Huntb-385 Jun 2026

"ranked": [ "contentId":"c3","score":0.92, "contentId":"c1","score":0.87, "contentId":"c4","score":0.65, "contentId":"c2","score":0.43 ], "fallbackUsed": false, "modelVersion":"2026-04-01"

If you can provide the actual ticket description, logs, or any specific questions, I can refine the review further or dive deeper into any of the technical findings. Let me know how you’d like to proceed!

| Roadmap item | ETA | Description | |--------------|-----|-------------| | | Q3 2026 | Auto‑adjust exploration/exploitation ratios per campaign. | | Cross‑device stitching | Q4 2026 | Merge user vectors across browsers, apps, and email. | | Explainable AI UI | Q1 2027 | Show marketers why a variant was chosen (feature contributions). | | Open‑source plugin SDK | Q2 2027 | Enable community‑built enrichers and model formats. | HUNTB-385

With more context, I'll be able to assist you in creating a well-structured and informative write-up.

| Feature | Description | Benefits | |---------|-------------|----------| | | Streams events (page view, click, purchase) into a feature store; updates a lightweight user vector every 100 ms. | Fresh context for every decision. | | AI‑powered ranking model | A Gradient‑Boosted Decision Tree (GBDT) model, trained on 12 M historic sessions, scores every content variant. | Higher relevance than rule‑based scoring. | | A/B‑tested fallback | If the model confidence < 0.6, the engine falls back to the best‑performing A/B variant. | Guarantees baseline performance. | | REST & GraphQL APIs | /v1/personalize endpoint returns a ranked list; GraphQL field personalizedContent for UI teams. | Easy integration for web, mobile, and email. | | Observability dashboard | Live metrics (latency, hit‑rate, model confidence) + per‑campaign heatmaps. | Immediate insight, quick debugging. | | Extensible plugin system | Plug in custom scoring functions, data enrichers, or third‑party ML models. | Future‑proof for evolving needs. | "ranked": [ "contentId":"c3","score":0

If "HUNTB-385" is about adding a new filter option to a search function:

If the ticket is a feature request, replace the steps with “design mock‑ups → stakeholder sign‑off → implementation → QA → rollout”. | | Cross‑device stitching | Q4 2026 |

If you want, I can next: