Maha Context Compiler

Expected input

{"body":{"budgetMode":"guaranteed","clientRequestId":"req_rag_release_001","documents":[{"id":"release-notes","text":"Release may proceed after the security owner attaches credential-rotation evidence. The production canary passed in every region.\n\nRoutine notes cover staffing, dashboards, meeting cadence, maintenance calendars, regional handoffs, historical capacity, and documentation formatting.","title":"Release notes"},{"id":"rollback-runbook","text":"Rollback if API errors exceed 2 percent for five minutes or payment failures breach the alert threshold. Restore the last-known-good deployment before reopening traffic.\n\nRoutine notes cover staffing, dashboards, meeting cadence, maintenance calendars, regional handoffs, historical capacity, and documentation formatting.","title":"Rollback runbook"}],"provenance":"compact","scoring":"bm25","task":"Find the release condition and rollback trigger while removing duplicate operational background.","tokenBudget":128},"bodyType":"json","method":"POST","type":"http"}

What it returns

{"example":{"clientRequestId":"req_rag_release_001","compiledContextStored":false,"context":"# Context Pack\n\nTask: Find the release condition and rollback trigger while removing duplicate operational background.\n\n[release-notes:1] Release may proceed after the security owner attaches credential-rotation evidence. The production canary passed in every region.\n\n[rollback-runbook:1] Rollback if API errors exceed 2 percent for five minutes or payment failures breach the alert threshold. Restore the last-known-good deployment before reopening traffic.","includedPassages":[{"passageHash":"sha256:4d5e66efdcf5f8dba63a89b40af6ce17f3f42948c48b731732e47f5dc2e7740c","passageId":"release-notes:1","sourceId":"release-notes","text":"Release may proceed after the security owner attaches credential-rotation evidence. The production canary passed in every region."},{"passageHash":"sha256:6ac9d2eec09e0d9b0233f51d845f0ecbd1beca34fceab3ee44370b352644e2b5","passageId":"rollback-runbook:1","sourceId":"rollback-runbook","text":"Rollback if API errors exceed 2 percent for five minutes or payment failures breach the alert threshold. Restore the last-known-good deployment before reopening traffic."}],"inputHash":"sha256:288dd5cacd92158f9460346ba6e931f6d0d52f2598bd55e748fc30a186fbdc34","metrics":{"compiledBytes":461,"compiledEstimatedTokens":83,"duplicatePassagesRemoved":1,"estimatedReductionPercent":14.4,"originalBytes":606,"originalEstimatedTokens":97,"sourceCount":2,"sourceCoveragePercent":100},"outputHash":"sha256:80a337617475688482476a469f9fa7b489ef3e1ad15b4a9756fdc1aa716ed089","packId":"ctxpack_6a5464df2ce14e9b9e16571c7d814821","retentionBoundaries":{"claimVerificationPerformed":false,"completenessGuaranteed":false,"evidenceRetention":"best_effort","hallucinationPreventionGuaranteed":false,"selectionType":"extractive","tokenCountType":"model_neutral_estimate"},"sourceTextStored":false,"sources":[{"includedEstimatedTokens":21,"includedPassageIds":["release-notes:1"],"originalEstimatedTokens":44,"passageCount":2,"sourceHash":"sha256:288ded29ae161d3d11effd7161edf7c51ef1320e7ba0a8d2feaaed7abccec607","sourceId":"release-notes","title":"Release notes"},{"includedEstimatedTokens":30,"includedPassageIds":["rollback-runbook:1"],"originalEstimatedTokens":53,"passageCount":2,"sourceHash":"sha256:29fca10dd4c87bee562ed5b22b42dfcc970e0dc4768591b0983fe463646f38ca","sourceId":"rollback-runbook","title":"Rollback runbook"}],"task":"Find the release condition and rollback trigger while removing duplicate operational background.","tokenBudget":128,"version":"0.1.0","warningCodes":["model_neutral_token_estimates","extractive_selection_not_verification"],"warnings":["Token counts are model-neutral estimates, not provider tokenizer or billing counts.","This compiler ranks and deduplicates text; it does not verify claims, guarantee completeness, or prevent hallucination."]},"type":"json"}