[Desperado]

Adds Haiku 5.5 as an explicit model choice and expands regression coverage across the CLI. Selecting /model claude-haiku-5-5 or its Anthropic API / Claude Code picker entry opts in; haiku, automatic chat routing, and vision defaults stay on Haiku 4.5 until verification is complete.

Changes

• Disable thinking for direct Haiku 5.5 requests and extract visible vision text by block type.
• Preserve each request's model and prompt-size pricing tier, account for cache reads/writes, and retain cost estimates across session resume. Legacy sessions retain aggregate estimates.
• Cover command handlers, API/auth/config paths, agent loops, REPL interactions, TUI pickers, sessions, setup, telemetry privacy, and VNC handling with isolated fixtures.
• Fix a framebuffer slice panic when a raw VNC rectangle starts beyond the right edge.
• Build on the module-path and coverage-upload groundwork from build: use github.com/Quality-Max/qmax-code module path #217. This PR targets main and currently includes that shared groundwork; merge build: use github.com/Quality-Max/qmax-code module path #217 first.

Validation

• go test -coverprofile=.context/coverage-pr.out -covermode=atomic ./... — pass; aggregate coverage 85.5%.
• go vet ./... — pass.
• golangci-lint run — pass.
• Release-style build with -ldflags='-s -w -X main.Version=dev' — pass.
• Focused race tests for Haiku requests, usage accounting, vision parsing, picker/display behavior, and session persistence — pass.
• Ponytail review and diff-risk review found no blocking issues in the model changes. A signature scan found no new credential candidates.

Known limits

The broader race run fails in terminal/stdout test handling and readline shutdown. TestAgyRunStreamsAndRecordsUsage and TestRunOllamaModeCycle also reproduce these failures on the branch's pre-Haiku commit; the broad race run is not green.

Live Haiku 5.5 provider verification is still pending. No automatic model upgrade, tag, or public release is included. Tests use fake credentials and local services; credential storage, subprocess credential policy, and outbound egress guards are unchanged.

[qualitymaxapp]

QualityMax Review

Verdict: COMMENT · Confidence: model judgment; findings have not been reproduced

Re-review: Open the QualityMax check and select Re-review after it completes.

Files eligible: 148 · Files reviewed: 148 · Files with findings: 2 · Findings: 2 · Inline cards: 0

Priority findings

priority	location	finding
—	—	No blocking findings

Review gates

gate	status
AI diff review	completed · eligible 148, reviewed 148 · MODEL-ONLY findings are advisory · batches reviewed 17 of 17 · LLM · served gemini-3.1-flash-lite
SAST	completed · eligible 150, reviewed 150 · hybrid · served qwen3.7-plus
Overall review evidence	non-blocking findings remain
Inline evidence	not needed

Important files

file	risk	note	next step
—	—	No findings	—

Advisory MODEL-ONLY candidates (2)

These model judgments do not block this PR and are not posted inline. Check reachable callers and existing protections, and reproduce a concrete failure before treating a candidate as a defect. A second model's confirmation or a model-reviewed patch does not reproduce a failure.

location	candidate	served model
internal/repl/repl.go:22	The module path has been changed from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code'. This is a breaking change that will cause build failures unless the go.mod file is updated.	gemini-3.1-flash-lite
internal/tui/tui_backend.go:206	The `programOptions` variable is a mutable global state used for dependency injection in tests. This introduces a data race if tests are run in parallel, as multiple tests may attempt to modify and read this variable simultaneously.	gemini-3.1-flash-lite

Change diagram — Flow

flowchart TD
    subgraph Command_Execution
        A[User Input] --> B{handleCCCommand}
        B --> C[readClaudeCodeAuthFile]
        C --> D{Valid JSON?}
        D -- No --> E[Return Error]
        D -- Yes --> F[uploadClaudeCodeAuth]
        F --> G[Claude Code Connection]
    end

Loading

Review lifecycle

Use the inline cards to inspect evidence and suggested remediation. Re-run the QualityMax review after pushing a fix; unchanged cards are identified by their stable finding marker. Dismiss with a reason through the existing QualityMax/GitHub review feedback flow. 0 prior card(s) are stale/resolved on this head. @qmax Q&A is tracked separately.

