cbcc4849ec
DEBT-022 previously only checked AuditSql/TradeSql/SellDecisionSql (where the bug was first found) and left PortfolioReconciliation/ ApprovalWorkflow explicitly "not yet checked". This pass enumerates every jsonb/inet column across db/migrations/*.sql (case-insensitive, since several use JSONB/INET uppercase) and checks each for a C# writer. PortfolioReconciliation has no jsonb/inet columns at all. ApprovalWorkflow's one jsonb column was already cast correctly. Several other jsonb columns belong to unimplemented slices (no writer yet, so no current bug surface). Found one new, real instance of the bug: OpenDartService.CacheResultAsync inserted a JSON string into opendata.opendart_cache.data_json JSONB without a cast - same 42804 failure mode as the already-documented cases, just never previously exercised. Fixed with @dataJson::jsonb. dotnet build KArtSell.sln -c Release: clean. Not run against a live database this session. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>
24 KiB
24 KiB
Tech Debt Register
Governance: Tracked per AGENTS.md v16.0. Quarterly paydown target: 20% by Impact.
Summary
| Status | Count | Total Impact |
|---|---|---|
| Backlog | 5 | 9 pts |
| In Progress | 0 | 0 pts |
| Completed | 2 | 3 pts |
| No Action | 1 | 1 pt |
| Deferred | 5 | 7 pts |
| Accepted | 1 | 2 pts |
Registry
Code Analysis Suppressions
| ID | Category | Impact | Effort | Status | Notes | Owner | ADR |
|---|---|---|---|---|---|---|---|
| DEBT-001 | CA1822 (static hints) | Low (1) | Low (1) | Completed | Applied static to GetNextDueAt, Evaluate, Plan methods; removed DI registrations. |
@claude | PR 4b |
| DEBT-002 | CA1873 (array logging) | Low (1) | Low (1) | No Action | Already compliant: all logging uses LoggerMessage delegates. Verified PR 4b build with CA1873 enabled: 0 warnings. | @claude | Verified |
| DEBT-003 | CA1305 (culture) | Low (1) | Low (1) | Deferred | Locale-specific formatting. Accept as-is for Serilog; breaking change if fixed. Revisit if conditions change. | @claude | PR 4d |
| DEBT-004 | CA1707 (test naming) | Low (1) | Low (1) | Deferred | xUnit underscores in test names. Convention; no fix needed. Revisit if conditions change. | @claude | PR 4d |
| DEBT-005 | CA1861 (array overhead) | Low (1) | Low (1) | Deferred | Static readonly array allocations. Negligible perf; accept trade-off for readability. Revisit if conditions change. | @claude | PR 4d |
| DEBT-006 | xUnit2031 (filter) | Low (1) | Low (1) | Deferred | Use overload instead of .Where() for Assert.Single. Analyzer nit; defer. Revisit if conditions change. | @claude | PR 4d |
Gate 3 Simplified Analytics (Deferred per v16.0)
| ID | Category | Impact | Effort | Status | Notes | Owner | ADR |
|---|---|---|---|---|---|---|---|
| DEBT-009 | PBO/Sharpe calculation | High (3) | High (3) | Backlog | MetricsCalculator.cs:148,170 use simplified percentile formulas. Need proper CSCV-based PBO and DSR methodology. Required for production Sharpe baseline. Gate 3 rehearsal will use simplified version; full implementation deferred to separate work. | @claude | Gate 3 Rehearsal Scope |
| DEBT-010 | Model prediction logic | High (3) | High (3) | Backlog | ReplayEngine.cs:90,163 predict fixed quantities (100 units). Need actual position-sizing algorithm. Required for realistic cost simulation. Gate 3 uses fixed quantities; full implementation deferred. | @claude | Gate 3 Rehearsal Scope |
| DEBT-011 | Cost 2x simulation | High (3) | High (3) | Backlog | ShadowRunJob.cs:132 uses linear approximation (TotalReturn * 0.5m). Need full re-simulation with actual fee/slippage impact. Required for realistic scenario analysis. Gate 3 uses linear model; full implementation deferred. | @claude | Gate 3 Rehearsal Scope |
| DEBT-012 | False-exit analysis | High (3) | High (3) | Backlog | ShadowRunJob.cs:136-139, FalseExitAnalyzer.cs always returns 0. Unimplemented feature. Required for accurate sell-reason attribution. Gate 3 rehearsal does not include false-exit analysis; deferred to separate work. | @claude | Gate 3 Rehearsal Scope |
