LedgerGuard-35B
LedgerGuard-35B is a full merged accounting workflow model built from
BlackwoodAI/LedgerGuard-35B revision 30a33754a1f4da76758e94637a92c9dd3c87ad2f with BlackwoodAI specialist
accounting behavior merged directly into the weights.
It is intended for personal, non-commercial research and evaluation only. It is
not licensed for business use, hosted inference, SaaS, or model-as-a-service.
What It Is Built For
Accounting automation usually fails in the boring details: exact schema shape,
source-linked decisions, conservative review routing, draft-only tool calls, and
software-specific workflow discipline. LedgerGuard-35B is tuned for that specialist
layer.
The model is designed for accounting-agent systems that need a disciplined
proposal generator beside deterministic validators and a senior reviewer model.
Strengths
- Draft-only accounting workflow outputs
- Structured JSON for accounting review and workflow routing
- Source-linked decisions for reconciliations, bills, invoices, payouts, and
close workflows
- Conservative handling of ambiguity, stale feeds, duplicate risk, missing
support, processor deposits, and review-required items
- Tool-call discipline for accounting software workflows
- Useful as a specialist component in systems serving QuickBooks-style, Xero-
style, FreshBooks-style, Sage-style, NetSuite-style, and Zoho-style workflows
- No autonomous posting, syncing, or write-back behavior by design
Intended Output Style
- choose
auto_ready, needs_attention, or blocked
- emit source-linked JSON for review workflows
- prepare draft-only tool-call payloads for accounting software workflows
- keep posting/write-back actions behind validators and approval gates
Sanitized Example
Input:
1Platform: cloud accounting system
2Workflow: bank reconciliation
3Context: imported bank transaction has partial supporting evidence
Expected behavior:
1{
2 "decision": "needs_attention",
3 "evidence_class": "review_required",
4 "source_refs": [{"type": "bank_transaction", "id": "bank-demo-001"}],
5 "tool_calls": [
6 {
7 "tool": "ledgerguard.validate_draft",
8 "arguments": {
9 "case_id": "demo-001",
10 "draft_only": true,
11 "check_source_refs": true
12 }
13 }
14 ],
15 "review_packet": {
16 "approval_required": true,
17 "draft_only": true,
18 "summary": "Route to accountant review before any posting action."
19 }
20}
Plain English: produce review-ready draft outputs, preserve source references,
and keep write/post/sync actions behind deterministic validators and approval.
Evaluation
This model was evaluated on BlackwoodAI internal, non-public accounting workflow
tests focused on exact JSON/schema adherence, source-linked decisions,
draft-only safety, and accounting software tool-call discipline. The evaluation
data, generation process, baselines, and case counts are intentionally not
disclosed.
License
See LICENSE. This release is personal/non-commercial only and prohibits
business use, hosted inference, SaaS, and model-as-a-service usage.