering 44 distinct questions, including first explicit coverage of all three multi-cloud questions.
- Recorded critique before edits and completed research and verification evidence in iteration notes.

## Iteration 16
Created four substantial chapters with 7,754 prose words, 29 primary sources, and explicit links to 66 quiz questions.
- Added customer discovery, workshops, business-case sensitivity, objections, and owned deliverables.
- Added TCO/FinOps, allocation, rightsizing, commitments, and reliable interruptible processing.
- Added network, storage, and database diagnosis with calculations and bounded test plans.
- Added technical writing, API contracts, same-PR documentation, release verification, and runbook drills.
- Recorded critique before content edits and documented verification results.

## Iteration 17
Completed eight Leadership Principle guides with 6,105 explanatory words, 64 distinct behavioral prompts, 128 probes, and connections to 19 actual quiz questions.
- Recorded the concrete critique before content edits.
- Created all eight assigned guides with observable behaviors, misuses, principle tensions, truthful STAR workshops, reflection, and explicitly fictional examples.
- Added eight distinct prompts per principle, each with two probes and concrete evidence guidance.
- Verified current official names and explained that Have Backbone; Disagree and Commit is one principle.
- Added 12 primary-source records and 26 explicit connections to existing quiz questions.
- Updated iteration notes with research, word counts, coverage inspection, validation results, and scope limits.

## Iteration 18
Completed all eight assigned Leadership Principle guides with 6,447 explanatory words, 64 distinct prompts and 128 probes.
- Recorded critique before content edits.
- Added eight complete guides covering behaviors, misuses, tradeoffs, truthful STAR workshops, reflection and explicitly fictional examples.
- Verified official names and explained the older 14-principle poster versus the current 16 principles.
- Added 30 explicit connections to 19 existing quiz questions and 11 primary-source records.
- Updated iteration notes with research, coverage inspection and verification results.

## Iteration 19
Created the complete register with 326 unique terms, 42 technology decisions, and 56 accessed official sources.
- Added definitions, expansions, practical relevance, topic areas, and existing chapter links for every entry.
- Created technology decisions with substantive selection and rejection conditions.
- Preserved current regional NAT, CloudFront caching, DynamoDB MRSC, ElastiCache durability, and Aurora recovery qualifications.
- Covered protocol, security, reliability, storage, database, compute, business, behavioral, and measurement terminology.
- Recorded the pre-edit critique, research, chapter word counts, and source-to-question coverage evidence.

## Iteration 20
Completed the bounded content integration audit with substantive repairs and expansions. Build and full validation passed without errors or warnings.
- Expanded background content by 1,056 words, including remote installation, session durability, replay recovery and numerical examples.
- Corrected glossary definitions and SNS technology guidance; added Run Command and SSM entries.
- Resolved unmatched technical concepts through substantive chapter coverage and explicit question links.
- Preserved all visible options while making the incomplete policy question explicitly unscored.
- Reinspected five cropped or overlapping photographs and preserved earliest question IDs.
- Added 16 precise integration audit notes and 12 accessed primary-source records.
- Generated the HTML through the existing build script and recorded detailed audit evidence.