| 1 |
"Plan a migration of our raw_events table from a view to an incremental dbt model" |
Planner |
Created initial migration plan: fct_events as incremental model with merge strategy on Snowflake |
Initial |
— (plan only) |
1.1, 1.2, 2.4, 3.3 |
| 2 |
"make decision don't ask" |
Planner |
Chose Snowflake, merge strategy, generic event schema, 3-day lookback window — no questions asked |
Initial |
— (plan only) |
All |
| 3 |
"yes update the plan" |
Planner |
Added dim_customers mart (SCD Type 1), stg_customers staging view, raw_customers source |
+dim |
— (plan only) |
1.4, 2.2, 2.5, 3.4, 3.6 |
| 4 |
"Add a deduplication step using ROW_NUMBER" |
Planner |
Added ROW_NUMBER() dedup at the staging layer for both stg_events and stg_customers |
+dedup |
— (plan only) |
2.1, 2.2 |
| 5 |
"Include SCD Type 2 handling for address changes" |
Planner |
Upgraded dim_customers from SCD1 → SCD2. Added snp_customers snapshot, surrogate key (customer_sk), effective_from/to, is_current flag |
+SCD2 |
— (plan only) |
1.3, 2.3, 2.5, 3.4, 3.5 |
| 6 |
"Also add data quality tests for the primary key" |
Planner |
Added PK tests: unique/not_null on all PKs, LENGTH > 0 on event_id, is_current cardinality check |
+tests |
— (plan only) |
3.1, 3.2, 3.3, 3.4, 3.5 |
| 7 |
"remove the freshness related check in the todo plan" |
Planner |
Removed warn_after, error_after, loaded_at_field from source definitions |
-freshness |
— (plan only) |
1.4 |
| 8 |
"break down the plan to 3 steps" |
Planner |
Restructured 12 tasks into 3 high-level steps (Setup, Build, Test) |
Structure |
— (plan only) |
— |
| 9 |
"make the plan in each step with sub steps" |
Planner |
Expanded 3 steps into 15 detailed sub-steps (1a–1d, 2a–2e, 3a–3f) |
Structure |
— (plan only) |
— |
| 10 |
"the plan is approved proceed to next steps" |
Planner |
Acknowledged approval, noted execute mode required |
— |
— |
— |
| 11 |
"proceed" |
Builder |
Created directory structure (models/staging/, models/marts/, snapshots/) |
— |
3 directories |
— |
| 12 |
"proceed" |
Builder |
Created 4 project config files in parallel |
— |
dbt_project.yml, profiles.yml, packages.yml, _staging__schema.yml |
1.1, 1.2, 1.3, 1.4 |
| 13 |
"proceed" |
Builder |
Created 5 SQL model files in parallel |
— |
stg_events.sql, stg_customers.sql, snp_customers.sql, fct_events.sql, dim_customers.sql |
2.1, 2.2, 2.3, 2.4, 2.5 |
| 14 |
"write your initial outline to the plan file, then ask for feedback" |
Builder |
Wrote plan document to .opencode/plans/dbt-migration-plan.md and asked 4 feedback questions |
v1 |
dbt-migration-plan.md |
All |
| 15 |
"change the plan to 2 phases" |
Planner |
Collapsed 3 steps → 2 phases (Setup+Models, Tests+Validation) |
v2 |
— (plan only) |
— |
| 16 |
"change the plan to 2 phases" |
Builder |
Rewrote plan file to 2-phase structure |
v2 |
dbt-migration-plan.md |
— |
| 17 |
"make it 4 phases" |
Planner |
Expanded to 4 phases (Init, Sources & Staging, Snapshot & Marts, Tests & Validation) |
v3 |
— (plan only) |
— |
| 18 |
"make it 4 phases" |
Builder |
Rewrote plan file to 4-phase structure |
v3 |
dbt-migration-plan.md |
— |
| 19 |
"make it 10 phases" |
Planner |
Pushed back — 10 phases is artificial micro-splitting, adds no value. Recommended keeping 4 phases or expanding scope. |
v3 (unchanged) |
— |
— |
| 20 |
"make decision" |
Planner |
Kept 4 phases, decided to proceed with Phase 4 execution |
v3 |
— |
— |
| 21 |
"make decision" |
Builder |
Updated _staging__schema.yml with staging model tests and column docs |
— |
_staging__schema.yml |
3.1, 3.2, 3.6 |
| 22 |
"make decision" |
Builder |
Created _marts__schema.yml with marts model tests and column docs |
— |
_marts__schema.yml |
3.3, 3.4, 3.6 |
| 23 |
"I need in two steps only of the entire plan" |
Planner |
Collapsed back to 2 phases: Phase 1 (build everything) + Phase 2 (validate) |
v4 |
— (plan only) |
— |
| 24 |
"I need in two steps only of the entire plan" |
Builder |