| DEBT-013 | Credentials in appsettings | High (3) | Low (1) | Deferred | Host/tests appsettings.json contains plaintext DB password. Deferred: not in v16.0 scope. Revisit if security compliance requirements change. | @claude | Deferred |
| DEBT-014 | Duplicate & reconciliation tracking | Medium (2) | Medium (2) | Backlog | MetricsSql.cs GetDuplicateDetectionAsync/GetReconciliationBreaksAsync return null placeholders. Requires operation_audit_trail population by job consumers + OutboxPollerJob hooks. Non-blocking; dashboard degrades gracefully. | @claude | Observability Enhancement |
| DEBT-015 | Hangfire distributed lock timeout resilience | Medium (2) | High (3) | Completed | Applied consistent try/catch(Timeout) guard to all 6 Hangfire RecurringJob registrations: line 216 (RegisterModelOperationsSchedules), 260 (OpenDartDaily), 267 (DailyRecommendation), 273 (WeeklyRecommendation), 279 (MonthlyRecommendation). Prevents silent infinite wait; logs WARN and continues if lock times out. Resolves Host startup hangs when Hangfire schema initialization contentions occur. | @claude | PR Session commit 8b1c2f1 |
Deferred Refactoring
| ID | Category | Impact | Effort | Status | Notes | Owner | ADR |
|---|---|---|---|---|---|---|---|
| DEBT-007 | Newtonsoft.Json override | Medium (2) | Medium (2) | Completed | Fixed in 88ea5ed: CA1848/CA1859 actual implementation. LoggerMessage + HashSet/Dictionary. |
@claude | - |
| DEBT-008 | Namespace consistency | Medium (2) | Low (1) | Accepted | All projects use RootNamespace=KArtSell.Aegis; AssemblyName retained per-project for DLL clarity. Trade-off accepted: DLL clarity > namespace alignment. No action. | @claude | PR 4d |
| DEBT-016 | VS-02 mislabeled domain | Medium (2) | Low (1) | Backlog | Existing code VS02_SyncSecurityMasterEndpoint.cs, VS02_SecurityMasterJobs.cs, VS02_SecurityMasterPolicy.cs implement RBAC rule synchronization (access control), not financial security master data (listing/delisting/product structure). Dead code: endpoints disabled (DISABLED comment), schema security_master.rules table never migrated, never deployed. Correct domain documented in docs/CURRENT/SLICE_SPECS/VS-02-SLICE_SPEC.md (financial PIT). Removal decision deferred pending architect review (PR recommended). |
@claude | docs/CURRENT/SLICE_SPECS/VS-02-SLICE_SPEC.md |
| DEBT-017 | Duplicate VS-26 (formerly VS-03) Approval Workflow implementation | High (3) | Medium (2) | Completed (DB verification pending) | Decision (2026-08-08): Features/ApprovalWorkflow/ (Workstream G) kept as canonical — it is the implementation actually wired into Program.cs/FastEndpoints. src/KArtSell.Modules.ModelOperations/ApprovalWorkflow/ (Workstream H, [DontRegister]'d dead code) and its dedicated test file (tests/KArtSell.Integration.Tests/ApprovalWorkflow/ApprovalWorkflowTests.cs, the old 20/20-passing suite that exercised only the dead code) were deleted. ApprovalWorkflowPolicyTests.cs already tested the kept implementation's pure Policy class and was extended (5→10 cases) rather than replaced. New Handler+Sql+real-Postgres integration tests were written at the same path the old dead-code tests occupied (tests/KArtSell.Integration.Tests/ApprovalWorkflow/ApprovalWorkflowTests.cs), covering create (Maker-role-gated), approve (Maker≠Checker separation of duties, Checker-role-gated, evidence attachment), activate (SRE-role-gated), list filtering, and an explicit DateOnly EffectiveAt round-trip. Bug found and fixed while porting: the kept implementation's Sql.cs InsertProposalAsync had the exact same Dapper-cannot-bind-DateOnly bug that was found and fixed in the deleted implementation's ApprovalSql.cs (commit 2ccf74c) — i.e. the "tested" dead code had already been fixed for this, but the "live" code had not; it would have failed 100% of proposal-creation calls against a real database. Fixed identically (::date cast + "yyyy-MM-dd" string parameter). Not fixed (out of scope, flagged as residual gaps in the slice's README): no GET /approvals/{id} endpoint (evidence becomes unreachable via HTTP after approval), and no wired Draft→Proposed transition anywhere in the running app (ApprovalWorkflowPolicy.CanProposeForReview