Self-Improving Finance

Captures reconciliation errors, forecast variances, control weaknesses, regulatory gaps, valuation errors, and cash flow anomalies to enable continuous finan...

Security Scan

The skill's code, hooks, and instructions are consistent with its stated purpose of capturing anonymized finance learnings and do not request unrelated credentials or network exfiltration.

Purpose & Capability

Name/description claim to capture finance learnings and promote recurring patterns; the repository contains only local logging helpers, hook handlers that inject reminders, and helper scripts to scaffold anonymized learning/skill files. There are no unrelated cloud credentials, network uploads, or unrelated binaries required.

Instruction Scope

Runtime instructions and hooks focus on creating/using a .learnings/ folder, emitting short reminder text, and scanning tool output for finance-related keywords. The error detector reads the CLAUDE_TOOL_OUTPUT environment variable (used to detect finance-related tool output) and the scripts create files under local workspace paths. This is in-scope for the stated purpose, but note: CLAUDE_TOOL_OUTPUT (tool output) may contain sensitive financial text; the skill emphasizes anonymization but will read that data when PostToolUse hooks are enabled.

Install Mechanism

No automated install spec is provided (instruction-only install recommended via ClawdHub or a git clone). The manual install suggestion references a GitHub repo (personal account). There are no downloads from untrusted URLs or archive extraction steps. Before cloning, you may want to inspect the repo upstream (if you trust it) — installing hooks into your OpenClaw workspace will cause the included handler scripts to run as hooks.

Credentials

The skill declares no required environment variables or credentials, and it doesn't attempt to access secret tokens. However, the error-detector script reads CLAUDE_TOOL_OUTPUT (an environment variable provided by host tooling) which is not listed in requires.env — this is expected in the hook context but worth noting because that variable can contain sensitive financial content. No credentials, API keys, or unrelated env vars are requested.

Persistence & Privilege

The skill is not always-enabled; hooks are opt-in and recommended to be enabled by the user. Hook handlers add virtual bootstrap files and the shell scripts create files under the local workspace; they do not attempt to modify other skills or system-wide config. Scripts run with the agent's permissions (documented), so enable them only where you trust the agent runtime.

Assessment

This skill appears internally consistent: it only injects local reminders, creates/initializes .learnings/ log files, and scans tool output for finance keywords. Before installing: (1) prefer project-level hook activation (not global) so reminders run only for finance projects, (2) review the referenced GitHub repo code if you plan to git-clone it, (3) be cautious enabling the PostToolUse/error-detector hook because it reads CLAUDE_TOOL_OUTPUT (which can include sensitive financial text) — the skill asks you to anonymize before logging but the detector will see raw output, (4) inspect and set script file permissions (chmod +x) only when you trust the environment, and (5) confirm you are comfortable with the skill writing files under your workspace (./skills/ or ~/.openclaw/workspace/.learnings). If any of these are unacceptable, skip enabling the hooks or use the activator-only setup described in SKILL.md.

Self-Improving Finance Skill

Log finance-specific learnings, operational issues, and feature requests to markdown files for continuous improvement. Captures reconciliation errors, forecast variances, control weaknesses, regulatory gaps, valuation errors, and cash flow anomalies. Important learnings get promoted to close checklists, reconciliation procedures, control matrices, tax calendars, forecast models, or audit response templates.

