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fix: Potential fixes for 2 code quality findings#13

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fix: Potential fixes for 2 code quality findings#13
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@scottschreckengaust scottschreckengaust commented Feb 6, 2026

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This PR applies 2/2 suggestions from code quality AI findings.

  1. [nitpick] The description contains a run-on sentence that could be improved for clarity. Consider breaking it into multiple sentences or using semicolons to separate the different trigger phrases.
  2. The term 'dev-sized' is ambiguous and could benefit from more specific definition. Consider explaining what 'dev-sized' means in concrete terms (e.g., 'small instance sizes, minimal redundancy').

Acknowledgment

By submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of the project license.

scottschreckengaust and others added 2 commits February 6, 2026 15:16
…rom Copilot Autofix

Co-authored-by: Copilot Autofix powered by AI <223894421+github-code-quality[bot]@users.noreply.github.com>
Signed-off-by: Scott Schreckengaust <scottschreckengaust@users.noreply.github.com>
…rom Copilot Autofix

Co-authored-by: Copilot Autofix powered by AI <223894421+github-code-quality[bot]@users.noreply.github.com>
Signed-off-by: Scott Schreckengaust <scottschreckengaust@users.noreply.github.com>
@scottschreckengaust scottschreckengaust changed the title Potential fixes for 2 code quality findings fix: Potential fixes for 2 code quality findings Feb 6, 2026
@scottschreckengaust scottschreckengaust marked this pull request as ready for review February 7, 2026 00:27
@scottschreckengaust scottschreckengaust requested a review from a team February 7, 2026 00:27
@scottschreckengaust scottschreckengaust added this pull request to the merge queue Feb 9, 2026
Merged via the queue into main with commit 0a16207 Feb 9, 2026
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@scottschreckengaust scottschreckengaust deleted the ai-findings-autofix/plugins-deploy-on-aws-skills-deploy-SKILL.md branch February 9, 2026 16:43
Morlej added a commit to Morlej/agent-plugins that referenced this pull request May 15, 2026
…vals

Correctness fixes (review items 1-5):
- awslabs#1: push-computation-to-constant — use NUMERIC column 'amount' to
  avoid integer division non-equivalence
- awslabs#2: not-in-to-not-exists — add NULL semantics warning (NOT EXISTS
  does not preserve NOT IN's NULL-propagation; MUST confirm with user)
- awslabs#3/awslabs#4: subquery-unnesting — prefer EXISTS form (true semi-join);
  document uniqueness precondition for JOIN+DISTINCT alternative
- awslabs#5: subquery-unnesting-scalar — add COALESCE(s_count, 0) for
  COUNT/SUM (LEFT JOIN returns NULL, scalar returns 0)

Dangling reference fixes (review items 6-8):
- awslabs#6: workflow.md trigger table — "Phase 5" → reassessment re-entry
- awslabs#7: Replace all "implicit cast compatibility matrix" references
  with "pg_amop query in catalog-queries.md"
- awslabs#8: plan-interpretation.md L202 — fix cast-vs-operator contradiction

Structural fixes (review items 9-14, 24):
- awslabs#9: Hedge "integer family" claim with "at time of writing" + verify
- awslabs#10: amopmethod=10003 — add provenance comment and verification SQL
- awslabs#11: catalog-queries.md TOC — add 3 missing sections
- awslabs#12: plan-interpretation.md TOC — add Type Coercion section
- awslabs#13: SKILL.md — explicitly delegate routing to workflow.md
- awslabs#24: workflow.md — remove em dashes from headings for clean anchors

Other fixes (review items 21-23):
- awslabs#21: reltuples-estimate — add staleness warning (MUST warn user)
- awslabs#22: catalog-queries — add safe_query.build() note for placeholders
- awslabs#23: "Skip when" → "SHOULD skip when" in all rewrite files

Eval improvements (review items 14, 16):
- awslabs#14: README — add query_plan_rewrite_evals to directory tree and
  eval section
- awslabs#16: Add evals 206-210 covering LEFT JOIN, computation push, NOT IN
  with NULL warning, nested UNION ALL, and negative case (OR across
  different columns)
- awslabs#7 (eval): Update eval 201 expectation — pg_amop instead of matrix