Proof legend: GROUNDED deterministic scanner evidence · MODEL-ONLY advisory model judgment · MODEL-REVIEWED patch model judgment, not reproduction.

QualityMax project results are available in the configured project.

_{Receipt · commit 62a1273499c481cd05d032807652adc8d6b1c339 · run 2026-10-17T09:57:07+00:00 · model served gemini-3.1-flash-lite · model requested gemini-3.1-flash-lite · model review recorded — 45238 model output tokens · model source not recorded · re-review 3 · proof counts {'MODEL-ONLY': 2}}

[qualitymaxapp]

⚠️ QualityMax Diff Analysis — WARN

Diff analysis incomplete after 10 of 17 bounded review batches: batch 11 returned malformed review evidence. The PR introduces comprehensive unit tests for command handlers and updates import paths to reflect a repository rename. CI configuration changes correctly implement OIDC-based authentication for coverage reporting, following security best practices. No actionable defects were identified in the provided diff. The PR introduces a module rename, refactors usage tracking for consistency, and adds comprehensive tests for configuration and gate commands. The changes are well-structured, and the test improvements (specifically the concurrent pipe draining in captureStdout) resolve potential deadlocks. Note that the module rename is a breaking change for external consumers. The PR primarily consists of import path corrections to align with the repository's canonical name and the addition of comprehensive test suites for agent loops, CLI stream parsing, and API usage tracking. The changes are logically sound, and the test helpers correctly handle temporary environments and POSIX requirements. The PR introduces comprehensive test coverage for streaming agent functionality, Ollama integration, and tool result summarization. The refactor in callVisionAnalysis improves robustness by using structured types instead of loose maps and correctly handling multi-part content blocks. The import path updates standardize the project namespace, and no defects were identified in the logic or security posture. The PR introduces comprehensive test coverage for tool execution and API interactions, and fixes inconsistent import paths. The test infrastructure, including the rewriteTransport and fakeCloud server, is implemented safely for non-parallel test execution, and the use of t.Cleanup ensures proper state restoration. The PR significantly improves test coverage for authentication and connection logic, including robust handling of sensitive credentials in error messages. The import path change from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code' is a breaking change; ensure the 'go.mod' file is updated to match this new module path to prevent build failures. The PR introduces comprehensive wire-shape tests for the API client, ensuring consistent request structures, and corrects import paths to match the repository's module name. The changes are well-structured, improve test coverage, and fix a likely build-breaking import mismatch. The PR introduces comprehensive test coverage for configuration loading, model resolution, and token usage tracking, alongside necessary logic updates to support Haiku 5.5 and cache-aware cost estimation. The implementation of cost tracking and model validation appears correct, and the added tests follow best practices for environment isolation and security verification. The PR successfully refactors code for testability and updates import paths. However, the use of a mutable global variable for browserFeedProgramOptions introduces a risk of test pollution during parallel test execution. The PR refactors the REPL to use package-level function variables for dependency injection, which improves testability but introduces mutable global state. Additionally, the module path has been renamed, which is a breaking change that will cause build failures if not synchronized with go.mod.

🟡 Finding 1: logic

File: internal/repl/browserfeed.go:94 | Severity: warning

What: The browserFeedProgramOptions variable is a mutable global. Tests modifying this variable (e.g., in internal/repl/browserfeed_model_test.go) will affect other tests running in parallel, leading to flaky test results.

Fix: Inject the options as a dependency or use a test-specific configuration mechanism that does not rely on global mutable state.

Fix with your LLM agent

<your-llm-agent> "Fix the logic issue in internal/repl/browserfeed.go at line 94: The 'browserFeedProgramOptions' variable is a mutable global. Tests modifying this variable (e.g., in 'internal/repl/browserfeed_model_test.go') will affect other tests running in parallel, leading to flaky test results."

🟡 Finding 2: breaking

File: internal/repl/repl.go:22 | Severity: warning

What: The module path has been changed from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code'. This is a breaking change that will cause build failures unless the go.mod file is updated.

Fix: Ensure the go.mod file is updated to reflect the new module path and verify that all internal imports are consistent.

Fix with your LLM agent

<your-llm-agent> "Fix the breaking issue in internal/repl/repl.go at line 22: The module path has been changed from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code'. This is a breaking change that will cause build failures unless the go.mod file is updated."