First-Use Initialisation

Before logging anything, ensure the .learnings/ directory and files exist in the project or workspace root. If any are missing, create them:

mkdir -p .learnings
[ -f .learnings/LEARNINGS.md ] || printf "# Finance Learnings\n\nReconciliation errors, control weaknesses, forecast variances, regulatory gaps, valuation errors, and cash flow anomalies captured during finance operations.\n\n**Categories**: reconciliation_error | forecast_variance | control_weakness | regulatory_gap | valuation_error | cash_flow_anomaly\n**Areas**: accounting | treasury | tax | audit | budgeting | reporting | accounts_payable | accounts_receivable\n\n---\n" > .learnings/LEARNINGS.md
[ -f .learnings/FINANCE_ISSUES.md ] || printf "# Finance Issues Log\n\nReconciliation breaks, control failures, forecast misses, regulatory findings, and cash flow anomalies.\n\n---\n" > .learnings/FINANCE_ISSUES.md
[ -f .learnings/FEATURE_REQUESTS.md ] || printf "# Feature Requests\n\nFinance tools, automation capabilities, and process improvements requested during finance operations.\n\n---\n" > .learnings/FEATURE_REQUESTS.md

Never overwrite existing files. This is a no-op if .learnings/ is already initialised.

IMPORTANT — Data Sensitivity: NEVER log actual account numbers, bank routing numbers, specific financial figures for real entities, audit findings with client names, taxpayer identification numbers, or any personally identifiable financial information. Always abstract and anonymize. Use placeholders like "Entity A", "$X.XM", "Account XXXX-1234", or percentage-based descriptions. Financial data is highly regulated under SOX, GDPR, PCI-DSS, and other frameworks. Treat all logged content as if it could be read by an external auditor.

If you want automatic reminders, use the opt-in hook workflow described in Hook Integration.

Quick Reference

Situation	Action
Reconciliation break identified	Log to .learnings/FINANCE_ISSUES.md with reconciliation details
Budget vs. actual variance >10%	Log to .learnings/FINANCE_ISSUES.md with variance analysis
SOX control test fails	Log to .learnings/FINANCE_ISSUES.md with control failure details
Late close item discovered	Log to .learnings/FINANCE_ISSUES.md with deadline impact
Intercompany imbalance found	Log to .learnings/FINANCE_ISSUES.md with entity mismatch
Unusual journal entry flagged by audit	Log to .learnings/FINANCE_ISSUES.md with JE anomaly
AR aging past 90 days	Log to .learnings/FINANCE_ISSUES.md with aging bucket analysis
Control weakness identified	Log to .learnings/LEARNINGS.md with category control_weakness
Regulatory gap discovered	Log to .learnings/LEARNINGS.md with category regulatory_gap
Valuation model error	Log to .learnings/LEARNINGS.md with category valuation_error
Cash flow anomaly detected	Log to .learnings/LEARNINGS.md with category cash_flow_anomaly
Forecast methodology improvement	Log to .learnings/LEARNINGS.md with category forecast_variance
Recurring reconciliation pattern	Link with **See Also**, consider priority bump
Broadly applicable procedure	Promote to close checklist, control matrix, or reconciliation procedure

OpenClaw Setup (Recommended)

OpenClaw is the primary platform for this skill. It uses workspace-based prompt injection with automatic skill loading.

Installation

Via ClawdHub (recommended):

clawdhub install self-improving-finance

Manual:

git clone https://github.com/jose-compu/self-improving-finance.git ~/.openclaw/skills/self-improving-finance

Workspace Structure

OpenClaw injects these files into every session:

~/.openclaw/workspace/
├── AGENTS.md          # Multi-agent workflows, delegation patterns
├── SOUL.md            # Behavioral guidelines, personality, principles
├── TOOLS.md           # Tool capabilities, integration gotchas
├── MEMORY.md          # Long-term memory (main session only)
├── memory/            # Daily memory files
│   └── YYYY-MM-DD.md
└── .learnings/        # This skill's log files
    ├── LEARNINGS.md
    ├── FINANCE_ISSUES.md
    └── FEATURE_REQUESTS.md

Create Learning Files

mkdir -p ~/.openclaw/workspace/.learnings

Then create the log files (or copy from assets/):

• LEARNINGS.md — reconciliation errors, control weaknesses, forecast variances, regulatory gaps, valuation errors, cash flow anomalies
• FINANCE_ISSUES.md — reconciliation breaks, control failures, regulatory findings, close delays
• FEATURE_REQUESTS.md — finance tools, automation, reporting capabilities