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
anwesham-lab pushed a commit to Morlej/agent-plugins that referenced this pull request May 26, 2026
…vals

Correctness fixes (review items 1-5):
- awslabs#1: push-computation-to-constant — use NUMERIC column 'amount' to
  avoid integer division non-equivalence
- awslabs#2: not-in-to-not-exists — add NULL semantics warning (NOT EXISTS
  does not preserve NOT IN's NULL-propagation; MUST confirm with user)
- awslabs#3/awslabs#4: subquery-unnesting — prefer EXISTS form (true semi-join);
  document uniqueness precondition for JOIN+DISTINCT alternative
- awslabs#5: subquery-unnesting-scalar — add COALESCE(s_count, 0) for
  COUNT/SUM (LEFT JOIN returns NULL, scalar returns 0)

Dangling reference fixes (review items 6-8):
- awslabs#6: workflow.md trigger table — "Phase 5" → reassessment re-entry
- awslabs#7: Replace all "implicit cast compatibility matrix" references
  with "pg_amop query in catalog-queries.md"
- awslabs#8: plan-interpretation.md L202 — fix cast-vs-operator contradiction

Structural fixes (review items 9-14, 24):
- awslabs#9: Hedge "integer family" claim with "at time of writing" + verify
- awslabs#10: amopmethod=10003 — add provenance comment and verification SQL
- awslabs#11: catalog-queries.md TOC — add 3 missing sections
- awslabs#12: plan-interpretation.md TOC — add Type Coercion section
- awslabs#13: SKILL.md — explicitly delegate routing to workflow.md
- awslabs#24: workflow.md — remove em dashes from headings for clean anchors

Other fixes (review items 21-23):
- awslabs#21: reltuples-estimate — add staleness warning (MUST warn user)
- awslabs#22: catalog-queries — add safe_query.build() note for placeholders
- awslabs#23: "Skip when" → "SHOULD skip when" in all rewrite files

Eval improvements (review items 14, 16):
- awslabs#14: README — add query_plan_rewrite_evals to directory tree and
  eval section
- awslabs#16: Add evals 206-210 covering LEFT JOIN, computation push, NOT IN
  with NULL warning, nested UNION ALL, and negative case (OR across
  different columns)
- awslabs#7 (eval): Update eval 201 expectation — pg_amop instead of matrix

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Morlej added a commit to Morlej/agent-plugins that referenced this pull request Jun 17, 2026
…vals

Correctness fixes (review items 1-5):
- awslabs#1: push-computation-to-constant — use NUMERIC column 'amount' to
  avoid integer division non-equivalence
- awslabs#2: not-in-to-not-exists — add NULL semantics warning (NOT EXISTS
  does not preserve NOT IN's NULL-propagation; MUST confirm with user)
- awslabs#3/awslabs#4: subquery-unnesting — prefer EXISTS form (true semi-join);
  document uniqueness precondition for JOIN+DISTINCT alternative
- awslabs#5: subquery-unnesting-scalar — add COALESCE(s_count, 0) for
  COUNT/SUM (LEFT JOIN returns NULL, scalar returns 0)

Dangling reference fixes (review items 6-8):
- awslabs#6: workflow.md trigger table — "Phase 5" → reassessment re-entry
- awslabs#7: Replace all "implicit cast compatibility matrix" references
  with "pg_amop query in catalog-queries.md"
- awslabs#8: plan-interpretation.md L202 — fix cast-vs-operator contradiction

Structural fixes (review items 9-14, 24):
- awslabs#9: Hedge "integer family" claim with "at time of writing" + verify
- awslabs#10: amopmethod=10003 — add provenance comment and verification SQL
- awslabs#11: catalog-queries.md TOC — add 3 missing sections
- awslabs#12: plan-interpretation.md TOC — add Type Coercion section
- awslabs#13: SKILL.md — explicitly delegate routing to workflow.md
- awslabs#24: workflow.md — remove em dashes from headings for clean anchors

Other fixes (review items 21-23):
- awslabs#21: reltuples-estimate — add staleness warning (MUST warn user)
- awslabs#22: catalog-queries — add safe_query.build() note for placeholders
- awslabs#23: "Skip when" → "SHOULD skip when" in all rewrite files