🔵 Finding 3: logic

File: internal/repl/repl.go:25 | Severity: info

What: The introduction of mutable package-level variables for dependency injection creates global state. If tests run in parallel and modify these variables, they may interfere with each other.

Fix: Ensure that tests using these variables are not run in parallel or that they reset the variables to their original values after execution.

Fix with your LLM agent

<your-llm-agent> "Fix the logic issue in internal/repl/repl.go at line 25: The introduction of mutable package-level variables for dependency injection creates global state. If tests run in parallel and modify these variables, they may interfere with each other."

Fix all findings with your LLM agent

<your-llm-agent> "Fix all QualityMax review findings in this PR:\n- logic in internal/repl/browserfeed.go:94: The 'browserFeedProgramOptions' variable is a mutable global. Tests modifying this variable (e.g., in 'internal/repl/browserfeed_model_test.go') will affect other tests running in parallel, leading to flaky test results.\n- breaking in internal/repl/repl.go:22: The module path has been changed from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code'. This is a breaking change that will cause build failures unless the go.mod file is updated.\n- logic in internal/repl/repl.go:25: The introduction of mutable package-level variables for dependency injection creates global state. If tests run in parallel and modify these variables, they may interfere with each other."

Change diagram — Flow

flowchart TD
    subgraph Command_Execution
        A[User Input] --> B{handleCCCommand}
        B --> C[readClaudeCodeAuthFile]
        C --> D{Valid JSON?}
        D -- No --> E[Return Error]
        D -- Yes --> F[uploadClaudeCodeAuth]
        F --> G[Claude Code Connection]
    end

Loading

---

💡 Skills that might have caught this earlier: sast-triage-qm. React 👍 on this comment if the review helped, 👎 if it missed something real or hallucinated. Or use qmax skill-feedback <skill> --good|--bad "<note>" for details. Feeds the skill-postmortem-qm review queue.

_{Analyzed commit 811897ec with gemini-3.1-flash-lite (90 files, 150599 tokens) | Customize review preferences}

[codecov-commenter]

Codecov Report

✅ All modified and coverable lines are covered by tests.

📢 Thoughts on this report? Let us know!

[qualitymaxapp]

QualityMax Review — canonical overview updated; no inline findings were created for this review.

[qualitymaxapp]

⚠️ QualityMax Pipeline

Gate	Result
🔍 AI diff review	ℹ️ 3 advisory MODEL-ONLY candidate(s) · gemini-3.1-flash-lite · completed · 148 eligible / 148 reviewed · gemini-3.1-flash-lite
🔍 SAST	completed · 150 eligible / 150 reviewed · qwen3.7-plus
🔍 Canonical PR review delivery	completed · 0 eligible / 0 reviewed · exact-head review #5557297713 and overview #6224175696 confirmed
🧪 Repo Tests	✅ 1460/1460 passed (go)
🤖 AI Tests	⚠️ 51/56 passed

_{Powered by QualityMax — AI-Powered Test Automation}

[qualitymaxapp]