exists but no Handler/Endpoint calls it), and approval_proposals rows are mutated in place via UPDATE rather than appended as new PIT revisions (the table's schema only has id as PRIMARY KEY, so the deleted implementation's append-only INSERT approach would itself have violated that constraint on the second write — this is pre-existing, schema-level, and not a regression from this cleanup). Verification status: dotnet build -c Release is clean (0 errors/warnings). dotnet test --filter "FullyQualifiedName~ApprovalWorkflow" -c Release was run 2026-08-08: 10/10 pure-Policy tests passed; all 8 new DB-backed integration tests failed with Npgsql.NpgsqlException: Failed to connect to 127.0.0.1:5432 (connection refused) because no PostgreSQL was reachable in that session (no SSH tunnel to 178.104.200.7 open). None of the 8 have been confirmed to pass against a real database. Do not mark this row fully verified until that run happens; see docs/CURRENT/CATALOGS/WBS_PROGRESS_TRACKER.csv row AEG-VS-26-01, kept BLOCKED for the same reason. |
@claude | commit a2e742c (original dup.), this session's commit (resolution), docs/DECISIONS/ADR-WBS-001-slice-renumbering.md |
| DEBT-018 | Outbox write not co-transactional with entity write | Medium (2) | Medium (2) | Completed (DB verification pending) | Fixed 2026-08-08, matching DapperModelOperationRequestRepository's pattern. TradeExecution: added a DbConnection/DbTransaction-taking overload of ITradeSql.UpdateTradeStatusAsync; TradeOutboxPublisher.PublishAsync replaced with UpdateAndPublishAsync, which opens one connection/transaction, updates trade status and writes the outbox message on it, then commits once — used by all 3 call sites that publish an event (SubmitTradeHandler, the FullyFilled branch of PollTradeStatusHandler, ConfirmSettlementHandler); paths with no outbox event still use the plain non-transactional update. PortfolioReconciliation: ReconcileTradeHandler now injects the request-scoped IDbConnection (the same instance ReconciliationSql already uses within one HTTP request, replacing its own separate IDbConnectionFactory-opened connection) and begins one IDbTransaction shared by ReconciliationEngine.ReconcileTradeAsync(..., transaction) (which threads it into new IDbTransaction-aware overloads of GetHoldingAsync/UpsertHoldingAsync/InsertReconciliationLogAsync — the read needed a transaction-aware overload too, since Npgsql throws if a command on a connection with a pending transaction doesn't have it attached) and the outbox TradeReconciled/ReconciliationMismatchAlert writes; the handler commits once at the end (or rolls back on !result.Success). dotnet build KArtSell.sln -c Release: 0 warnings/0 errors. dotnet test --filter "FullyQualifiedName~TradeExecution|FullyQualifiedName~PortfolioReconciliation" -c Release: 17 pure-logic tests passed, 13 DB-backed tests failed with the same pre-existing 127.0.0.1:5432 connection-refused error (no SSH tunnel in this session) — none of the transactional changes have been confirmed against a live database yet. |
@claude | Session 2026-08-07 (Phase 3 J/K/L hardening, discovery), Session 2026-08-08 (fix) |
| DEBT-019 | Multiple duplicate cross-cutting abstractions (IClock, IOutboxWriter, IKrxDataService) |
Medium (2) | Low (1) | Completed (partial) | Found and collapsed 3 separate cases where a slice reinvented an abstraction that already existed in KArtSell.BuildingBlocks: a second IKrxDataService (deleted, ShadowRun.Services), a second IOutboxWriter/WriteAsync<T> in ReconcileTradeHandler.cs (removed, switched to BuildingBlocks.Reliability.IOutboxWriter), and a second IClock/SystemClock in ApprovalWorkflow/ApprovalPolicy.cs (removed, switched to BuildingBlocks.Time.IClock). Root cause: successive sessions implementing a slice without searching BuildingBlocks first. Recommend a pre-implementation checklist step ("does this abstraction already exist in BuildingBlocks?") for future slices. |
@claude | Session 2026-08-07 (Phase 3 J/K/L hardening) |
| DEBT-020 | model_operations.models and compliance schema never created by any migration |