Eval improvements (review items 14, 16):
- awslabs#14: README — add query_plan_rewrite_evals to directory tree and
  eval section
- awslabs#16: Add evals 206-210 covering LEFT JOIN, computation push, NOT IN
  with NULL warning, nested UNION ALL, and negative case (OR across
  different columns)
- awslabs#7 (eval): Update eval 201 expectation — pg_amop instead of matrix

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Morlej added a commit to Morlej/agent-plugins that referenced this pull request Jun 19, 2026
…vals

Correctness fixes (review items 1-5):
- awslabs#1: push-computation-to-constant — use NUMERIC column 'amount' to
  avoid integer division non-equivalence
- awslabs#2: not-in-to-not-exists — add NULL semantics warning (NOT EXISTS
  does not preserve NOT IN's NULL-propagation; MUST confirm with user)
- awslabs#3/awslabs#4: subquery-unnesting — prefer EXISTS form (true semi-join);
  document uniqueness precondition for JOIN+DISTINCT alternative
- awslabs#5: subquery-unnesting-scalar — add COALESCE(s_count, 0) for
  COUNT/SUM (LEFT JOIN returns NULL, scalar returns 0)

Dangling reference fixes (review items 6-8):
- awslabs#6: workflow.md trigger table — "Phase 5" → reassessment re-entry
- awslabs#7: Replace all "implicit cast compatibility matrix" references
  with "pg_amop query in catalog-queries.md"
- awslabs#8: plan-interpretation.md L202 — fix cast-vs-operator contradiction

Structural fixes (review items 9-14, 24):
- awslabs#9: Hedge "integer family" claim with "at time of writing" + verify
- awslabs#10: amopmethod=10003 — add provenance comment and verification SQL
- awslabs#11: catalog-queries.md TOC — add 3 missing sections
- awslabs#12: plan-interpretation.md TOC — add Type Coercion section
- awslabs#13: SKILL.md — explicitly delegate routing to workflow.md
- awslabs#24: workflow.md — remove em dashes from headings for clean anchors

Other fixes (review items 21-23):
- awslabs#21: reltuples-estimate — add staleness warning (MUST warn user)
- awslabs#22: catalog-queries — add safe_query.build() note for placeholders
- awslabs#23: "Skip when" → "SHOULD skip when" in all rewrite files

Eval improvements (review items 14, 16):
- awslabs#14: README — add query_plan_rewrite_evals to directory tree and
  eval section
- awslabs#16: Add evals 206-210 covering LEFT JOIN, computation push, NOT IN
  with NULL warning, nested UNION ALL, and negative case (OR across
  different columns)
- awslabs#7 (eval): Update eval 201 expectation — pg_amop instead of matrix

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
anwesham-lab pushed a commit to Morlej/agent-plugins that referenced this pull request Jun 22, 2026
…vals

Correctness fixes (review items 1-5):
- awslabs#1: push-computation-to-constant — use NUMERIC column 'amount' to
  avoid integer division non-equivalence
- awslabs#2: not-in-to-not-exists — add NULL semantics warning (NOT EXISTS
  does not preserve NOT IN's NULL-propagation; MUST confirm with user)
- awslabs#3/awslabs#4: subquery-unnesting — prefer EXISTS form (true semi-join);
  document uniqueness precondition for JOIN+DISTINCT alternative
- awslabs#5: subquery-unnesting-scalar — add COALESCE(s_count, 0) for
  COUNT/SUM (LEFT JOIN returns NULL, scalar returns 0)

Dangling reference fixes (review items 6-8):
- awslabs#6: workflow.md trigger table — "Phase 5" → reassessment re-entry
- awslabs#7: Replace all "implicit cast compatibility matrix" references
  with "pg_amop query in catalog-queries.md"
- awslabs#8: plan-interpretation.md L202 — fix cast-vs-operator contradiction

Structural fixes (review items 9-14, 24):
- awslabs#9: Hedge "integer family" claim with "at time of writing" + verify
- awslabs#10: amopmethod=10003 — add provenance comment and verification SQL
- awslabs#11: catalog-queries.md TOC — add 3 missing sections
- awslabs#12: plan-interpretation.md TOC — add Type Coercion section
- awslabs#13: SKILL.md — explicitly delegate routing to workflow.md
- awslabs#24: workflow.md — remove em dashes from headings for clean anchors