⚠️ QualityMax Diff Analysis — WARN

Completed 17 bounded review batches covering the full eligible diff. The PR introduces comprehensive unit tests for command handlers and updates import paths to reflect a repository rename. CI configuration changes correctly implement OIDC-based authentication for coverage reporting, following security best practices. No actionable defects were identified in the provided diff. The PR introduces a module rename, refactors usage tracking for consistency, and adds comprehensive tests for configuration and gate commands. The changes are well-structured, and the test improvements (specifically the concurrent pipe draining in captureStdout) resolve potential deadlocks. Note that the module rename is a breaking change for external consumers. The PR primarily consists of import path corrections to align with the repository's canonical name and the addition of comprehensive test suites for agent loops, CLI stream parsing, and API usage tracking. The changes are logically sound, and the test helpers correctly handle temporary environments and POSIX requirements. The PR introduces comprehensive test coverage for streaming agent functionality, Ollama integration, and tool result summarization. The refactor in callVisionAnalysis improves robustness by using structured types instead of loose maps and correctly handling multi-part content blocks. The import path updates standardize the project namespace, and no defects were identified in the logic or security posture. The PR introduces comprehensive test coverage for tool execution and API interactions, and fixes inconsistent import paths. The test infrastructure, including the rewriteTransport and fakeCloud server, is implemented safely for non-parallel test execution, and the use of t.Cleanup ensures proper state restoration. The PR significantly improves test coverage for authentication and connection logic, including robust handling of sensitive credentials in error messages. The import path change from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code' is a breaking change; ensure the 'go.mod' file is updated to match this new module path to prevent build failures. The PR introduces comprehensive wire-shape tests for the API client, ensuring consistent request structures, and corrects import paths to match the repository's module name. The changes are well-structured, improve test coverage, and fix a likely build-breaking import mismatch. The PR introduces comprehensive test coverage for configuration loading, model resolution, and token usage tracking, alongside necessary logic updates to support Haiku 5.5 and cache-aware cost estimation. The implementation of cost tracking and model validation appears correct, and the added tests follow best practices for environment isolation and security verification. The PR successfully refactors code for testability and updates import paths. However, the use of a mutable global variable for browserFeedProgramOptions introduces a risk of test pollution during parallel test execution. The PR refactors the REPL to use package-level function variables for dependency injection, which improves testability but introduces mutable global state. Additionally, the module path has been renamed, which is a breaking change that will cause build failures if not synchronized with go.mod. The provided test harness and integration tests for the REPL are well-structured, correctly isolating the environment using temporary directories, stubbing global dependencies, and mocking network transport. The tests demonstrate good security practices by explicitly clearing sensitive environment variables and verifying that credentials are not leaked in CLI output. The PR primarily introduces comprehensive test coverage for the REPL and settings logic, and corrects import path case-sensitivity issues. The added tests include validation for configuration inputs (e.g., Ollama URL sanitization) and proper handling of secrets and session state, which improves the robustness of the codebase. The PR primarily adds comp

🟡 Finding 1: logic

File: internal/repl/browserfeed.go:94 | Severity: warning

What: The browserFeedProgramOptions variable is a mutable global. Tests modifying this variable (e.g., in internal/repl/browserfeed_model_test.go) will affect other tests running in parallel, leading to flaky test results.

Fix: Inject the options as a dependency or use a test-specific configuration mechanism that does not rely on global mutable state.

Fix with your LLM agent

<your-llm-agent> "Fix the logic issue in internal/repl/browserfeed.go at line 94: The 'browserFeedProgramOptions' variable is a mutable global. Tests modifying this variable (e.g., in 'internal/repl/browserfeed_model_test.go') will affect other tests running in parallel, leading to flaky test results."

🟡 Finding 2: breaking

File: internal/repl/repl.go:22 | Severity: warning

What: The module path has been changed from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code'. This is a breaking change that will cause build failures unless the go.mod file is updated.

Fix: Ensure the go.mod file is updated to reflect the new module path and verify that all internal imports are consistent.

Fix with your LLM agent

<your-llm-agent> "Fix the breaking issue in internal/repl/repl.go at line 22: The module path has been changed from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code'. This is a breaking change that will cause build failures unless the go.mod file is updated."

🔵 Finding 3: logic

File: internal/repl/repl.go:25 | Severity: info

What: The introduction of mutable package-level variables for dependency injection creates global state. If tests run in parallel and modify these variables, they may interfere with each other.

Fix: Ensure that tests using these variables are not run in parallel or that they reset the variables to their original values after execution.

Fix with your LLM agent

<your-llm-agent> "Fix the logic issue in internal/repl/repl.go at line 25: The introduction of mutable package-level variables for dependency injection creates global state. If tests run in parallel and modify these variables, they may interfere with each other."

🟡 Finding 4: logic

File: internal/tui/tui_backend.go:206 | Severity: warning

What: The programOptions variable is a mutable global state used for dependency injection in tests. This introduces a data race if tests are run in parallel, as multiple tests may attempt to modify and read this variable simultaneously.

Fix: Use a sync.Mutex to protect access to programOptions or refactor the TUI components to accept tea.ProgramOption as an argument in their constructors or Show functions to avoid global state.