High (3) | Low (1) | Completed | 0036/0038 reference model_operations.models(id) via FK and OpenDartDailyBatchJob.cs queries it directly, but no migration ever ran CREATE TABLE model_operations.models; 0037 wrote to compliance.* tables without CREATE SCHEMA compliance. Any fresh database — including the actual deploy target (178.104.200.7), confirmed via a live failed SCP/DbMigrator deploy on 2026-08-07 — failed at migration 0036/0037. Fixed via new 0035_model_operations_models.sql (minimal: id/ticker/published_at/correlation_id/revision only — full Model Card schema is separate future work) and CREATE SCHEMA IF NOT EXISTS compliance; added to 0037. Full chain 0000→0040 now verified fresh-install + idempotent re-run clean. |
@claude | Session 2026-08-07 (deploy failure triage) |
| DEBT-021 | Dapper never configured for snake_case↔PascalCase column mapping | High (3) | Low (1) | Completed | Dapper.DefaultTypeMap.MatchNamesWithUnderscores was never set anywhere in the codebase, so every QueryAsync<T>/QuerySingleOrDefaultAsync<T> result-mapping onto a snake_case DB column (e.g. event_type → EventType) silently returned null/default for that property instead of throwing — masking the bug in every Sql class across every module. Confirmed via ApprovalWorkflowTests.InsertAndRetrieveProposal_RoundTrips and AuditTrailTests.InsertAuditEvent_CreatesImmutableRecord both getting real rows back with null fields. Fixed centrally via a [ModuleInitializer] in KArtSell.BuildingBlocks/Data/DapperBootstrap.cs (runs once per process regardless of entry point — Host/DbMigrator/tests). |
@claude | Session 2026-08-07 (deploy failure triage) |
| DEBT-022 | jsonb/inet columns written as plain text without an explicit cast | Medium (2) | Low (1) | Completed | Dapper does not know to cast a string parameter to jsonb/inet for Npgsql; AuditSql.InsertAuditEventAsync (details, ip_address), AuditSql.RedactAuditEventDetailsAsync (duplicate SET details = assignment, separately fixed), TradeSql.InsertTradeAsync/UpdateTradeStatusAsync (kis_response), and SellDecisionSql.InsertDecisionAsync (oos_performance) all failed with 42804: column "x" is of type jsonb but expression is of type text the first time they were run against a real schema. Fixed with explicit ::jsonb/::inet casts at each call site (mechanical, no behavior change). AuditSql's jsonb read-back (Dictionary<string,object> from a jsonb column) also needed a raw-DTO + JsonSerializer.Deserialize mapping since Dapper has no built-in jsonb→Dictionary conversion either. 2026-08-09: full audit completed (repo-wide, not just Portfolio/Approval). Enumerated every jsonb/inet column across db/migrations/*.sql (case-insensitive — several use JSONB/INET uppercase, which an earlier lowercase-only grep would have missed), then checked each one for a C# writer. Findings: PortfolioReconciliation's tables (portfolio_management.holdings/reconciliation_logs) have no jsonb/inet columns at all — nothing to fix. ApprovalWorkflow's one jsonb column (approval_events.details) was already cast correctly in InsertEventAsync. Several other jsonb columns (evidence_snapshot.payload, execution-assurance/model-feedback tables under evaluation/governance) have no C# writer yet at all — those slices (VS-05/09/19 etc.) are unimplemented, so there's no bug surface yet; flag for re-check whenever they get built. One new, real instance of this exact bug found and fixed: OpenDartService.CacheResultAsync (src/KArtSell.Host/Observability/OpenDartService.cs) inserted a serialized JSON string into opendata.opendart_cache.data_json JSONB without a cast — same 42804 failure mode as the others, just never previously exercised/caught. Fixed with @dataJson::jsonb. dotnet build -c Release clean; not run against a live database this session (see the rest of this session's entries for why). |
@claude | Session 2026-08-07 (deploy failure triage, discovery), Session 2026-08-09 (full audit + OpenDartService fix) |
| DEBT-023 | ApprovalSql.InsertProposalAsync fails on DateOnly parameter |
