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shallow-review

Shallow (quick) ensemble bug-finding review using 6 specialist agents in parallel. Each specialist reviews the same patch through a different lens: Logic & Types, Boundaries & I/O, Concurrency & State, Resources & Serialization, Absence Analysis, and API Completeness. Findings are merged and deduplicated. Best for: quick first-pass review of patches, triage of diffs, broad surface-level bug scan. For deeper file-focused review with full pattern catalogs and codebase investigation, use the deep-review skill instead.

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apache/cassandra
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June 9, 2026 at 15:31
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name
shallow-review
version
1.0.0
description
Shallow (quick) ensemble bug-finding review using 6 specialist agents in parallel. Each specialist reviews the same patch through a different lens: Logic & Types, Boundaries & I/O, Concurrency & State, Resources & Serialization, Absence Analysis, and API Completeness. Findings are merged and deduplicated. Best for: quick first-pass review of patches, triage of diffs, broad surface-level bug scan. For deeper file-focused review with full pattern catalogs and codebase investigation, use the deep-review skill instead.
# Ensemble Code Review Six specialist agents review the same patch in parallel. Each applies Phase 0 (understand the change, form hypotheses) then a focused checklist. Their findings are merged and deduplicated. ``` +------------------+ | Input Patch | +--------+---------+ | +-------+------+---------+---------+-----------+ | | | | | | +---v--+ +--v--+ +-v-----+ +-v------+ +v-----+ +---v-------+ |Logic | |Bound| |Concurr| |Resource| |Absenc| | Complete. | |&Type | | &I/O| |&State | |& Serde | |(2-ph)| | & Contr. | +--+---+ +--+--+ +---+---+ +---+----+ +--+---+ +---+-------+ | | | | | | +--------+--------+---------+----------+--------+ | +----------v----------+ | Pass 3: Symmetry | | (serial, optional) | +----------+----------+ | +----------v----------+ | Merge & Dedup | | (main agent) | +---------------------+ ``` ## Quick Start 1. **Identify target** — patch, diff, file, or subsystem 2. **Launch 6 specialists** in parallel (see prompts below) 3. **Run Pass 3 Symmetry** check (serial, after specialists complete) 4. **Merge** findings: deduplicate, rank by confidence 5. **Report** in unified format ## Phase 0: Understand Before Checking Every specialist runs Phase 0 BEFORE touching the checklist: 1. **Summarize** the patch in 2–3 sentences (feature, fix, refactor, move?) 2. **Hypothesize** — list 3–5 things that could go wrong with this type of change 3. **Note** code shapes that warrant deeper investigation This switches the review from bottom-up (checklist→code) to top-down (code→hypotheses→verification). The checklist then verifies and extends the hypotheses. --- ## The Six Specialists ### 1. Logic & Types (52% of bugs) **Priority**: wrong comparisons, missing returns, wrong constants, boolean polarity, sentinel ambiguity. **Reference**: `references/general/specialists/logic.md` **Prompt**: ``` You are a LOGIC specialist reviewing a patch for correctness bugs. PHASE 0 — Understand the patch first (before reading checklist): Read the patch: `{PATCH_PATH}` 1. Summarize what this patch does in 2-3 sentences. 2. List 3-5 things that could go wrong with this type of change. 3. Note any suspicious code shapes (control flow, comparisons, constants, sentinels). PHASE 1 — Apply checklist: Read your checklist: `{SKILL_DIR}/references/general/specialists/logic.md` Apply questions that match your hypotheses and code shapes. Check all 30 items against the patch but spend the most effort where your hypotheses pointed. Report ALL findings above a noise floor. For each: Location, Confidence (High/Medium/Low), What's wrong (1-2 sentences). Or "No finding in my domain" if nothing applies. ``` ### 2. Boundaries & I/O (17% of bugs) **Priority**: off-by-one, integer overflow, null/bounds checks, buffer sizing, I/O completeness. **Reference**: `references/general/specialists/boundary.md` **Prompt**: ``` You are a BOUNDARY specialist reviewing a patch for correctness bugs. PHASE 0 — Understand the patch first (before reading checklist): Read the patch: `{PATCH_PATH}` 1. Summarize what this patch does in 2-3 sentences. 