Promotion Targets

When finance learnings prove broadly applicable, promote them:

Learning Type	Promote To	Example
Close procedures	Close checklists	"Verify intercompany eliminations before consolidation"
Reconciliation patterns	Reconciliation procedures	"Three-way match for AP: PO, receipt, invoice"
Control gaps	Control matrices	"Journal entries >$X require dual approval"
Tax compliance	Tax calendars	"Embedded lease review before ASC 842 filing"
Forecast improvements	Forecast models	"Weight pipeline deals by stage probability"
Audit findings	Audit response templates	"Standard response for revenue recognition inquiries"
Workflow patterns	AGENTS.md	"Run trial balance before close meeting"

Optional: Enable Hook

For automatic reminders at session start:

cp -r hooks/openclaw ~/.openclaw/hooks/self-improving-finance
openclaw hooks enable self-improving-finance

See references/openclaw-integration.md for complete details.

---

Generic Setup (Other Agents)

For Claude Code, Codex, Copilot, or other agents, create .learnings/ in the project or workspace root:

mkdir -p .learnings

Create the files inline using the headers shown above.

Add reference to agent files

Add to AGENTS.md, CLAUDE.md, or .github/copilot-instructions.md:

Self-Improving Finance Workflow

When finance issues or patterns are discovered:

1. Log to .learnings/FINANCE_ISSUES.md, LEARNINGS.md, or FEATURE_REQUESTS.md
2. Review and promote broadly applicable learnings to:
   • Close checklists — month-end and quarter-end close procedures
   • Reconciliation procedures — step-by-step account reconciliation guides
   • Control matrices — SOX controls, approval workflows, segregation of duties
   • Tax calendars — filing deadlines, compliance milestones
   • Forecast models — revenue and expense projection methodologies
   • Audit response templates — standard responses for common audit inquiries

Logging Format

Learning Entry [LRN-YYYYMMDD-XXX]

Append to .learnings/LEARNINGS.md:

## [LRN-YYYYMMDD-XXX] category

**Logged**: ISO-8601 timestamp
**Priority**: low | medium | high | critical
**Status**: pending
**Area**: accounting | treasury | tax | audit | budgeting | reporting | accounts_payable | accounts_receivable

### Summary
One-line description of the finance insight

### Details
Full context: what reconciliation error, control gap, or valuation issue was found,
why it matters for financial accuracy, and what the correct procedure or treatment is.
Include anonymized figures and account references.

### Correct Treatment

**Before (incorrect):**
Description of the incorrect accounting treatment, reconciliation approach,
or control procedure. Use anonymized examples only.

**After (correct):**
Description of the correct treatment, procedure, or control.

### Suggested Action
Specific process change, control enhancement, or procedure update to adopt.
Reference applicable standards (ASC, IFRS, SOX section) where relevant.

### Metadata
- Source: reconciliation | close_review | audit_finding | variance_analysis | control_test | regulatory_update
- Framework: US_GAAP | IFRS | SOX | local_GAAP
- Related Accounts: anonymized account references
- Tags: tag1, tag2
- See Also: LRN-20250110-001 (if related to existing entry)
- Pattern-Key: reconciliation.fx_conversion | control.approval_bypass (optional)
- Recurrence-Count: 1 (optional)
- First-Seen: 2025-01-15 (optional)
- Last-Seen: 2025-01-15 (optional)

---

Categories for learnings:

Category	Use When
reconciliation_error	Account balance discrepancy, bank rec break, intercompany mismatch
forecast_variance	Budget vs. actual deviation, revenue miss, expense overrun
control_weakness	Missing approval, segregation of duties gap, access control issue
regulatory_gap	Non-compliance with accounting standard, missed regulatory requirement
valuation_error	Incorrect fair value, wrong depreciation method, impairment oversight
cash_flow_anomaly	Unexpected cash movement, timing difference, liquidity event

