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Configure Ralph loop guidance via AUQ flows - forbidden/encouraged items from constraint scan. TRIGGERS - session guidance, loop configuration, /ralph:start Step 1.6.

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SKILL.md

name session-guidance
description Configure Ralph loop guidance via AUQ flows - forbidden/encouraged items from constraint scan. TRIGGERS - session guidance, loop configuration, /ralph:start Step 1.6.
allowed-tools Bash, Read, AskUserQuestion, Write

Session Guidance Skill

Configure Ralph loop session guidance through AskUserQuestion flows. Loads constraint scan results, presents dynamic options based on severity, and writes guidance to config.

When to Use

  • Invoked by /ralph:start Step 1.6 via Skill tool
  • User asks to reconfigure Ralph guidance
  • User mentions "forbidden items" or "encouraged items"

Prerequisites

  • Step 1.4 constraint scan completed (.claude/ralph-constraint-scan.jsonl exists)
  • Step 1.5 preset confirmation completed

Workflow Overview

1.6.1: Check for Previous Guidance
         ↓
1.6.2: Binary Keep/Reconfigure (if guidance exists)
         ↓
1.6.2.5: Load Constraint Scan Results (NDJSON)
         ↓
1.6.3: Forbidden Items (multiSelect, DYNAMIC from constraints)
         ↓
1.6.4: Custom Forbidden (follow-up)
         ↓
1.6.5: Encouraged Items (multiSelect, closed list)
         ↓
1.6.6: Custom Encouraged (follow-up)
         ↓
1.6.7: Update Config (with validation + learned behavior)

Step 1.6.1: Check for Previous Guidance

Check if guidance exists in the config file:

/usr/bin/env bash << 'CHECK_GUIDANCE_SCRIPT'
PROJECT_DIR="${CLAUDE_PROJECT_DIR:-$(pwd)}"
GUIDANCE_EXISTS="false"
if [[ -f "$PROJECT_DIR/.claude/ralph-config.json" ]]; then
    GUIDANCE_EXISTS=$(jq -r 'if .guidance then "true" else "false" end' "$PROJECT_DIR/.claude/ralph-config.json" 2>/dev/null || echo "false")
fi
echo "GUIDANCE_EXISTS=$GUIDANCE_EXISTS"
CHECK_GUIDANCE_SCRIPT

Step 1.6.2: Binary Keep/Reconfigure (Conditional)

If GUIDANCE_EXISTS == "true":

Use AskUserQuestion:

  • question: "Previous session had custom guidance. Keep it or reconfigure?" header: "Guidance" options:

    • label: "Keep existing guidance (Recommended)" description: "Use stored forbidden/encouraged lists from last session"
    • label: "Reconfigure guidance" description: "Set new forbidden/encouraged lists" multiSelect: false
  • If "Keep existing" → STOP skill execution (guidance already in config, return to start.md Step 2)

  • If "Reconfigure" → Continue to Step 1.6.2.5

If GUIDANCE_EXISTS == "false" (first run):

Proceed directly to Step 1.6.2.5. No user prompt needed.


Step 1.6.2.5: Load Constraint Scan Results (NDJSON)

Purpose: Load constraint scan results in NDJSON format, filtering out previously acknowledged constraints.

Learned behavior: Constraints the user previously selected as "forbidden" are stored in .claude/ralph-acknowledged-constraints.jsonl and filtered from future displays.

