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Zambo is live: Real-time prompt security for your AI stack\n\nHi [Name],\n\nI’m reaching out because you’re building in the AI space, where prompt injection is no longer a theoretical risk—it’s an active threat vector.\n\nZambo is now live. We provide real-time semantic analysis and pattern checking to detect malicious intent in prompts before they reach your models. Our engine identifies critical risks like instruction overrides, jailbreak attempts, and prompt leaks with 100% injection risk detection rates in our current test suite.\n\nThis isn’t just a keyword filter. Zambo performs deep semantic analysis to understand the *intent* behind the input, not just the syntax. If a user tries to bypass your safety policies or extract system prompts, Zambo flags it instantly. You get a clear risk level, a detailed breakdown of the attack vector, and a receipt proving exactly what was scanned and how it was handled.\n\nWe’ve tested this against common attack patterns, including complex multi-step injection attempts that slip past basic regex checks. The result is a robust shield that keeps your AI applications safe without adding significant latency.\n\nI’m not asking you to switch your entire stack. I’m asking for a quick look at our latest scan results.\n\n**Next Step:**\nReply with “demo” and I’ll send you a sample report showing how Zambo caught a critical instruction override attempt on a standard web design query. No sales pitch, just the data.\n\nAlternatively, you can review our public dashboard to see real-time threat detection in action: [Link to Zambo Dashboard]\n\nWe’re keeping this tight because your time is valuable. If this resonates, let’s talk for 10 minutes next week. If not, no hard feelings.\n\nBest,\n\n[Your Name]\n[Your Title]\nZambo","result_preview_integrity":"display_only_not_committed","result_preview_truncated":false,"input_hash":"sha256:8105bd83ab186ca1822c5777e656dbbf4b630ffda41e98dd797353e197d5c69d","input_hash_layout":"zambo-json-sorted-keys-utf8-v1","free_used":0,"free_remaining":0,"free_limit":0,"signal_handle":null,"tool":{"name":"write","version":"4.0.0","scope":"public"},"caller":{"type":"session","id":"sha256:34075871d71093f3a4171e507e2bb53b2d19afe56a700f6b28b35db374565158","label":"zambo-home-demo","label_source":"caller_reported"},"side_effects":{"declared":["none"],"schema_version":"zambo-side-effects/1","declaration_hash":"sha256:45aad38f3aa982b9aafe92ecb416ebe98791eddbaf8ab6df0bd08605b7c1bfee"},"evidence_sha256":null,"evidence_url":null,"evidence_byte_length":null,"evidence_content_type":null,"evidence_source_url":null,"evidence_status":"no_upstream_bytes_captured","external_evidence":[],"provenance":null,"provenance_class":"EXECUTED BY ZAMBO","metadata_hash":"sha256:679adc540f72996db067d23adfee81d6d36f6788dc0cdd693f9644dd282be9b9","anchor":{"event_id":"b130a4b95414ef206a4fe7934b759ed924c8eff65433306a813e4701138ea9ff","pubkey":"e13475107d30c918ec664adf2ab1141024a22fb35190f82c9e933704fa49af41","relays":["wss://relay.damus.io","wss://nos.lol","wss://relay.primal.net"],"status":"partial","published_at":"2026-10-27T05:31:05.089Z","schema_version":"zambo-receipt-anchor/1","envelope":{"anchored_at":"2026-10-27T05:31:03.191Z","evidence_url":null,"receipt_uuid":"4e61512e-c399-4010-b5dc-7419c4c94842","output_sha256":"sha256:147960520d0fe873453cb7b48f5086feb67567de94b7f12eae10e5d10adb1be4","schema_version":"zambo-receipt-anchor/1","evidence_sha256":null,"evidence_byte_length":null},"envelope_bytes":"{\"anchored_at\":\"2026-10-27T05:31:03.191Z\",\"evidence_byte_length\":null,\"evidence_sha256\":null,\"evidence_url\":null,\"output_sha256\":\"sha256:147960520d0fe873453cb7b48f5086feb67567de94b7f12eae10e5d10adb1be4\",\"receipt_uuid\":\"4e61512e-c399-4010-b5dc-7419c4c94842\",\"schema_version\":\"zambo-receipt-anchor/1\"}"},"receipt_profile":"zambo-hosted-receipt/1","schema_url":"https://zambo.dev/aer-1/hosted-profile.schema.json","api_version":1,"verification_scope":"separate_sha256_commitment_and_provenance_binding_checks","checks":{"commitment_matches":{"label":"SHA-256 commitment","passed":true,"status":"pass","detail":"The exact decoded canonical bytes match the stored SHA-256 output hash."