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Automation & AI.
Automation and AI in commerce operations: workflows that replace manual handoffs, AI-assisted marketing and support tooling, and the guardrails that keep automated systems trustworthy.
Nov 4, 2026 · Ahmed
Get Workflow Run Data: Flow's Single-Run Limit
- Automation & AI
- Apps & Product Engineering
Shopify Flow's Get workflow run data action reports on one run only. Here's how it differs from shop-wide error alerts and validation stops.
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Nov 2, 2026 · Ahmed
Inside OpenAI's New Agent Session Settings
- Automation & AI
- Apps & Product Engineering
openai-node 7.46.0 added review, compaction, and time_awareness settings to Agent sessions, here's exactly what each one controls.
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Nov 1, 2026 · Ahmed
Shopify Flow Automations, Now Agent-Managed
- Automation & AI
- Apps & Product Engineering
Shopify's AI Toolkit lets an external agent create, update, and run your store's Flow workflows, with write_automations gating direct API access.
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Oct 31, 2026 · Ahmed
What OpenAI’s Decisions API Gained Between Beta and GA
- Automation & AI
Decisions API went GA with EU/US inference residency and prompt caching added since beta, plus a doubled per-request question cap. Here's what changed.
Read articleOct 27, 2026 · Ahmed
Pre-Warming OpenAI Agent Sandboxes: Three Timers
- Automation & AI
- Integrations & APIs
OpenAI's Agents API lets you pre-warm sandboxes for lower latency and now bills compute only during active turns — but three separate expiry timers still apply.
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Oct 23, 2026 · Ahmed
OpenAI's New 12-Hour Prompt Cache, and When It Pays Off
- Automation & AI
OpenAI's Responses API now offers a 12-hour cache lifetime at 2.5x the write cost. Here's the rate math that decides whether it's worth it.
Read articleOct 20, 2026 · Ahmed
OpenAI Computer Use: Approving a Site Isn't Enough
- Automation & AI
- Apps & Product Engineering
OpenAI's computer-use tool makes your app approve every website origin an agent visits — but that approval doesn't cover what the agent does once it's there.
Read articleOct 19, 2026 · Ahmed
Native Decisions Delegation Arrives in GPT-Live
- Automation & AI
OpenAI's GPT-Live can now call the Decisions API directly mid-call. Here's what native delegation handles, and what your application still has to do.
Read articleOct 17, 2026 · Ahmed
Shopify Flow's Auto Shipping Labels: What Silently Skips
- Automation & AI
- Operations & Fulfillment
Shopify Flow can auto-buy shipping labels by condition, but the action silently skips orders assigned to a third-party fulfillment service.
Read articleOct 16, 2026 · Ahmed
OpenAI's Build, Launch, Grow: What the New API Tiers Gate
- Automation & AI
- Integrations & APIs
OpenAI collapsed five usage tiers into three — Build, Launch, and Grow. Here's what each tier's threshold and rate limits mean for pipeline throughput.
Read articleOct 16, 2026 · Muhammad Rehan
Shopify's Global Catalog REST API Shuts Off Nov 2
- Integrations & APIs
- Automation & AI
Shopify's Global Catalog REST API stops serving traffic on November 2, 2026. Here's the exact REST-to-UCP/MCP migration path, endpoint by endpoint.
Read articleOct 14, 2026 · Ahmed
OpenAI's Decisions API Skips Generation for Routing and Scoring
- Automation & AI
OpenAI's new Decisions API returns typed probability answers instead of generated text — built for classification, routing, and scoring, not chat.
Read articleOct 13, 2026 · Ahmed
OpenAI's Ultrafast Tier Is a Data-Residency Decision
- Automation & AI
OpenAI's new Ultrafast tier for GPT-6 Astra and GPT-6.1 Sol isn't just a speed upgrade — the two models ship different data-residency guarantees.
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Oct 10, 2026 · Ahmed
Flow Actions No Longer Hard-Fail on Config Changes
- Automation & AI
- Apps & Product Engineering
Shopify Flow no longer blocks workflows when an action's config fields change — your endpoint has to handle every version instead.
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Oct 8, 2026 · Ahmed
Shopify Checkout WebMCP: What Agents Can Actually Do
- Automation & AI
- Apps & Product Engineering
- Integrations & APIs
Shopify's new Checkout WebMCP tools let browser agents read, update, and submit checkout — but only after the buyer explicitly confirms the order.
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Oct 4, 2026 · Ahmed
Async Tools, Background Mode, Steering: Not the Same
- Automation & AI
OpenAI's Responses API has three different non-blocking features. Here's the mechanical difference between async tool calling, background mode, and mid-turn steering.
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Oct 2, 2026 · Ahmed
Sidekick Can Now Invoke Intent-Only App Extensions
- Apps & Product Engineering
- Automation & AI
Shopify's Sidekick now surfaces app extensions that declare only intents — and an unconfigured shopify.app.toml can fail your next deploy.
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Oct 1, 2026 · Ahmed
OpenAI Now Splits Rate Limits From Server Overload
- Automation & AI
- Integrations & APIs
OpenAI's API now separates slow_down 429s from server_is_overloaded 503s — and automation pipelines that treat them the same waste retries or get throttled.
Read articleSep 28, 2026 · Ahmed
How OpenAI's Tool Search Defers Tool Definitions at Runtime
- Automation & AI
OpenAI's tool_search lets agents load only the function definitions they need at runtime, instead of every tool up front.
Read articleSep 27, 2026 · Ahmed
OpenAI's Agents API: The Sandbox Decision First
- Automation & AI
OpenAI's Agents API is in public beta with a managed Codex harness. Before adopting it, teams need to weigh the sandbox choice and two compliance limits.
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Sep 23, 2026 · Ahmed
Shopify Flow's New Get Analytics Data Action
- Automation & AI
A new Shopify Flow action runs ShopifyQL queries on a schedule and turns the results into automation triggers, not just dashboard numbers.
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Sep 21, 2026 · Ahmed
The Assistants API Is Gone: What to Rebuild
- Automation & AI
OpenAI's Assistants API sunset on August 26, 2026. Here's what automation pipelines actually need to rebuild for the Responses and Conversations APIs.
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Sep 20, 2026 · Ahmed
Why AI Ad Creative Shouldn't Auto-Launch Without Review
- AI Automation
- Advertising
- Shopify
Generating ad creative with AI and auto-launching it to ad platforms are different risk levels that need different automation guardrails.
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Sep 18, 2026 · Muhammad Rehan
Reading Retry-After-Ms Instead of Guessing at Backoff
- Systems Integration
- AI
- Engineering
Why a system re-engaging 50,000+ CRM contacts reads the Retry-After-Ms header on 429s instead of guessing with fixed exponential backoff.
Read articleSep 17, 2026 · Ahmed
Automating Shopify Returns Without Losing Margin to Refunds
- Shopify
- Operations
- Automation
- Retention
Shopify's native return flow handles the basics for free. Here's when to automate with Flow, and when an app like Return Prime or Loop earns its cost.
Read articleSep 9, 2026 · ASSOSIATIX
Introducing AI Store Builder: Describe It, and It Builds Your Store
- AI
- Shopify
- Product Launch
- store builder
AI Store Builder turns a simple product idea into a fully built Shopify store — product selection, branding, and storefront, done for you.
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