Medium (2) | Low (1) | Completed | Stale entry, corrected 2026-08-08: this described ApprovalSql.cs under src/KArtSell.Modules.ModelOperations/ApprovalWorkflow/ — that per-call-site fix (::date cast + "yyyy-MM-dd" string parameter, not a centralized type handler) landed in commit 2ccf74c but this row was never updated to reflect it. That whole file was then deleted as dead code while resolving DEBT-017 (2026-08-08); its surviving sibling, Features/ApprovalWorkflow/Sql.cs, was found to have the same unfixed bug independently and received the identical fix in that session — see DEBT-017. No centralized DateOnly type handler was added; this remains a per-call-site fix pattern, so any other DateOnly-typed Dapper INSERT elsewhere in the codebase should still be checked individually rather than assumed safe. |
@claude | commit 2ccf74c; DEBT-017 (this session) |
| DEBT-024 | New integration tests don't insert FK parent rows / one pure-logic test flakes under full-suite run | Low (1) | Low (1) | Backlog | TradeExecutionTests constructs Trade with a random sellDecisionId that was never inserted into sell_decisions, so every insert now correctly fails its FK constraint (trades_sell_decision_id_fkey) once the schema was actually complete (see DEBT-020) — test-only gap, not a production code defect; needs the tests updated to insert a parent models+sell_decisions row first. Separately, SellPriorityRankerTests.CalculateScore_HardImpairment_ReturnsLowestScore (pure logic, no DB) passed in isolation but returned 1000 instead of the expected 950 (age-boost not applied) when run as part of the full suite — not yet root-caused; may be test-order/parallelization state leakage rather than a SellPriorityRanker bug. Also, DbUpMigrationTests.* (pre-existing, unrelated to this session) fail locally with 42501: must be owner of database kartsell_migration_test — a local Postgres role permission gap, not a code issue. |
@claude | Session 2026-08-07 (deploy failure triage) |
| DEBT-025 | Features/ApprovalWorkflow has no GET /approvals/{id} endpoint |
Medium (2) | Low (1) | Completed (DB verification pending) | Added GetApprovalByIdEndpoint (GET /approvals/{id}) + ApprovalDetailResponse (includes Evidence), and ApprovalWorkflowSql.GetEvidenceForProposalAsync. Evidence attached during approval (PBO/DSR/OOS artifact links) is now readable via HTTP. Two new tests added (GetEvidenceForProposalAsync_ReturnsEvidenceAttachedDuringApproval + the endpoint itself). dotnet build -c Release clean (0/0). Not verified against a live database — same 127.0.0.1:5432 connection-refused blocker as DEBT-017/026; do not mark fully verified until a real Postgres run passes. |
@claude | DEBT-017 (2026-08-08), src/KArtSell.Modules.ModelOperations/Features/ApprovalWorkflow/README.md |
| DEBT-026 | Features/ApprovalWorkflow has no wired Draft→Proposed transition |
High (3) | Low (1) | Completed (DB verification pending) | Added ProposeForReviewHandler + POST /approvals/{id}/propose, wired into Program.cs DI. Calls the pre-existing ApprovalWorkflowPolicy.CanProposeForReview (creator-only) and ValidateProposalState (Draft→Proposed), then updates status and emits a PROPOSED event — same pattern as ApproveApprovalHandler/ActivateModelHandler. A proposal created via POST /approvals can now reach Approved/Active through the HTTP API end-to-end. Two new tests added (ProposeForReview_ByCreatingMaker_TransitionsDraftToProposed, ProposeForReview_ByDifferentUserThanCreator_ThrowsUnauthorized). dotnet build -c Release clean (0/0). Not verified against a live database — same 127.0.0.1:5432 connection-refused blocker as DEBT-017/025; dotnet test --filter FullyQualifiedName~ApprovalWorkflowTests -c Release run 2026-08-08, all 17 matched tests fail with connection-refused (includes this file's tests plus an unrelated top-level ApprovalWorkflowTests.cs the substring filter also matches). Do not mark fully verified until a real Postgres run passes. |
@claude | DEBT-017 (2026-08-08), src/KArtSell.Modules.ModelOperations/Features/ApprovalWorkflow/README.md |
| DEBT-027 | PollTradeStatusHandler/ConfirmSettlementHandler registered in DI but never invoked by anything |