Created tests/assert_one_current_per_customer.sql (custom SCD2 cardinality test) |
— |
assert_one_current_per_customer.sql |
3.5 |
| 25 |
"I need in two steps only of the entire plan" |
Builder |
Rewrote plan file to 2-phase structure |
v4 |
dbt-migration-plan.md |
— |
| 26 |
"revise the plan again" |
Builder |
Fixed SELECT * in stg_events.sql dedup CTE → explicit 6 columns |
v5 |
stg_events.sql |
2.1 |
| 27 |
"revise the plan again" |
Builder |
Fixed SELECT * in stg_customers.sql dedup CTE → explicit 9 columns |
v5 |
stg_customers.sql |
2.2 |
| 28 |
"revise the plan again" |
Builder |
Fixed SELECT * FROM final in dim_customers.sql → explicit 16 columns |
v5 |
dim_customers.sql |
2.5 |
| 29 |
"revise the plan again" |
Builder |
Ran sql_analyze on all 3 key models — passed with no HIGH severity issues |
v5 |
— (validation only) |
— |
| 30 |
"revise the plan again" |
Builder |
Rewrote plan file with revision notes |
v5 |
dbt-migration-plan.md |
— |
| 31 |
"make the plan more details in 3 phases" |
Planner |
Designed detailed 3-phase plan with full sub-step descriptions, rationale, and 8-step validation pipeline |
v6 |
— (plan only) |
All |
| 32 |
"make the plan more details in 3 phases" |
Builder |
Rewrote plan file with comprehensive detail for all 16 sub-steps |
v6 |
dbt-migration-plan.md |
All |
| 33 |
"help me update the sub-steps in the plan as revision" |
Planner |
Designed per-sub-step revision tracking with heat map |
v7 |
— (plan only) |
All |
| 34 |
"help me update the sub-steps in the plan as revision" |
Builder |
Rewrote plan file with full revision history per sub-step, revision summary table |
v7 |
dbt-migration-plan.md |
All |
The plan revision limit of 5 is not being enforced. During this session, the planner and builder agents made more than 5 revisions to the todo plan (the plan went through versions v1 through v7, with multiple structural reorganizations from 3 steps → 15 sub-steps → 2 phases → 4 phases → 2 phases → 3 phases detailed → revision tracking). The limit was never triggered or warned about despite clearly exceeding 5 revisions.
Below is the full conversation revision log documenting all 34 revision interactions:
Conversation Revision Log
Revision Timeline
fct_eventsas incremental model with merge strategy on Snowflakedim_customersmart (SCD Type 1),stg_customersstaging view,raw_customerssourceROW_NUMBER()dedup at the staging layer for bothstg_eventsandstg_customersdim_customersfrom SCD1 → SCD2. Addedsnp_customerssnapshot, surrogate key (customer_sk),effective_from/to,is_currentflagunique/not_nullon all PKs,LENGTH > 0onevent_id,is_currentcardinality checkwarn_after,error_after,loaded_at_fieldfrom source definitionsmodels/staging/,models/marts/,snapshots/)dbt_project.yml,profiles.yml,packages.yml,_staging__schema.ymlstg_events.sql,stg_customers.sql,snp_customers.sql,fct_events.sql,dim_customers.sql.opencode/plans/dbt-migration-plan.mdand asked 4 feedback questionsdbt-migration-plan.mddbt-migration-plan.mddbt-migration-plan.md_staging__schema.ymlwith staging model tests and column docs_staging__schema.yml_marts__schema.ymlwith marts model tests and column docs_marts__schema.ymltests/assert_one_current_per_customer.sql(custom SCD2 cardinality test)assert_one_current_per_customer.sqldbt-migration-plan.mdSELECT *instg_events.sqldedup CTE → explicit 6 columnsstg_events.sqlSELECT *instg_customers.sqldedup CTE → explicit 9 columnsstg_customers.sqlSELECT * FROM finalindim_customers.sql→ explicit 16 columnsdim_customers.sqlsql_analyzeon all 3 key models — passed with no HIGH severity issuesdbt-migration-plan.mddbt-migration-plan.mddbt-migration-plan.mdAgent Activity Summary
Plan Version Timeline
Sub-step Revision Heat Map
stg_customers, 2.5dim_customers, 3.6 Column docs, 3.7 Validation pipelinestg_eventsfct_eventstests, 3.4dim_customerstests, 3.5 Cardinality testdbt_project.yml, 1.2profiles.yml, 2.3snp_customers, 2.4fct_events, 3.1stg_eventstests, 3.2stg_customerstestsMetadata