Topic
Tools and practices for designing, running, and orchestrating multi-step business processes, including node-graph and AI-agent platforms.
n8n 2.41.6's Postgres node writes $1 values into SQL text via pg-promise 11.9.1, so Postgres never gets a bind parameter. A psql PREPARE dry-run tests a path the node never uses, and Postgres types inlined literals before any CASE guard runs.
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Make.com switches off a webhook-triggered scenario after one unhandled error when incomplete-execution storage is off, according to a dev.to guide. In that configuration, the guide rates an unhandled module as the most disruptive error-handling option in Make.
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n8n has put Agents into preview on n8n Cloud, letting a model choose its own steps from four kinds of tools, existing workflows among them. Teams can hand triage and inbox review to an agent and keep repeatable actions in the workflows it calls.
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Manus 2.0 lets agents fire on email and Slack events and stay online on dedicated cloud computers, with a harness Manus says cost 32% less in one test. Manus has not described that test, so the 32% is a figure for its own workload until someone reruns it elsewhere.
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Make bills a credit for every module a scenario executes and n8n bills once per run, so a 20-step pipeline costs 20 units on Make and one on n8n. For short flows the two prices converge, and the choice turns on who maintains the flows and where the data may live.
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An open-source AgentCore node moves memory, sandboxed execution and tool access into a managed harness. The install is the easy part; the access decisions do not move.
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Filament Studio's developer stopped trusting his 1,800 passing tests in September and installed the package into a real Laravel app. The defects he logged share one shape: success reported, nothing done.
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A dev.to walkthrough of the n8n 1.x to 2.0 upgrade treats it as a host-configuration review, because the defaults that changed decide what Code nodes may read and which nodes exist at all.
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Jobs that exit clean while producing no effect can survive for quarters, because nobody investigates success. A dev.to post names the five shapes the bug takes and traces each safeguard to a run that went green and did nothing.
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SAP is folding n8n's visual canvas into Joule Studio so multi-agent flows run on an SAP-hosted runtime with SAP's own governance and observability, and general availability is anticipated in Q3 2026.
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Adding background: true to a You.com research request returns a task_id the client polls at GET /v1/research/{task_id}. The Quickstart lists frontier as an effort level that will only run that way.
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A dev.to migration guide rests the case for LangGraph on durable state, pause/resume approvals and testable branches, and it tells you to leave the CRM, the property database and the external APIs exactly where they are.
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An Entrepreneur contributor column asks managers to list the ten recurring tasks behind a requisition and sort them into judgment, relationship, repetition and coordination work. Its supporting studies measured support agents and consultants.
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Relay stopped operating on Monday after OpenAI and Google added the same workflow-agent capability to their own products. Two of the other four closures in the same account went the same way, and the 42% failure figure quoted alongside them counts something else.
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Relay shut down on Monday after five years, outpaced by automation OpenAI and Google built into their own tools. The other entries on the list failed on cost, retention, privacy or engineering, and S&P Global counts competition as one abandonment cause in five.
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Ussama Assad, who builds and repairs n8n lead pipelines, says almost nobody has specified what a filter or a budget check does when it throws. The answer you get for free is that the run keeps going and the paid step keeps spending.
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Supio told SiliconAngle its long-horizon agents own a records request end to end, alerting staff only when it stalls. The company says roughly two-thirds of the work in a case is communication with outside parties.
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Tomoko, GitHub's regional marketing lead for Japan and Korea, wrote down her event runbooks and had Copilot grow Actions workflows that parse an issue form and screen registrants every morning. The precondition is an API or a CLI.
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The account has the agent picking measurement parameters, driving the lab hardware, reading the results and choosing the next step on a superconducting chip at MIT, with the graduate student keeping the ambiguous data.
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The approval gates on credential access and activation are the real engineering in n8n's preview chat builder. The plan credits it burns on debugging are metered long before any workflow gets switched on.
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