High (3) | Low (1) | Completed (DB verification pending) | Discovered while looking for BE/scheduler priority work (2026-08-09) — same class of gap as DEBT-026 (a fully-implemented handler with no caller). TradeEndpoints.cs only has POST /trades (→SubmitTradeHandler) and GET /trades; nothing ever called PollTradeStatusHandler or ConfirmSettlementHandler, and no Hangfire job did either, so a trade could reach Submitted and never progress — KIS fills and settlement confirmations were never picked up. Added src/KArtSell.Host/Jobs/TradeStatusPollingJob.cs: a Hangfire recurring job (trade-status-polling, every 2 minutes, q-customer-sla queue per CLAUDE.md's queue-isolation guidance since this affects real trade completion, not research) that queries Submitted/Accepted/PartiallyFilled trades and calls PollTradeStatusHandler, then queries FullyFilled trades and calls ConfirmSettlementHandler. Registered in Program.cs alongside the other recurring jobs. dotnet build -c Release clean (0/0). No dedicated test added (the job is thin orchestration over the already-implemented, already-covered-elsewhere handlers, and writing a fake IKisTradeExecutionService/ITradeSql test double would be a new testing pattern not used anywhere else in this codebase — flagged rather than done rashly) and not run against a live database or KIS — same connection blocker as the rest of this session's work. |
@claude | Session 2026-08-09 (BE/scheduler priority pass) |
Impact/Effort Matrix (Updated: PR 4)
Low Effort High Effort
High Impact QUICK WINS ROADMAP
(DEBT-007✓) (none currently)
Low Impact QUICK WINS MONITOR
(DEBT-001/002) (DEBT-003/004/005/006/008)
Quick Wins — Q3 2026 (Completed)
Rationale (per AGENTS.md v16.0 "Paydown Target: 20% quarterly"):
- ✅ DEBT-001 (CA1822): static method hints — Completed in PR 4b. Applied
staticto ScheduleOccurrencePlanner.GetNextDueAt, PromotionGateEvaluator.Evaluate, EvaluationWindowPlanner.Plan; removed unnecessary DI registrations (+1 pt). - ✅ DEBT-002 (CA1873): array logging — Already compliant: all logging uses LoggerMessage delegates. Verified in PR 4b build with CA1873 enabled: 0 warnings. No action needed (+0 pts, marked "No Action").
- Result: +1 pt resolved (25% of 4pt target). Target rate achievable by completing additional small-effort items from remaining backlog.
Batch During Feature Work
DEBT-001,DEBT-002— Moving to Quick Wins (PR 4 priority)
Monitor & Defer (No Action)
Rationale (per AGENTS.md "Keep in backlog; revisit if conditions change"):
- DEBT-003 (CA1305 culture): Locale formatting. Accept as-is for Serilog. Breaking change risk > benefit. Status: Permanently defer
- DEBT-004 (CA1707 test naming): xUnit convention (underscores). No fix needed; convention not a defect. Status: Permanently defer
- DEBT-005 (CA1861 array overhead): Static readonly arrays. Negligible perf; readability priority. Status: Permanently defer
- DEBT-006 (xUnit2031 filter): Assert.Single overload vs .Where(). Style preference, not safety. Status: Permanently defer
- DEBT-008 (Namespace consistency): Per-project AssemblyName intentional (DLL clarity). No action needed. Status: Accepted
Paydown Tracking
Q3 2026 (Current)
- Target: 20% of total impact resolved = 4 pts
- Completed: DEBT-007 (2 pts) — 50% of target achieved
- PR 4 Plan: DEBT-001 + DEBT-002 (2 pts) — Complete 100% of target ✅
- PR 4a: Evaluation & finalization (this commit)
- PR 4b: DEBT-001 — CA1822 static methods implementation
- PR 4c: DEBT-002 — CA1873 array logging optimization
- PR 4d: Permanent defer decisions for DEBT-003~006
Q4 2026
- Target: 20% = 4 pts (cumulative: 8 pts / 40% debt)
- Plan: TBD after Q3 completion
Q1 2027
- Target: 20% = 4 pts (cumulative: 12 pts / 60% debt)
- Plan: TBD
How to Resolve Tech Debt
- Identify: Find in this register or add new entry with Impact/Effort estimate
- Estimate: Low (1) / Medium (2) / High (3) for each dimension
- Schedule: Pick based on matrix above
- Implement: Separate PR, reference Debt ID in commit message (e.g.,
TECH-007: Fix CA1848) - Verify: Update register (move to Completed, record date + ADR link)
- Retrospective: Review in sprint retro; aim for 20% quarterly paydown