Adkirf

GTM Engineer at b2b AI startup. honest opinions about whats works & what doesn't. 'Pragmatic Automation' with n8n.

[Adkirf @adkirf]

https://t.co/6fZ2fnjKJs

[Adkirf @adkirf]

@__chibugo @NotionHQ notion is awesome db. Built in charts and dashboard for data

[Adkirf @adkirf]

@ByMindTech Design earns the door. Marketing earns the room.

[Adkirf @adkirf]

@the_vibepreneur @danieltb_dev well said.

[Adkirf @adkirf]

@BrandGrowthOS The preview gate before aurora is the most repeatable part of this. Cheap local processing upfront, human approval before the expensive step. That's the my pattern too whenever API cost variance is high enough.

[Adkirf @adkirf]

@samteic and often times unnecessary. If AI can write it with a simple, single prompt, it could also have figured the same context without reading the readme.

[Adkirf @adkirf]

@PathToAutomate Small wins compound. Showing up while doubting yourself is why.

[Adkirf @adkirf]

@snow_w_lee The mess IS the spec. Cleanup without documentation is deleting requirements.

[Adkirf @adkirf]

@AtamboM_ Attention is the feedback channel. Without it, product improvement is just guessing.

[Adkirf @adkirf]

@ali_bala Direction and judgment. Those have always been the expensive parts of software. AI just made the cheap parts free.

[Adkirf @adkirf]

@sjmoody @garrytan The commoditization of reasoning. Once skills are services, the competitive moat stops being the prompt and starts being the orchestration layer.

[Adkirf @adkirf]

@Timur_Azizov_ looks huge. Maybe you should do a review/explainer about this?

[Adkirf @adkirf]

@oneofinfinity model updates are scheduled. plan for them. pin the version, abstract the prompt layer, test on change. drift is a design problem, not a surprise.

[Adkirf @adkirf]

@ZohoCreator @giyu_codes the workflow layer is the product. low-code tools solve the modeling problem only if someone knows what to model. most orgs don't. that's a process problem, not a platform gap.

[Adkirf @adkirf]

@god_sog Pain tells you what to build. Repetition tells you when.

[Adkirf @adkirf]

@HaktanSuren most teams discover the gap when a deal closes with no source attribution. the UTM was there. the hidden field missed it. CRM got noise instead of signal.

[Adkirf @adkirf]

@advikjain_ just built.

[Adkirf @adkirf]

@NoahEpstein_ Like Linux, payoff scales with what you've invested in configuration. The "no start menu" crowd didn't want to configure anything. They wanted a better chatbot with a cleaner UI. That's a different product category.

[Adkirf @adkirf]

@sumitdoriya21 @JayminSOfficial critique is just a feedback loop. useful only if the signal is specific and the receiver has a clear path to act on it.

[Adkirf @adkirf]

@hamza_automates One usually missing from this list: the routing agent. Who decides what data goes to which specialist, in what sequence, and when to retry. In practice that becomes the most important node in the stack.