Finance Issue Entry [FIN-YYYYMMDD-XXX]

Append to .learnings/FINANCE_ISSUES.md:

## [FIN-YYYYMMDD-XXX] issue_type

**Logged**: ISO-8601 timestamp
**Priority**: high
**Status**: pending
**Area**: accounting | treasury | tax | audit | budgeting | reporting | accounts_payable | accounts_receivable

### Summary
Brief description of the finance issue (anonymized)

### Issue Details
What was found during reconciliation, close, audit, or analysis.
Include anonymized amounts, account references, and entity names.
NEVER include real account numbers, bank details, or client names.

### Root Cause
What process gap, system error, or procedural failure caused this issue.

### Impact
- Financial statement impact (material / immaterial, estimated range)
- Regulatory exposure (SOX deficiency classification if applicable)
- Operational impact (close delay, restatement risk, cash flow effect)

### Remediation
Steps taken or recommended to resolve the issue and prevent recurrence.
Reference control framework requirements where applicable.

### Context
- Trigger: reconciliation | close_review | audit | variance_analysis | control_test | aging_review
- Period: fiscal quarter or month affected
- Entity: anonymized entity reference
- System: ERP, GL, or sub-ledger involved

### Metadata
- Materiality: material | immaterial | pending_assessment
- Related Accounts: anonymized references
- See Also: FIN-20250110-001 (if recurring)

---

Feature Request Entry [FEAT-YYYYMMDD-XXX]

Append to .learnings/FEATURE_REQUESTS.md:

## [FEAT-YYYYMMDD-XXX] capability_name

**Logged**: ISO-8601 timestamp
**Priority**: medium
**Status**: pending
**Area**: accounting | treasury | tax | audit | budgeting | reporting | accounts_payable | accounts_receivable

### Requested Capability
What finance tool, automation, or process improvement is needed

### User Context
Why it's needed, what workflow it improves, what risk it mitigates

### Complexity Estimate
simple | medium | complex

### Suggested Implementation
How this could be built: ERP configuration, report template, reconciliation script,
control automation, or process redesign

### Metadata
- Frequency: first_time | recurring
- Related Features: existing_tool_or_process

---

ID Generation

Format: TYPE-YYYYMMDD-XXX

• TYPE: LRN (learning), FIN (finance issue), FEAT (feature request)
• YYYYMMDD: Current date
• XXX: Sequential number or random 3 chars (e.g., 001, A7B)

Examples: LRN-20250415-001, FIN-20250415-A3F, FEAT-20250415-002

Resolving Entries

When an issue is resolved, update the entry:

1. Change **Status**: pending → **Status**: resolved
2. Add resolution block after Metadata:

### Resolution
- **Resolved**: 2025-01-16T09:00:00Z
- **Reference**: adjusting JE #1234 or control remediation ticket
- **Notes**: Updated reconciliation procedure / added control step / revised forecast model

Other status values:

• in_progress — Actively being remediated or investigated
• wont_fix — Determined immaterial or accepted risk (add reason in Resolution notes)
• promoted — Elevated to close checklist, control matrix, or reconciliation procedure
• promoted_to_skill — Extracted as a reusable skill

Detection Triggers

Automatically log when you encounter:

Reconciliation Breaks (→ finance issue with reconciliation trigger):

• Account balance discrepancy of any amount (reconciliation difference >$0)
• Bank reconciliation unreconciled items
• Intercompany balance mismatch between entities
• Sub-ledger to general ledger variance

Budget & Forecast Variances (→ finance issue with variance_analysis trigger):

• Budget vs. actual variance exceeding 10% on any line item
• Revenue forecast miss by more than one standard deviation
• Capital expenditure overrun vs. approved budget

Control Failures (→ finance issue with control_test trigger):