2. List 3-5 things that could go wrong with this type of change. 3. Note any arithmetic, indexing, range, or I/O operations. PHASE 1 — Apply checklist: Read your checklist: `{SKILL_DIR}/references/general/specialists/boundary.md` Apply questions that match your hypotheses and code shapes. Check all 22 items against the patch but spend the most effort where your hypotheses pointed. Report ALL findings above a noise floor. For each: Location, Confidence (High/Medium/Low), What's wrong (1-2 sentences). Or "No finding in my domain" if nothing applies. ``` ### 3. Concurrency & State (16% of bugs) **Priority**: races, TOCTOU, live-view iteration, lock ordering, state cleanup. **Reference**: `references/general/specialists/concurrency.md` **Prompt**: ``` You are a CONCURRENCY specialist reviewing a patch for correctness bugs. PHASE 0 — Understand the patch first (before reading checklist): Read the patch: `{PATCH_PATH}` 1. Summarize what this patch does in 2-3 sentences. 2. List 3-5 things that could go wrong with this type of change. 3. Note any shared state, locks, collections, lifecycle operations. PHASE 1 — Apply checklist: Read your checklist: `{SKILL_DIR}/references/general/specialists/concurrency.md` Apply questions that match your hypotheses and code shapes. Check all 24 items against the patch but spend the most effort where your hypotheses pointed. Report ALL findings above a noise floor. For each: Location, Confidence (High/Medium/Low), What's wrong (1-2 sentences). Or "No finding in my domain" if nothing applies. ``` ### 4. Resources & Serialization (15% of bugs) **Priority**: resource leaks, serialization mismatches, wrong metric types, background tasks, wrapper bypass. **Reference**: `references/general/specialists/resources.md` **Prompt**: ``` You are a RESOURCES specialist reviewing a patch for correctness bugs. PHASE 0 — Understand the patch first (before reading checklist): Read the patch: `{PATCH_PATH}` 1. Summarize what this patch does in 2-3 sentences. 2. List 3-5 things that could go wrong with this type of change. 3. Note any resource allocation, serialization methods, metrics, streams. PHASE 1 — Apply checklist: Read your checklist: `{SKILL_DIR}/references/general/specialists/resources.md` Apply questions that match your hypotheses and code shapes. Check all 26 items against the patch but spend the most effort where your hypotheses pointed. Report ALL findings above a noise floor. For each: Location, Confidence (High/Medium/Low), What's wrong (1-2 sentences). Or "No finding in my domain" if nothing applies. ``` ### 5. Absence Analysis (cross-cutting) **Priority**: find what SHOULD be present but ISN'T — missing guards, cleanup, handlers, registrations. **Reference**: `references/general/specialists/absence.md` **Prompt**: ``` You are an ABSENCE specialist. Your job: find bugs that are purely absent — missing guards, cleanup, handlers, or conditions that leave no signal in the diff. PHASE 0 — Understand the patch first: Read the patch: `{PATCH_PATH}` 1. Summarize what this patch does in 2-3 sentences. 2. List 3-5 things that SHOULD be present but might be missing. PHASE 1 — Build the search list: Read your checklist: `{SKILL_DIR}/references/general/specialists/absence.md` For each event in the diff matching items (a)-(q), add to your search list. PHASE 2 — Execute searches and report: For each item in your search list: - Use Grep and Read tools to gather evidence from the codebase - If match found (remove/deregister exists): discard - If no match found: report as finding Report ALL findings above a noise floor. For each: what's missing, where it should be, what evidence you searched for, Confidence (High/Medium/Low). Or "No absence finding" if nothing applies. ``` ### 6. API Completeness & Contracts **Priority**: missing fields, missing overrides, registration symmetry, visibility, event coverage. **Reference**: `references/general/specialists/completeness.md` **Prompt**: ``` You are an API COMPLETENESS specialist reviewing a patch for correctness bugs. PHASE 0 — Understand the patch first (before reading checklist): Read the patch: `{PATCH_PATH}` 1. Summarize what this patch does in 2-3 sentences. 