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Jul 19VantageA six-week blind spot in the knowledge base — found, closed, and guarded. Fifteen…Jul 17VantageAuth-drift root-caused as the mirage behind a 93-test 'code regression'. Every test using…Jul 16A11yReadyFive reliability fixes closed the gaps a large hands-on review exposed — each shipped…Jul 16VantageFirst end-to-end MEDIC pipeline validation on live baseline data — cluster → LLM…Jul 15A11yReadyA hands-on review of a 41-document batch — spanning new document types the pipeline…Jul 13A11yReadyMeasurement you can trust, plus a reviewer loop that actually learns. A new…Jul 11VantageURL/tab root-cause fix — every editreferral test 404-ed since inception. +298 net…Jul 9Civic SentinelRenamed to Civic Sentinel; the presentation now carries a live nightly metrics strip…Jul 6A11yReadyThe self-improving loop now closes on formatting — the pipeline's single biggest…Jul 6VantageVision extractor + sweep-CLI + Tier 1 production hardening — three shippable wins in one…Jul 19VantageA six-week blind spot in the knowledge base — found, closed, and guarded. Fifteen…Jul 17VantageAuth-drift root-caused as the mirage behind a 93-test 'code regression'. Every test using…Jul 16A11yReadyFive reliability fixes closed the gaps a large hands-on review exposed — each shipped…Jul 16VantageFirst end-to-end MEDIC pipeline validation on live baseline data — cluster → LLM…Jul 15A11yReadyA hands-on review of a 41-document batch — spanning new document types the pipeline…Jul 13A11yReadyMeasurement you can trust, plus a reviewer loop that actually learns. A new…Jul 11VantageURL/tab root-cause fix — every editreferral test 404-ed since inception. +298 net…Jul 9Civic SentinelRenamed to Civic Sentinel; the presentation now carries a live nightly metrics strip…Jul 6A11yReadyThe self-improving loop now closes on formatting — the pipeline's single biggest…Jul 6VantageVision extractor + sweep-CLI + Tier 1 production hardening — three shippable wins in one…
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Content Automation (Linkit)

Multilingual Translation Pipeline

PHPDrupal 10Vertex AIGeminiMulti-Agent
20,000+
Pages Processed
26×
Speed
34,946$
Cost Saved
Content Automation (Linkit) — Dashboard View
Content Automation (Linkit) — Architecture

Overview

Production NLP system making 20,000+ government pages translation-ready. Four specialized PHP agents: link conversion (32K internal links to Linkit UUID), address protection, phone/email shielding, orchestration with checkpoint/resume fault tolerance. Vertex AI designed agent logic and regex patterns; human-in-the-loop validation. 633-hour manual effort reduced to 24-hour deployment — 26× faster, $34,946 saved (89% cost reduction).

Content Automation (Linkit) — Screenshot

Key Features

Four specialized PHP agents with checkpoint/resume fault tolerance
Link conversion protecting 32K internal links via Linkit UUID
Address protection and phone/email shielding
Vertex AI-designed agent logic and regex patterns
Human-in-the-loop validation workflow
633 hours reduced to 24 hours — 26× faster
89% cost reduction ($34,946 saved)

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