Other fixes (review items 21-23):
- awslabs#21: reltuples-estimate — add staleness warning (MUST warn user)
- awslabs#22: catalog-queries — add safe_query.build() note for placeholders
- awslabs#23: "Skip when" → "SHOULD skip when" in all rewrite files

Eval improvements (review items 14, 16):
- awslabs#14: README — add query_plan_rewrite_evals to directory tree and
  eval section
- awslabs#16: Add evals 206-210 covering LEFT JOIN, computation push, NOT IN
  with NULL warning, nested UNION ALL, and negative case (OR across
  different columns)
- awslabs#7 (eval): Update eval 201 expectation — pg_amop instead of matrix

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Morlej added a commit to Morlej/agent-plugins that referenced this pull request Jun 24, 2026
…vals

Correctness fixes (review items 1-5):
- awslabs#1: push-computation-to-constant — use NUMERIC column 'amount' to
  avoid integer division non-equivalence
- awslabs#2: not-in-to-not-exists — add NULL semantics warning (NOT EXISTS
  does not preserve NOT IN's NULL-propagation; MUST confirm with user)
- awslabs#3/awslabs#4: subquery-unnesting — prefer EXISTS form (true semi-join);
  document uniqueness precondition for JOIN+DISTINCT alternative
- awslabs#5: subquery-unnesting-scalar — add COALESCE(s_count, 0) for
  COUNT/SUM (LEFT JOIN returns NULL, scalar returns 0)

Dangling reference fixes (review items 6-8):
- awslabs#6: workflow.md trigger table — "Phase 5" → reassessment re-entry
- awslabs#7: Replace all "implicit cast compatibility matrix" references
  with "pg_amop query in catalog-queries.md"
- awslabs#8: plan-interpretation.md L202 — fix cast-vs-operator contradiction

Structural fixes (review items 9-14, 24):
- awslabs#9: Hedge "integer family" claim with "at time of writing" + verify
- awslabs#10: amopmethod=10003 — add provenance comment and verification SQL
- awslabs#11: catalog-queries.md TOC — add 3 missing sections
- awslabs#12: plan-interpretation.md TOC — add Type Coercion section
- awslabs#13: SKILL.md — explicitly delegate routing to workflow.md
- awslabs#24: workflow.md — remove em dashes from headings for clean anchors

Other fixes (review items 21-23):
- awslabs#21: reltuples-estimate — add staleness warning (MUST warn user)
- awslabs#22: catalog-queries — add safe_query.build() note for placeholders
- awslabs#23: "Skip when" → "SHOULD skip when" in all rewrite files

Eval improvements (review items 14, 16):
- awslabs#14: README — add query_plan_rewrite_evals to directory tree and
  eval section
- awslabs#16: Add evals 206-210 covering LEFT JOIN, computation push, NOT IN
  with NULL warning, nested UNION ALL, and negative case (OR across
  different columns)
- awslabs#7 (eval): Update eval 201 expectation — pg_amop instead of matrix

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
sbbhimji pushed a commit to sbbhimji/agent-plugins that referenced this pull request Jun 30, 2026
…ction, rewrites, and workflow extraction (awslabs#162)

* feat(dsql): enhance query plan explainability with type coercion detection and rewrite references

- Add structured trigger phrases and routing criteria for query plan diagnosis
- Add type coercion index bypass detection (implicit cast compatibility matrix)
- Extend catalog queries with indexed column type retrieval
- Add generic SQL rewrite reference (11 patterns: OR-to-IN, subquery unnesting, etc.)
- Add DSQL-specific rewrite reference (reltuples estimate, split large joins for DP threshold)

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* feat(dsql): extract query plan workflow, add rewrite evals

- Extract Workflow 8 (query plan explainability) from SKILL.md into
  references/query-plan/workflow.md to stay under the 300 LOC limit
- Wire query-rewrites-generic.md and query-rewrites-dsql-specific.md
  into the workflow (Phase 0 load list + Phase 2 evidence gathering)
- Add behavioral evals (query_plan_rewrite_evals.json) covering type
  coercion detection, subquery unnesting, OR-to-IN, GROUP BY pushdown,
  large join splitting, and reltuples estimation
- Add eval results (query_plan_rewrite_eval_results.md) with
  with-skill vs baseline comparison