/usr/bin/env bash << 'LOAD_SCAN_SCRIPT'
PROJECT_DIR="${CLAUDE_PROJECT_DIR:-$(pwd)}"
SCAN_FILE="$PROJECT_DIR/.claude/ralph-constraint-scan.jsonl"
ACK_FILE="$PROJECT_DIR/.claude/ralph-acknowledged-constraints.jsonl"

if [[ -f "$SCAN_FILE" ]]; then
    # Load acknowledged constraint IDs (if file exists)
    ACKNOWLEDGED_IDS=""
    if [[ -f "$ACK_FILE" ]]; then
        ACKNOWLEDGED_IDS=$(jq -r 'select(._type == "constraint") | .id' "$ACK_FILE" 2>/dev/null | tr '\n' '|' | sed 's/|$//')
        ACK_COUNT=$(grep -c '"_type":"constraint"' "$ACK_FILE" 2>/dev/null || echo "0")
        echo "=== ACKNOWLEDGED CONSTRAINTS ==="
        echo "Previously acknowledged: $ACK_COUNT constraints (filtered from display)"
        echo ""
    fi

    # NDJSON format: each line is a JSON object with _type field
    # Filter out acknowledged constraints and count by severity
    if [[ -n "$ACKNOWLEDGED_IDS" ]]; then
        FILTERED=$(grep '"_type":"constraint"' "$SCAN_FILE" 2>/dev/null | \
            jq -c --arg ack_pattern "$ACKNOWLEDGED_IDS" 'select(.id | test($ack_pattern) | not)' 2>/dev/null)
    else
        FILTERED=$(grep '"_type":"constraint"' "$SCAN_FILE" 2>/dev/null)
    fi

    # Count by severity (from filtered NDJSON lines)
    CRITICAL_COUNT=$(echo "$FILTERED" | jq -s '[.[] | select(.severity == "critical")] | length' 2>/dev/null || echo "0")
    HIGH_COUNT=$(echo "$FILTERED" | jq -s '[.[] | select(.severity == "high")] | length' 2>/dev/null || echo "0")
    MEDIUM_COUNT=$(echo "$FILTERED" | jq -s '[.[] | select(.severity == "medium")] | length' 2>/dev/null || echo "0")
    LOW_COUNT=$(echo "$FILTERED" | jq -s '[.[] | select(.severity == "low")] | length' 2>/dev/null || echo "0")
    TOTAL_COUNT=$((CRITICAL_COUNT + HIGH_COUNT + MEDIUM_COUNT + LOW_COUNT))
    BUSYWORK_COUNT=$(grep -c '"_type":"busywork"' "$SCAN_FILE" 2>/dev/null || echo "0")

    echo "=== CONSTRAINT SCAN SUMMARY ==="
    echo "SEVERITY_COUNTS: critical=$CRITICAL_COUNT high=$HIGH_COUNT medium=$MEDIUM_COUNT low=$LOW_COUNT total=$TOTAL_COUNT"
    echo "BUSYWORK_COUNT: $BUSYWORK_COUNT"
    echo ""
    echo "=== CONSTRAINTS (NDJSON) ==="
    echo "$FILTERED"
    echo ""
    echo "=== BUSYWORK CATEGORIES (NDJSON) ==="
    grep '"_type":"busywork"' "$SCAN_FILE" 2>/dev/null
    echo ""
    echo "=== END SCAN RESULTS ==="
else
    echo "=== CONSTRAINT SCAN SUMMARY ==="
    echo "SEVERITY_COUNTS: critical=0 high=0 medium=0 low=0 total=0"
    echo "BUSYWORK_COUNT: 0"
    echo "=== NO SCAN FILE FOUND ==="
fi
LOAD_SCAN_SCRIPT

Claude MUST parse this output:

  1. Extract severity counts from SEVERITY_COUNTS: line for question text
  2. Parse NDJSON constraints between === CONSTRAINTS (NDJSON) === and === BUSYWORK CATEGORIES ===
  3. Parse NDJSON busywork between === BUSYWORK CATEGORIES (NDJSON) === and === END SCAN RESULTS ===
  4. Build dynamic AUQ options with constraint-derived items first, then static fallbacks

NDJSON constraint format (one per line):

{"id":"hardcoded-001","severity":"high","category":"hardcoded_path","description":"Hardcoded path: /Users/terryli/...","file":"pyproject.toml","line":15,"recommendation":"Use environment variable"}

Step 1.6.3: Forbidden Items (multiSelect, DYNAMIC)