Fix with your LLM agent

<your-llm-agent> "Fix the logic issue in internal/tui/tui_backend.go at line 206: The 'programOptions' variable is a mutable global state used for dependency injection in tests. This introduces a data race if tests are run in parallel, as multiple tests may attempt to modify and read this variable simultaneously."

Fix all findings with your LLM agent

<your-llm-agent> "Fix all QualityMax review findings in this PR:\n- logic in internal/repl/browserfeed.go:94: The 'browserFeedProgramOptions' variable is a mutable global. Tests modifying this variable (e.g., in 'internal/repl/browserfeed_model_test.go') will affect other tests running in parallel, leading to flaky test results.\n- breaking in internal/repl/repl.go:22: The module path has been changed from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code'. This is a breaking change that will cause build failures unless the go.mod file is updated.\n- logic in internal/repl/repl.go:25: The introduction of mutable package-level variables for dependency injection creates global state. If tests run in parallel and modify these variables, they may interfere with each other.\n- logic in internal/tui/tui_backend.go:206: The 'programOptions' variable is a mutable global state used for dependency injection in tests. This introduces a data race if tests are run in parallel, as multiple tests may attempt to modify and read this variable simultaneously."

Change diagram — Flow

flowchart TD
    subgraph Command_Execution
        A[User Input] --> B{handleCCCommand}
        B --> C[readClaudeCodeAuthFile]
        C --> D{Valid JSON?}
        D -- No --> E[Return Error]
        D -- Yes --> F[uploadClaudeCodeAuth]
        F --> G[Claude Code Connection]
    end

Loading

---

💡 Skills that might have caught this earlier: sast-triage-qm. React 👍 on this comment if the review helped, 👎 if it missed something real or hallucinated. Or use qmax skill-feedback <skill> --good|--bad "<note>" for details. Feeds the skill-postmortem-qm review queue.

_{Analyzed commit 811897ec with gemini-3.1-flash-lite (148 files, 250788 tokens) | Customize review preferences}

[qualitymaxapp]

⚠️ QualityMax Diff Analysis — WARN

Completed 17 bounded review batches covering the full eligible diff. The PR introduces comprehensive unit tests for command handlers and updates import paths to reflect a repository rename. CI configuration changes correctly implement OIDC-based authentication for coverage reporting, following security best practices. No actionable defects were identified in the provided diff. The PR introduces a module rename, refactors usage tracking for consistency, and adds comprehensive tests for configuration and gate commands. The changes are well-structured, and the test improvements (specifically the concurrent pipe draining in captureStdout) resolve potential deadlocks. Note that the module rename is a breaking change for external consumers. The PR primarily consists of import path corrections to align with the repository's canonical name and the addition of comprehensive test suites for agent loops, CLI stream parsing, and API usage tracking. The changes are logically sound, and the test helpers correctly handle temporary environments and POSIX requirements. The PR introduces comprehensive test coverage for streaming agent functionality, Ollama integration, and tool result summarization. The refactor in callVisionAnalysis improves robustness by using structured types instead of loose maps and correctly handling multi-part content blocks. The import path updates standardize the project namespace, and no defects were identified in the logic or security posture. The PR introduces comprehensive test coverage for tool execution and API interactions, and fixes inconsistent import paths. The test infrastructure, including the rewriteTransport and fakeCloud server, is implemented safely for non-parallel test execution, and the use of t.Cleanup ensures proper state restoration. The PR significantly improves test coverage for authentication and connection logic, including robust handling of sensitive credentials in error messages. The import path change from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code' is a breaking change; ensure the 'go.mod' file is updated to match this new module path to prevent build failures. The PR introduces comprehensive wire-shape tests for the API client, ensuring consistent request structures, and corrects import paths to match the repository's module name. The changes are well-structured, improve test coverage, and fix a likely build-breaking import mismatch. The PR introduces support for the Haiku 5.5 model, improves cost tracking with cache-aware token usage, and adds comprehensive test coverage for configuration, discovery, and keychain interactions. The implementation correctly handles tiered pricing and preserves security by ensuring API keys are not persisted in configuration files. The PR successfully refactors import paths to align with a repository rename and introduces comprehensive test coverage for the browser feed and provider key management logic. The use of a global variable for Bubble Tea program options is safely managed in tests using t.Cleanup to restore state, preventing cross-test interference. The PR refactors the REPL to use package-level function variables for dependency injection, which improves testability but introduces mutable global state. Additionally, the module path has been renamed, which is a breaking change that will cause build failures if not synchronized with go.mod. The PR introduces a comprehensive test harness and unit tests for the REPL orchestration logic. The tests are well-isolated, use appropriate cleanup mechanisms, and include regression tests for sensitive data handling (e.g., Ollama URL credentials). No defects were identified in the provided test code. This PR significantly improves test coverage for the REPL and settings management, including critical edge cases like path traversal, secret cleanup, and large input handling. The import path updates resolve case-sensitivity inconsistencies in the module path. No defects were identified in the provided test logic or the associated refactors. The