• SOX control test failure (key control or compensating control)
• Journal entry exceeding materiality threshold without dual approval
• Segregation of duties violation detected
• Access control exception (unauthorized GL posting)

Close Process Issues (→ finance issue with close_review trigger):

• Close task past its deadline
• Pending adjusting entries at close cutoff
• Unresolved reconciling items carried forward

Audit Flags (→ finance issue with audit trigger):

• Unusual journal entry flagged (round amounts, off-hours posting, above threshold)
• Revenue recognition timing question
• Related-party transaction without proper disclosure

Receivables & Payables (→ finance issue with aging_review trigger):

• AR aging spike past 90 days (concentration or volume)
• Duplicate payment detected in AP
• Vendor invoice without purchase order match

Regulatory & Standards (→ learning with regulatory_gap category):

• New accounting standard not yet implemented (ASC, IFRS updates)
• Tax law change affecting current period
• Transfer pricing documentation gap

Priority Guidelines

Priority	When to Use	Finance Examples
critical	Material misstatement risk, regulatory penalty exposure	Restatement required, SEC comment letter, material weakness in ICFR
high	SOX control failure, reconciliation break, cash flow crisis	Key control deficiency, unreconciled bank balance >materiality, covenant breach risk
medium	Forecast variance, process improvement, non-critical control gap	Q3 revenue 15% below forecast, manual workaround in close process, compensating control relied upon
low	Documentation update, minor procedure enhancement	Reconciliation template needs update, naming convention for GL accounts, archive policy for supporting schedules

Area Tags

Use to filter learnings by finance domain:

Area	Scope
accounting	General ledger, journal entries, chart of accounts, period close, consolidation
treasury	Cash management, bank relationships, debt/investment, FX exposure, liquidity
tax	Income tax provision, sales/use tax, transfer pricing, tax compliance filings
audit	Internal audit, external audit support, SOX testing, control documentation
budgeting	Annual budget, rolling forecasts, variance analysis, capital planning
reporting	Financial statements, management reporting, regulatory filings, board packages
accounts_payable	Vendor invoices, payment processing, three-way match, 1099 reporting
accounts_receivable	Customer invoicing, collections, credit memos, aging analysis, bad debt

Promoting to Permanent Finance Procedures

When a learning is broadly applicable (not a one-off adjustment), promote it to permanent finance standards.

When to Promote

• Reconciliation issue recurs across multiple periods or entities
• Control gap is found in 2+ process areas
• Regulatory interpretation applies to all entities under the same framework
• Close procedure improvement saves measurable time

Promotion Targets

Target	What Belongs There
Close checklists	Period-end tasks, cutoff procedures, sign-off requirements
Reconciliation procedures	Step-by-step account rec guides, tolerance thresholds, escalation paths
Control matrices	SOX key controls, compensating controls, control owners, test procedures
Tax calendars	Filing deadlines, estimated payment dates, compliance milestones
Forecast models	Revenue drivers, expense assumptions, sensitivity parameters
Audit response templates	Standard responses for common audit inquiries and requests
AGENTS.md	Automated finance workflows, pre-close checks

How to Promote

1. Distill the learning into a concise procedure, control step, or checklist item
2. Add to appropriate target (close checklist entry, control matrix row, reconciliation step)
3. Update original entry:
   • Change **Status**: pending → **Status**: promoted
   • Add **Promoted**: close checklist (or control matrix, reconciliation procedure, tax calendar, forecast model, audit response template)

Promotion Examples

Learning (verbose):

Found FX conversion for P&L items using spot rate at transaction date instead of average rate for the period. This affected three subsidiaries and caused a $X.XM translation variance that required a top-side adjustment at consolidation.

As close checklist item (concise):

☐ Verify FX rates applied to P&L items use weighted-average rate for the period, not spot rate. Cross-check against rate table published by treasury.