MANDATORY: Build options dynamically from Step 1.6.2.5 output

AUQ Limit: Maximum 4 options total. Priority order:

  1. CRITICAL severity constraints (up to 2)
  2. HIGH severity constraints (up to 2)
  3. If <4 constraint options, fill with static categories

Algorithm - Claude MUST execute this logic:

Step 1: Parse severity counts from SEVERITY_COUNTS line
  - Extract: critical=N, high=M, total=T

Step 2: Build constraint options (max 4, severity priority)
  options = []

  # First: CRITICAL constraints (max 2)
  for each NDJSON line where severity == "critical":
    if len(options) >= 2: break
    options.append({
      label: description[:55] + "..." if len > 55 else description,
      description: "(CRITICAL) " + file + ":" + line + " - " + recommendation[:40]
    })

  # Second: HIGH constraints (max 2 more)
  for each NDJSON line where severity == "high":
    if len(options) >= 4: break
    options.append({
      label: description[:55] + "..." if len > 55 else description,
      description: "(HIGH) " + file + ":" + line + " - " + recommendation[:40]
    })

  # Third: Fill remaining with static categories
  static_categories = ["Documentation updates", "Dependency upgrades", "Refactoring", "CI/CD modifications"]
  while len(options) < 4 and static_categories:
    options.append(static_categories.pop(0))

Step 3: Build question text
  if critical > 0 or high > 0:
    question = "What should Ralph avoid? ({critical} critical, {high} high detected)"
  else:
    question = "What should Ralph avoid? (no high-severity constraints)"

Example transformation:

NDJSON input:

{"severity":"critical","description":"Hardcoded API key in config.py","file":"config.py","line":42,"recommendation":"Move to env var"}
{"severity":"high","description":"Circular import: core ↔ utils","file":"core.py","line":1,"recommendation":"Extract interface"}

Becomes AUQ options:

options:
  - label: "Hardcoded API key in config.py"
    description: "(CRITICAL) config.py:42 - Move to env var"
  - label: "Circular import: core ↔ utils"
    description: "(HIGH) core.py:1 - Extract interface"
  - label: "Documentation updates"
    description: "README, CHANGELOG, docstrings, comments"
  - label: "Dependency upgrades"
    description: "Version bumps, renovate PRs, package updates"

Use AskUserQuestion with the dynamically built options above.

Static fallback categories (used when no constraints or to fill remaining slots):

  • "Documentation updates" - "README, CHANGELOG, docstrings, comments"
  • "Dependency upgrades" - "Version bumps, renovate PRs, package updates"
  • "Refactoring" - "Code restructuring without behavior change"
  • "CI/CD modifications" - "Workflow files, GitHub Actions, pipelines"

If total=0: Show only 4 static categories with question "What should Ralph avoid? (no constraints detected)"


Step 1.6.4: Custom Forbidden (Follow-up)

After multiSelect, ask for custom additions:

Use AskUserQuestion:

  • question: "Add custom forbidden items? (comma-separated)" header: "Custom" multiSelect: false options:
    • label: "Enter custom items" description: "Type additional forbidden phrases, e.g., 'database migrations, API changes'"
    • label: "Skip custom items" description: "Use only selected categories above"

If "Enter custom items" selected → Parse user's "Other" input, split by comma, trim whitespace.


Step 1.6.5: Encouraged Items (multiSelect, closed list)

Use AskUserQuestion:

  • question: "What should Ralph prioritize? (Select all that apply)" header: "Encouraged" multiSelect: true options:
    • label: "ROADMAP P0 items" description: "Highest priority tasks from project roadmap"
    • label: "Performance improvements" description: "Speed, memory, efficiency optimizations"
    • label: "Bug fixes" description: "Fix known issues and regressions"
    • label: "Research experiments" description: "Try new approaches (Alpha Forge /research)"

Step 1.6.6: Custom Encouraged (Follow-up)

Same pattern as 1.6.4:

Use AskUserQuestion:

  • question: "Add custom encouraged items? (comma-separated)" header: "Custom" multiSelect: false options:
    • label: "Enter custom items" description: "Type additional encouraged phrases, e.g., 'Sharpe ratio, feature engineering'"
    • label: "Skip custom items" description: "Use only selected categories above"

Step 1.6.7: Update Config (with Validation + Learned Behavior)

IMPORTANT: After collecting responses from Steps 1.6.3-1.6.6, you MUST:

  1. Write guidance to config WITH validation

  2. Append constraint-derived selections to .jsonl for learned filtering

  3. Collect responses from the AUQ steps above:

    • FORBIDDEN_ITEMS: Selected labels from 1.6.3 + custom items from 1.6.4 (if any)
    • ENCOURAGED_ITEMS: Selected labels from 1.6.5 + custom items from 1.6.6 (if any)
    • SELECTED_CONSTRAINT_IDS: IDs of constraint-derived options user selected (from NDJSON parsing)
  4. Write to config with post-write validation using the Bash tool (substitute actual values):

/usr/bin/env bash << 'GUIDANCE_WRITE_SCRIPT'
PROJECT_DIR="${CLAUDE_PROJECT_DIR:-$(pwd)}"
CONFIG_FILE="$PROJECT_DIR/.claude/ralph-config.json"
SCAN_FILE="$PROJECT_DIR/.claude/ralph-constraint-scan.jsonl"
ACK_FILE="$PROJECT_DIR/.claude/ralph-acknowledged-constraints.jsonl"
BACKUP_FILE="${CONFIG_FILE}.backup"

# Substitute these with actual AUQ responses:
FORBIDDEN_JSON='["Documentation updates", "Dependency upgrades"]'  # From 1.6.3 + 1.6.4
ENCOURAGED_JSON='["ROADMAP P0 items", "Research experiments"]'     # From 1.6.5 + 1.6.6

# Substitute with constraint IDs user selected (from NDJSON constraint options)
SELECTED_CONSTRAINT_IDS="hardcoded-001 hardcoded-002"  # From 1.6.3 constraint-derived selections

# Generate timestamp
TIMESTAMP=$(date -u +"%Y-%m-%dT%H:%M:%SZ")

# Load constraint scan data (if exists) for persistence
CONSTRAINT_SCAN_JSON='null'
if [[ -f "$SCAN_FILE" ]]; then
    METADATA=$(grep '"_type":"metadata"' "$SCAN_FILE" 2>/dev/null | head -1)
    CONSTRAINTS=$(grep '"_type":"constraint"' "$SCAN_FILE" 2>/dev/null | jq -s '.' 2>/dev/null || echo '[]')
    BUSYWORK=$(grep '"_type":"busywork"' "$SCAN_FILE" 2>/dev/null | jq -s '.' 2>/dev/null || echo '[]')

    CONSTRAINT_SCAN_JSON=$(jq -n \
        --argjson metadata "$METADATA" \
        --argjson constraints "$CONSTRAINTS" \
        --argjson busywork "$BUSYWORK" \
        '{
            scan_timestamp: $metadata.scan_timestamp,
            project_dir: $metadata.project_dir,
            worktree_type: $metadata.worktree_type,
            constraints: $constraints,
            builtin_busywork: $busywork
        }' 2>/dev/null || echo 'null')
fi

# Create backup before write
mkdir -p "$PROJECT_DIR/.claude"
if [[ -f "$CONFIG_FILE" ]]; then
    cp "$CONFIG_FILE" "$BACKUP_FILE"
fi