Validation:
- validate-size.py: 275 lines (good)
- validate-references.py: 0 broken links, 0 new orphans

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix: correct markdown link fragments in workflow.md TOC

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* style: apply dprint table formatting

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* refactor(dsql): address PR review — split rewrites, positive language, RFC keywords

Review feedback from amaksimo:

- Split query-rewrites-generic.md into 11 individual files under
  query-rewrites/ subdirectory to reduce context consumption
- Split query-rewrites-dsql-specific.md into individual files
- Convert monolithic files to index tables pointing to sub-files
- Fix DATEADD() SQL Server syntax → PostgreSQL NOW() - INTERVAL
- Flip negative language ("Do not apply") to positive ("Skip when")
- Add RFC keywords (MUST, SHOULD, MAY) throughout
- Remove psql fallback from workflow.md (enforce MCP usage)
- Update plan-interpretation.md recommendation template with RFC language
- Make Phase 0 loading explicit: MUST for core refs, SHOULD for rewrites

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(dsql): address PR awslabs#162 review — correctness, references, evals

Correctness fixes (review items 1-5):
- #1: push-computation-to-constant — use NUMERIC column 'amount' to
  avoid integer division non-equivalence
- #2: not-in-to-not-exists — add NULL semantics warning (NOT EXISTS
  does not preserve NOT IN's NULL-propagation; MUST confirm with user)
- awslabs#3/awslabs#4: subquery-unnesting — prefer EXISTS form (true semi-join);
  document uniqueness precondition for JOIN+DISTINCT alternative
- awslabs#5: subquery-unnesting-scalar — add COALESCE(s_count, 0) for
  COUNT/SUM (LEFT JOIN returns NULL, scalar returns 0)

Dangling reference fixes (review items 6-8):
- awslabs#6: workflow.md trigger table — "Phase 5" → reassessment re-entry
- awslabs#7: Replace all "implicit cast compatibility matrix" references
  with "pg_amop query in catalog-queries.md"
- awslabs#8: plan-interpretation.md L202 — fix cast-vs-operator contradiction

Structural fixes (review items 9-14, 24):
- awslabs#9: Hedge "integer family" claim with "at time of writing" + verify
- awslabs#10: amopmethod=10003 — add provenance comment and verification SQL
- awslabs#11: catalog-queries.md TOC — add 3 missing sections
- awslabs#12: plan-interpretation.md TOC — add Type Coercion section
- awslabs#13: SKILL.md — explicitly delegate routing to workflow.md
- awslabs#24: workflow.md — remove em dashes from headings for clean anchors

Other fixes (review items 21-23):
- awslabs#21: reltuples-estimate — add staleness warning (MUST warn user)
- awslabs#22: catalog-queries — add safe_query.build() note for placeholders
- awslabs#23: "Skip when" → "SHOULD skip when" in all rewrite files

Eval improvements (review items 14, 16):
- awslabs#14: README — add query_plan_rewrite_evals to directory tree and
  eval section
- awslabs#16: Add evals 206-210 covering LEFT JOIN, computation push, NOT IN
  with NULL warning, nested UNION ALL, and negative case (OR across
  different columns)
- awslabs#7 (eval): Update eval 201 expectation — pg_amop instead of matrix

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(dsql): address remaining PR awslabs#162 review items

- awslabs#17: Downgrade eval results to qualitative comparison, record model
  and version, note n=1 and recommend n>=3 for production confidence
- awslabs#18: SKILL.md is 281 lines (will update PR body)
- awslabs#20: Strengthen awsknowledge fallback to MUST — refuse fallback when
  recommendation depends on exact limit value
- awslabs#21: Already addressed in prior commit (reltuples staleness)
- awslabs#15: Document manual-only status and future Python converter direction
  (per anwesham-lab's suggestion for deterministic rewrites)
- awslabs#19: MCP mirror PR noted as follow-up in PR body