},"canonical_payload_matches":{"label":"Canonical payload reconstruction","passed":true,"status":"pass","detail":"The stored output and known call context reconstruct the exact canonical bytes."},"provenance_binding":{"label":"Provenance claim binding","status":"pass","passed":true,"detail":"The metadata claim is consistent with the verified receipt bytes; issuer is not authenticated."},"metadata_binding":{"label":"AER-1 metadata hash","status":"pass","passed":true,"detail":"metadata_hash matches the canonical metadata block."},"signature":{"label":"Ed25519 signature (not checked)","passed":false,"status":"not_checked","detail":"No Ed25519 signature or pinned signing key was checked."},"chain":{"label":"Receipt chain (not checked)","passed":false,"status":"not_checked","detail":"No append-only receipt-chain proof was checked."},"issued_by_zambo_dev":{"label":"Issuer authentication","passed":false,"status":"not_checked","detail":"A zambo.dev receipt URL does not authenticate the issuer; no pinned signature or trusted issuer key was checked."},"immutable_log_timestamp":{"label":"Stored timestamp","passed":true,"timestamp":"2026-10-27T05:31:03.191Z","detail":"The receipt store reports 2026-10-27T05:31:03.191Z; immutability is not checked here."},"receipt_schema_version":"0.4","signature_valid":{"label":"Ed25519 signature (not checked)","passed":false,"status":"not_checked","detail":"Compatibility field only. No Ed25519 signature was checked; use API v2 checks.commitment_matches for the SHA-256 commitment."},"chain_valid":{"label":"Receipt chain (not checked)","passed":false,"status":"not_checked","detail":"This endpoint does not verify an append-only chain."}},"execution_context":{"environment":"zambo.dev hosted MCP"}},"verification_status":"verified","checks":{"commitment_matches":{"status":"pass","passed":true,"expected_hash":"sha256:147960520d0fe873453cb7b48f5086feb67567de94b7f12eae10e5d10adb1be4","computed_hash":"sha256:147960520d0fe873453cb7b48f5086feb67567de94b7f12eae10e5d10adb1be4","detail":"SHA-256 of the exact decoded canonical bytes matches output_hash."},"canonical_payload_matches":{"label":"Canonical payload reconstruction","passed":true,"status":"pass","detail":"The stored output and known call context reconstruct the exact canonical bytes."},"provenance_binding":{"label":"Provenance claim binding","status":"pass","passed":true,"detail":"The metadata claim is consistent with the verified receipt bytes; issuer is not authenticated."},"metadata_binding":{"label":"AER-1 metadata hash","status":"pass","passed":true,"detail":"metadata_hash matches the canonical metadata block."},"issuer_authentication":{"label":"Issuer authentication","passed":false,"status":"not_checked","detail":"A zambo.dev receipt URL does not authenticate the issuer; no pinned signature or trusted issuer key was checked."},"signature":{"status":"not_checked","detail":"No Ed25519 signature or pinned signing key is supplied."},"schema":{"status":"not_checked","detail":"Schema conformance is left to the client using the linked hosted-profile schema."},"chain":{"status":"not_checked","detail":"This endpoint does not verify an append-only receipt chain."}}}