# Write config
if [[ -f "$CONFIG_FILE" ]]; then
    jq --argjson forbidden "$FORBIDDEN_JSON" \
       --argjson encouraged "$ENCOURAGED_JSON" \
       --arg timestamp "$TIMESTAMP" \
       --argjson constraint_scan "$CONSTRAINT_SCAN_JSON" \
       '.guidance = {forbidden: $forbidden, encouraged: $encouraged, timestamp: $timestamp} | .constraint_scan = $constraint_scan' \
       "$CONFIG_FILE" > "${CONFIG_FILE}.tmp" && mv "${CONFIG_FILE}.tmp" "$CONFIG_FILE"
else
    jq -n --argjson forbidden "$FORBIDDEN_JSON" \
          --argjson encouraged "$ENCOURAGED_JSON" \
          --arg timestamp "$TIMESTAMP" \
          --argjson constraint_scan "$CONSTRAINT_SCAN_JSON" \
          '{version: "3.0.0", guidance: {forbidden: $forbidden, encouraged: $encouraged, timestamp: $timestamp}, constraint_scan: $constraint_scan}' \
          > "$CONFIG_FILE"
fi

# === LEARNED BEHAVIOR: Append to .jsonl ===
if [[ -n "$SELECTED_CONSTRAINT_IDS" && -f "$SCAN_FILE" ]]; then
    for CONSTRAINT_ID in $SELECTED_CONSTRAINT_IDS; do
        if [[ -f "$ACK_FILE" ]] && grep -q "\"id\":\"$CONSTRAINT_ID\"" "$ACK_FILE" 2>/dev/null; then
            continue
        fi
        CONSTRAINT_DATA=$(grep "\"id\":\"$CONSTRAINT_ID\"" "$SCAN_FILE" 2>/dev/null | head -1 | \
            jq -c --arg ts "$TIMESTAMP" '. + {acknowledged_at: $ts}' 2>/dev/null)
        if [[ -n "$CONSTRAINT_DATA" ]]; then
            echo "$CONSTRAINT_DATA" >> "$ACK_FILE"
        fi
    done
    NEW_ACK_COUNT=$(echo "$SELECTED_CONSTRAINT_IDS" | wc -w | tr -d ' ')
    echo "=== LEARNED BEHAVIOR ==="
    echo "Appended $NEW_ACK_COUNT constraint(s) to $ACK_FILE"
fi

# === POST-WRITE VALIDATION ===
validate_config() {
    local file="$1"
    [[ -f "$file" && -r "$file" ]] || return 1
    jq empty "$file" >/dev/null 2>&1 || return 2
    jq -e '.guidance.forbidden and .guidance.encouraged and .guidance.timestamp' "$file" >/dev/null 2>&1 || return 3
    jq -e '.guidance.forbidden | type == "array"' "$file" >/dev/null 2>&1 || return 4
    jq -e '.guidance.encouraged | type == "array"' "$file" >/dev/null 2>&1 || return 5
    return 0
}

if validate_config "$CONFIG_FILE"; then
    echo "✓ Guidance saved to $CONFIG_FILE"
    echo ""
    echo "=== VALIDATION PASSED ==="
    jq '{guidance: .guidance}' "$CONFIG_FILE"
    rm -f "$BACKUP_FILE"
else
    VALIDATION_ERROR=$?
    echo "✗ VALIDATION FAILED (error code: $VALIDATION_ERROR)"
    echo "=== ROLLING BACK ==="
    if [[ -f "$BACKUP_FILE" ]]; then
        mv "$BACKUP_FILE" "$CONFIG_FILE"
        echo "Restored previous config from backup"
    else
        rm -f "$CONFIG_FILE"
        echo "Removed invalid config"
    fi
    exit 1
fi
GUIDANCE_WRITE_SCRIPT

Key substitutions Claude MUST make:

  • FORBIDDEN_JSON: Array of selected forbidden labels
  • ENCOURAGED_JSON: Array of selected encouraged labels
  • SELECTED_CONSTRAINT_IDS: Space-separated list of constraint IDs from NDJSON options user selected

Output

After completing all steps, the skill returns control to /ralph:start Step 2 (Execution).

The config file .claude/ralph-config.json will contain:

{
  "version": "3.0.0",
  "guidance": {
    "forbidden": ["Documentation updates", "..."],
    "encouraged": ["ROADMAP P0 items", "..."],
    "timestamp": "2026-01-01T00:00:00Z"
  },
  "constraint_scan": { ... }
}