Learning (verbose):

Journal entries under $10K were bypassing the approval workflow due to a threshold misconfiguration in the ERP. This was discovered during SOX testing when 47 entries in Q2 had no approver stamp.

As control matrix entry (actionable):

Control ID	Description	Owner	Frequency	Evidence
JE-001	All journal entries require dual approval regardless of amount	Controller	Per occurrence	Approver signature in ERP workflow

Recurring Pattern Detection

If logging something similar to an existing entry:

1. Search first: grep -r "keyword" .learnings/
2. Link entries: Add **See Also**: FIN-20250110-001 in Metadata
3. Bump priority if issue keeps recurring
4. Consider systemic fix: Recurring finance issues often indicate:
   • Missing close checklist step (→ add to close checklist)
   • Incomplete control design (→ update control matrix)
   • System configuration gap (→ ERP configuration change request)
   • Training gap (→ add to onboarding documentation)

Periodic Review

Review .learnings/ at natural breakpoints in the finance calendar:

When to Review

• Before each month-end close or after completing a close cycle
• When the same reconciliation issue recurs
• During quarterly SOX testing or before annual audit fieldwork

Quick Status Check

# Count pending finance issues
grep -h "Status\*\*: pending" .learnings/*.md | wc -l

# List pending high-priority finance issues
grep -B5 "Priority\*\*: high" .learnings/FINANCE_ISSUES.md | grep "^## \["

# Find learnings for a specific area
grep -l "Area\*\*: treasury" .learnings/*.md

# Find all control weaknesses
grep -B2 "control_weakness" .learnings/LEARNINGS.md | grep "^## \["

# Find all reconciliation errors
grep -B2 "reconciliation_error" .learnings/LEARNINGS.md | grep "^## \["

Review Actions

• Resolve remediated finance issues
• Promote recurring patterns to close checklists or control matrices
• Link related entries across files
• Extract reusable procedures as skills

Simplify & Harden Feed

Ingest recurring finance patterns from simplify-and-harden into close checklists or control matrices.

1. For each candidate, use pattern_key as the dedupe key.
2. Search .learnings/LEARNINGS.md for existing entry: grep -n "Pattern-Key: <key>" .learnings/LEARNINGS.md
3. If found: increment Recurrence-Count, update Last-Seen, add See Also links.
4. If not found: create new LRN-... entry with Source: simplify-and-harden.

Promotion threshold: Recurrence-Count >= 3, seen in 2+ periods or entities, within 90-day window. Targets: close checklists, reconciliation procedures, control matrices, AGENTS.md.

Hook Integration

Enable automatic reminders through agent hooks. This is opt-in.

Quick Setup (Claude Code / Codex)

Create .claude/settings.json in your project:

{
  "hooks": {
    "UserPromptSubmit": [{
      "matcher": "",
      "hooks": [{
        "type": "command",
        "command": "./skills/self-improving-finance/scripts/activator.sh"
      }]
    }]
  }
}

This injects a finance-focused learning evaluation reminder after each prompt (~50-100 tokens overhead).

Advanced Setup (With Error Detection)

{
  "hooks": {
    "UserPromptSubmit": [{
      "matcher": "",
      "hooks": [{
        "type": "command",
        "command": "./skills/self-improving-finance/scripts/activator.sh"
      }]
    }],
    "PostToolUse": [{
      "matcher": "Bash",
      "hooks": [{
        "type": "command",
        "command": "./skills/self-improving-finance/scripts/error-detector.sh"
      }]
    }]
  }
}

Enable PostToolUse only if you want the hook to inspect command output for reconciliation issues, variances, and control failures.

Available Hook Scripts

Script	Hook Type	Purpose
scripts/activator.sh	UserPromptSubmit	Reminds to evaluate finance learnings after tasks
scripts/error-detector.sh	PostToolUse (Bash)	Triggers on reconciliation breaks, variances, control test output

See references/hooks-setup.md for detailed configuration and troubleshooting.