🟡 Finding 1: breaking

File: internal/repl/repl.go:22 | Severity: warning

What: The module path has been changed from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code'. This is a breaking change that will cause build failures unless the go.mod file is updated.

Fix: Ensure the go.mod file is updated to reflect the new module path and verify that all internal imports are consistent.

Fix with your LLM agent

<your-llm-agent> "Fix the breaking issue in internal/repl/repl.go at line 22: The module path has been changed from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code'. This is a breaking change that will cause build failures unless the go.mod file is updated."

🔵 Finding 2: logic

File: internal/repl/repl.go:25 | Severity: info

What: The introduction of mutable package-level variables for dependency injection creates global state. If tests run in parallel and modify these variables, they may interfere with each other.

Fix: Ensure that tests using these variables are not run in parallel or that they reset the variables to their original values after execution.

Fix with your LLM agent

<your-llm-agent> "Fix the logic issue in internal/repl/repl.go at line 25: The introduction of mutable package-level variables for dependency injection creates global state. If tests run in parallel and modify these variables, they may interfere with each other."

🟡 Finding 3: logic

File: internal/tui/tui_backend.go:206 | Severity: warning

What: The programOptions variable is a mutable global state used for dependency injection in tests. This introduces a data race if tests are run in parallel, as multiple tests may attempt to modify and read this variable simultaneously.

Fix: Use a sync.Mutex to protect access to programOptions or refactor the TUI components to accept tea.ProgramOption as an argument in their constructors or Show functions to avoid global state.

Fix with your LLM agent

<your-llm-agent> "Fix the logic issue in internal/tui/tui_backend.go at line 206: The 'programOptions' variable is a mutable global state used for dependency injection in tests. This introduces a data race if tests are run in parallel, as multiple tests may attempt to modify and read this variable simultaneously."

Fix all findings with your LLM agent

<your-llm-agent> "Fix all QualityMax review findings in this PR:\n- breaking in internal/repl/repl.go:22: The module path has been changed from 'github.com/qualitymax/qmax-code' to 'github.com/Quality-Max/qmax-code'. This is a breaking change that will cause build failures unless the go.mod file is updated.\n- logic in internal/repl/repl.go:25: The introduction of mutable package-level variables for dependency injection creates global state. If tests run in parallel and modify these variables, they may interfere with each other.\n- logic in internal/tui/tui_backend.go:206: The 'programOptions' variable is a mutable global state used for dependency injection in tests. This introduces a data race if tests are run in parallel, as multiple tests may attempt to modify and read this variable simultaneously."

Change diagram — Flow

flowchart TD
    subgraph Command_Execution
        A[User Input] --> B{handleCCCommand}
        B --> C[readClaudeCodeAuthFile]
        C --> D{Valid JSON?}
        D -- No --> E[Return Error]
        D -- Yes --> F[uploadClaudeCodeAuth]
        F --> G[Claude Code Connection]
    end

Loading

---

💡 Skills that might have caught this earlier: sast-triage-qm. React 👍 on this comment if the review helped, 👎 if it missed something real or hallucinated. Or use qmax skill-feedback <skill> --good|--bad "<note>" for details. Feeds the skill-postmortem-qm review queue.

_{Analyzed commit 62a12734 with gemini-3.1-flash-lite (148 files, 251646 tokens) | Customize review preferences}

[qualitymaxapp]

QualityMax Review — canonical overview updated; no inline findings were created for this review.

[qualitymaxapp]

QualityMax Review — canonical overview updated; no inline findings were created for this review.