DevOps e Infra

คำนวน CAC / LTV / payback period ด้วย benchmark Thai marketing channels 2026 (Meta, TikTok, LINE OA push, KOC/nano/mid-tier KOL ของ Tellscore/AnyMind/MEDIA Z) — ไม่ใช้ตัวเลข US

Apply these opinionated .NET 8 architecture recipes for backend services: clean architecture layering, CQRS with MediatR, minimal APIs, Entity Framework Core, JWT authentication, AOT compilation, cloud-native patterns.

O Monitor de Desvio de SEO detecta quando alterações na página quebram elementos críticos de SEO. Ele estabelece uma linha de base do estado de SEO de uma página e verifica regressões em esquema, títulos, meta tags, canonical e Core Web Vitals, gerando relatórios visuais de antes/depois.

กางปฏิทิน 90 วันของ cashflow สำหรับ SME ไทย โดย lock timing ที่ฝรั่งไม่รู้ — credit term 30/60/90, VAT refund 3-6 เดือน, PND.1 (วันที่ 7), SSO (15), ภพ.30 (15), ภงด.50/51, เงินเดือน

คำนวน 3-yr P&L + cashflow สำหรับ SME ไทย ใช้ corporate tax tier ที่ถูกต้อง (0/15/20%), VAT cycle, SSO 5%+5%, ภงด.50/51 timing — ไม่ใช้ tax 20% flat แบบ template ฝรั่ง

Publication-grade plotting for SWMM rainfall–runoff time-series figures. Use when an agent needs to produce a paired rainfall (top, inverted) + node flow (bottom) figure from a SWMM .inp + .out, with strict style rules (SI units, Arial, ticks inward, no title), optionally cropped to an event window or focus day.

Monitor and optimize Microsoft Fabric capacity, Spark compute, and workload performance. Use when asked to check capacity utilization, diagnose throttling (HTTP 430), monitor Spark VCore consumption, analyze CU usage, review Monitoring Hub jobs, query Fabric REST APIs for capacity health, generate performance reports, tune Spark resource profiles, investigate concurrency limits, or optimize Fabric

Extract insights from past .jsonl sessions — problems, decisions, friction points. Analyzes sessions you can't see in current context.

CEO's task decomposition and routing engine. Classifies tasks by type and complexity, selects agents with appropriate model tiers, decides parallel vs sequential execution, and auto-injects relevant skills.

Project memory — search, workstreams, notes, decisions. Auto-initializes on first use.

Diagnose and resolve Microsoft Fabric REST API errors including HTTP 401 Unauthorized, 403 Forbidden, 404 Not Found, 429 Throttling, and 5xx server errors. Use when debugging Fabric API authentication failures, Entra ID token issues, insufficient scopes, throttling/rate limiting, long running operation (LRO) polling failures, pagination problems, service principal configuration, or capacity API er

Diagnose and resolve Microsoft Fabric Spark compute issues including HTTP 430 throttling errors, job queueing failures, slow session startup, autoscale problems, capacity SKU limits, environment publishing failures, library conflicts, node sizing, burst factor configuration, and VNet provisioning delays. Use when remediate Spark notebooks, Spark job definitions, lakehouse operations, starter pools