Semantic inventory
Programs, copybooks, JCL, PROCs, control decks, and dependencies become a searchable system graph.
Mainframe COBOL, IBM i RPG, Oracle Forms, .NET Framework, and Java monoliths carry decades of undocumented business logic. Multi agent orchestration reads, explains, refactors, tests, and migrates at machine speed. Human review at every material step.
IDENTIFICATION DIVISION.
PROGRAM-ID. CLAIM-CALC.
DATA DIVISION.
01 WS-CLAIM-AMT PIC 9(9)V99.
PROCEDURE DIVISION.
IF WS-CLAIM-AMT > 50000
MOVE 'ESCALATE' TO WS-STATUS
PERFORM VALIDATE-COVERAGE.
@router.post("/claims/triage")
async def triage(claim: Claim) -> TriageResult:
if claim.amount > 50000:
return escalate(claim)
return await validate_coverage(claim)
The estate does not fail as a neat diagram. It leaks through cost spikes, audit gaps, brittle integrations, missing expertise, and change windows that keep shrinking.
CALL CLAIM-POSTING THRU CLAIM-POSTING-EXIT
MOVE WS-POLICY-STATE TO AUDIT-REGION-CODE
EXEC SQL UPDATE CUSTOMER_LEDGER SET STATUS = :WS-STATUS
Knowledge is trapped in retirees, runbooks, and comments that no one fully trusts.
criticalCompute spend climbs while teams avoid touching the programs that drive it.
highModern channels wait on batch files, adapters, and brittle point-to-point bridges.
highBusiness rules exist in code paths instead of explainable, reviewable evidence.
criticalSmall market changes become release trains, freezes, and cross-system regression risk.
highUndocumented dependencies become incident paths only after something breaks.
criticalTraditional modernization is sequential. AlinePage runs discovery, rule extraction, data mapping, test synthesis, refactor, and reconciliation as parallel agent lanes with human review gates.
Dependency graphs, call trees, dead-code maps.
8-12 weeks -> 3-5 daysCOBOL paragraphs and PL/SQL packages become SME-ready specs.
3-6 months -> 1-2 weeksCopybooks, DDL, VSAM layouts, and target schema mapping.
6-10 weeks -> daysGolden records, edge cases, and regression suites.
months -> hours/moduleTarget-language PRs generated module by module.
12-24 months -> PR streamRecord-level reconciliation in dual-run mode.
weeks -> real timeInstead of capability cards, the work is drawn as a connected topology: every modernization play has an input, an agent lane, and an auditable output.
COBOL, PL/I, RPG, JCL, CICS, DB2, VSAM, Natural, Oracle Forms, Java monoliths.
Code intelligence, rule extraction, schema mapping, refactor generation, test synthesis, reconciliation.
APIs, event streams, cloud-native services, extracted rule catalogs, test suites, and parity evidence.
Programs, copybooks, JCL, PROCs, control decks, and dependencies become a searchable system graph.
Paragraph-level logic is translated into explainable rules that SMEs can approve or correct.
High-value functions are wrapped, dual-run, then progressively replaced without a dangerous big bang.
Legacy and target outputs are reconciled record by record until production confidence is defensible.
Inventory, dependency graph, risk heatmap.
Exit: signed system graphBusiness rules, schemas, test fixtures.
Exit: SME-approved rulebookAPI wrappers, refactor PRs, generated tests.
Exit: dual-run candidateCutover, archive, decommission, portfolio plan.
Exit: retired runtimeAgents read the whole estate. A single developer sees one module; the agent graph sees cross-program coupling, shared copybooks, scheduler jobs, and downstream data consumers.
Humans approve the meaning. SMEs validate extracted business rules before refactor work begins, so speed does not erase institutional knowledge.
Parity is the product. Every migrated function ships with tests, golden records, and reconciliation evidence.
Retirement funds the next wave. MIPS savings and license reductions are captured as modernization capital, not left as an abstract benefit.
Start with a single COBOL program, RPG module, or Oracle Forms screen. In two to four weeks you get extracted rules, target implementation, equivalence tests, and live reconciliation evidence.