Automatic Skill Extraction

When a finance learning is valuable enough to become a reusable skill, extract it.

Skill Extraction Criteria

Criterion	Description
Recurring	Same reconciliation or control issue in 2+ periods or entities
Verified	Status is resolved with confirmed remediation
Non-obvious	Required investigation beyond standard procedures
Broadly applicable	Not entity-specific; useful across the finance organization
User-flagged	User says "save this as a skill" or similar

Extraction Workflow

1. Identify candidate: Learning meets extraction criteria
2. Run helper (or create manually):

   ./skills/self-improving-finance/scripts/extract-skill.sh skill-name --dry-run
   ./skills/self-improving-finance/scripts/extract-skill.sh skill-name
   

3. Customize SKILL.md: Fill in template with finance-specific content
4. Update learning: Set status to promoted_to_skill, add Skill-Path
5. Verify: Read skill in fresh session to ensure it's self-contained

Extraction Detection Triggers

In conversation: "This reconciliation keeps breaking", "Save this close procedure as a skill", "We hit this same control gap last quarter", "Every entity has this intercompany issue".

In entries: Multiple See Also links, high priority + resolved, control_weakness or reconciliation_error with broad applicability, same Pattern-Key across entities.

Multi-Agent Support

Agent	Activation	Detection
Claude Code	Hooks (UserPromptSubmit, PostToolUse)	Automatic via error-detector.sh
Codex CLI	Hooks (same pattern)	Automatic via hook scripts
GitHub Copilot	Manual (.github/copilot-instructions.md)	Manual review
OpenClaw	Workspace injection + inter-agent messaging	Via session tools

Finance Best Practices

1. Reconcile daily — do not wait until close to identify breaks
2. Four-eyes principle — every journal entry, payment, and adjustment requires a second reviewer
3. Segregation of duties — the person who initiates a transaction must not be the person who approves it
4. Maintain audit trail — every adjustment must have supporting documentation and a clear rationale
5. Close on schedule — late close items compound; escalate at the first sign of delay
6. Track materiality thresholds — know the quantitative thresholds for your entity and apply them consistently
7. Anonymize all logged data — never record real account numbers, bank details, or client-identifying information
8. Log immediately — context around reconciliation breaks and control failures fades fast
9. Reference applicable standards — cite ASC, IFRS, SOX section, or internal policy numbers
10. Promote aggressively — if the same issue appears in two periods, it deserves a checklist item or control update

Gitignore Options

Add .learnings/ to .gitignore for local-only; omit for org-wide sharing; or ignore *.md but keep .gitkeep for a hybrid approach.

Stackability Contract (Standalone + Multi-Skill)

This skill is standalone-compatible and stackable with other self-improving skills.

Namespaced Logging (recommended for 2+ skills)

• Namespace for this skill: .learnings/finance/
• Keep current standalone behavior if you prefer flat files.
• Optional shared index for all skills: .learnings/INDEX.md

Required Metadata

Every new entry must include:

**Skill**: finance

Hook Arbitration (when 2+ skills are enabled)

• Use one dispatcher hook as the single entrypoint.
• Dispatcher responsibilities: route by matcher, dedupe repeated events, and rate-limit reminders.
• Suggested defaults: dedupe key = event + matcher + file + 5m_window; max 1 reminder per skill every 5 minutes.

Narrow Matcher Scope (finance)

Only trigger this skill automatically for finance signals such as:

• reconciliation|journal entry|close process|variance|materiality
• sox control|audit evidence|cash flow|forecast miss
• explicit finance intent in user prompt

Cross-Skill Precedence

When guidance conflicts, apply:

1. security
2. engineering
3. coding
4. ai
5. user-explicit domain skill
6. meta as tie-breaker

Ownership Rules

• This skill writes only to .learnings/finance/ in stackable mode.
• It may read other skill folders for cross-linking, but should not rewrite their entries.