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>

* fix(dsql): address self-review findings — links, inclusive language, evals

- Revert broken relative links in SKILL.md (mcp/.mcp.json, scripts/)
  back to correct ../../ paths
- Rename blacklisted_customers → excluded_customers and blacklist →
  exclusion_list for inclusive language compliance
- Fix stale 'implicit cast compatibility matrix' → pg_amop in eval
  results
- Add eval results for 206–210 (LEFT JOIN, computation push, NOT IN
  NULL warning, nested UNION ALL, negative OR case)
- Include hooks.json update

* fix: remove stray conflict marker in evals README

* style: apply dprint table formatting to eval results

* fix(dsql): wire workflow.md and rewrite indexes into SKILL.md

Addresses amaksimo's review comment: after rebase onto main, the
Workflow 9 section lost its link to workflow.md and the rewrite index
files, making all 16 new query-plan files unreachable orphans.

- Add workflow.md as the entry gate in the reference table
- Add query-rewrites-generic.md and query-rewrites-dsql-specific.md
- Update Workflow 9 section to load workflow.md instead of listing
  the 4 Phase-0 files directly (workflow.md handles that routing)

* fix(dsql): address review findings awslabs#4, awslabs#5, awslabs#7, awslabs#8, awslabs#9

- awslabs#4: COALESCE rule in subquery-unnesting-scalar.md restricted to
  COUNT only; SUM/MAX/MIN return NULL on empty sets in both forms
- awslabs#5: verify-comment in catalog-queries.md changed from
  amname='btree' to amname='btree_index' (DSQL uses btree_index AM)
- awslabs#7: workflow.md context disambiguation removes psql fallback offer,
  now says no MCP means no plan capture (consistent with Safety)
- awslabs#8: split-large-joins.md example expanded from 7 to 11 tables,
  exceeding the stated DP threshold of 10; CTEs project explicit cols
- awslabs#9: plan-interpretation.md recommendation template changed ::float
  to ::integer (only integer-family cross-type operators registered)

* fix(dsql): correct safe_query substitution guidance in catalog-queries

Lift the substitution rule to the file preamble with per-position
guidance: identifier positions (FROM, GROUP BY) use ident(); string-
literal positions (WHERE = '{schema}', IN ('{table}')) use allow()
or regex(). The prior note incorrectly prescribed ident() for all
positions, which would produce invalid SQL in WHERE clauses.

* refactor(dsql): merge in-subquery-to-exists into subquery-unnesting-uncorrelated

Delete redundant in-subquery-to-exists.md — same input shape and same
rewrite as subquery-unnesting-uncorrelated.md. Merge the 'large result
set' trigger and 'small static set' skip condition into the canonical
file. Update index and eval 200 to route exclusively there.

* style: apply dprint table formatting to workflow.md

* fix(dsql): address merge-blocking review findings #1-awslabs#4

- #1: Strip surrounding quotes from all placeholders in catalog-queries
  so safe_query helpers (which emit their own quotes) don't double-quote.
  Add worked safe_query.build() example to preamble.
- #2: DP threshold changed from 10 to 8 (validated: SHOW
  join_collapse_limit = 8 on live DSQL). Agent now instructed to SHOW
  the value rather than hardcoding.
- awslabs#3: Remove pg_stat_user_tables.last_analyze cross-check (DSQL never
  populates it). Guard reltuples with GREATEST(..., 0) for the -1
  sentinel on never-analyzed tables.
- awslabs#4: Fix '11 generic' to '10 generic' in SKILL.md reference table.

* feat(dsql): add blog learnings — filter model, DPU, CTE rewrite

- Add Three-Layer Filter Model (Index Cond / Storage Filter / Query
  Processor Filter) with optimization table to plan-interpretation.md
- Add Fixing Storage Lookups guidance (INCLUDE columns) with example
- Add Cost Number Interpretation (startup ~100 is normal in DSQL)
- Add DPU Interpretation (Read DPU as primary signal, optimization loop)
- Add CTE late materialization as DSQL-specific rewrite pattern
  (defer Storage Lookups past LIMIT)
- Update workflow.md Phase 1: recommend plain EXPLAIN first for
  expensive queries before EXPLAIN ANALYZE VERBOSE

* chore: bump databases-on-aws plugin version to 1.4.0

---------

Co-authored-by: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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