2. List 3-5 things that could be incomplete about this change. 3. Note any new classes, new fields, new registrations, visibility changes. PHASE 1 — Apply checklist: Read your checklist: `{SKILL_DIR}/references/general/specialists/completeness.md` Apply questions that match your hypotheses and code shapes. Check all 22 items against the patch but spend the most effort where your hypotheses pointed. Report ALL findings above a noise floor. For each: Location, Confidence (High/Medium/Low), What's wrong (1-2 sentences). Or "No finding in my domain" if nothing applies. ``` --- ## Pass 3: Cross-Path Symmetry (serial, after specialists complete) **Prompt**: ``` You are a SYMMETRY specialist. For each code path modified in this patch, identify whether a structurally parallel path (same class, interface, event family, version range) was NOT modified. For each asymmetry: - Where path A was changed - Where parallel path B exists - What was changed on A that is absent on B - Whether the asymmetry is intentional or suspicious Read the patch: `{PATCH_PATH}` Search the codebase as needed using Grep and Read. Report all asymmetries, Confidence High/Medium/Low. ``` --- ## Merge & Dedup After all specialists report: 1. **Collect** all findings from 6 specialists + symmetry 2. **Deduplicate** — same code location + related reasons → combine 3. **Rank** by confidence — findings confirmed by multiple specialists rank highest 4. **Cross-check** reinforcement: - Logic + Absence at same location → boost to High - Concurrency + Resources on same lifecycle → boost to High - Any finding flagged by 3+ specialists → treat as confirmed 5. **3-point test** each finding: - The code construct actually exists in the diff (not inferred) - The bug is possible given the visible context (not speculative) - The finding is actionable (what specifically should change) 6. **Specialist Silence Rule**: If Absence or Completeness reports nothing on a >100-line diff, note: "Consider verifying Phase 2 searches executed for registration symmetry, handler coverage, and field completeness." --- ## Report Format ``` ## Review: [target] ### Findings (ranked by confidence) #### Finding 1: [title] - **Location**: [file:line] - **Confidence**: High / Medium / Low - **Flagged by**: [specialists] - **What's wrong**: [1-2 sentences] ### Specialist Coverage - Logic: [N findings / no finding] - Boundary: [N findings / no finding] - Concurrency: [N findings / no finding] - Resources: [N findings / no finding] - Absence: [N findings / no finding] - Completeness: [N findings / no finding] - Symmetry: [N asymmetries / none] ``` ## Statistical Priors | Category | Share | Specialist | |---|---|---| | Logic error in condition | 26% | Logic | | Wrong constant / default | 15% | Logic | | Missing null / bounds check | 13% | Boundary | | Incorrect filtering / result | 11% | Logic | | Race condition | 9% | Concurrency | | Wrong serialization | 8% | Resources | | State not cleaned up | 7% | Concurrency | | Off-by-one | 4% | Boundary | | Resource leak | 3% | Resources | ## Reference Files ### Specialist checklists (trimmed, ensemble mode) - `references/general/specialists/logic.md` — 30 items, Logic specialist - `references/general/specialists/boundary.md` — 22 items, Boundary specialist - `references/general/specialists/concurrency.md` — 24 items, Concurrency specialist - `references/general/specialists/resources.md` — 26 items, Resources specialist - `references/general/specialists/absence.md` — Phase 1/2 search patterns, Absence specialist - `references/general/specialists/completeness.md` — 22 items, Completeness specialist
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