Turjo | AI Agents & Automation

Founder & CEO, NextCTL | AI agents for business + AI automation @theNextctl | ex-ResponseCRM | Building software since 2010

[Turjo | AI Agents & Automation @TurjoAt]

@kwindla with tool calling you end up sampling decisions and hoping. a classifier is cheap enough to log every one, which is the difference between catching the loud failures and catching the quiet ones.

[Turjo | AI Agents & Automation @TurjoAt]

@muratcan that's the dangerous shape of it. low confidence at least routes to a human. 98% on the wrong language never trips the handoff, so nothing downstream knows to doubt the transcript.

[Turjo | AI Agents & Automation @TurjoAt]

@im_pranavkakde the $400 isn't even the bad part. it ran for hours and nothing paged anyone. a spend cap stops the bleeding, an iteration cap is what tells you it's stuck.

[Turjo | AI Agents & Automation @TurjoAt]

@timelesstaco @kai_on_call @boardyai @petersykim we hash the payload at approval time and the executor re-checks that hash before it runs. amount changes, hash changes, it dies. the approval binds to that one request, never to the action.

[Turjo | AI Agents & Automation @TurjoAt]

Business doesn't wait for calm. 🐊

Our AI agents capture leads, reply in seconds and keep your CRM in sync while the chaos rolls on.

Chaos outside. Control within.
https://t.co/W8rOUO1elj

#AIAgents #Automation #NextCTL

[Turjo | AI Agents & Automation @TurjoAt]

@ismailkestel undo is the one that's hard to actually ship. by the time someone wants it the action has usually left the system, so the real version is a hold window before it ever fires.

[Turjo | AI Agents & Automation @TurjoAt]

@timelesstaco @kai_on_call @boardyai @petersykim the approve screen has to show the exact payload, not a summary of it. without that people rubber stamp inside a week and you've built an audit trail of yes.

[Turjo | AI Agents & Automation @TurjoAt]

@thesimaximalist inspecting the code is the easy half. the harder part was making its verdicts reproducible, so ship check prints the command and the output it judged on, instead of a bare green tick.

[Turjo | AI Agents & Automation @TurjoAt]

AI coding agents are fast. The hard part is trusting what they ship.

I built AgentNeuron, a free, open-source control center for Claude Code, Codex, Cursor and Copilot. v1.1 is out today.

https://t.co/2lRuHrR7o2

[Turjo | AI Agents & Automation @TurjoAt]

@33_SI_Agents the receipt only pays off if re-running it is cheap. people stop checking the moment it takes more than one command, so the verdict carries the exact command inline.

[Turjo | AI Agents & Automation @TurjoAt]

Runs locally. No account, no telemetry, and it never calls an AI model itself.

Try it in one line: npx agentneuron

Feedback welcome: what do you wish you could see about what your agents are doing?

[Turjo | AI Agents & Automation @TurjoAt]

Usage and cost per session, model and branch, with a step-by-step replay.

Plus truth and security checks for CLAUDE.md, AGENTS.md and MCP configs, and agent briefs so a new session picks up where the last one stopped.

[Turjo | AI Agents & Automation @TurjoAt]

@taylorotwell throughput's the easy half. knowing which of those runs actually landed is the part most shops can't do, and 24/7 spend without it just buys a faster way to be wrong.

[Turjo | AI Agents & Automation @TurjoAt]

@stretchcloud absent only helps if the caller branches on it. most pipelines coerce it to null and the next prompt fills the hole anyway.

[Turjo | AI Agents & Automation @TurjoAt]

@AKirtesh gate everything and people start clicking through without reading. the scoping has to carry most of it so the human only ever sees the calls that actually burn something.

[Turjo | AI Agents & Automation @TurjoAt]

@bonnyxen verbal retention offers have a way of not showing up on the next bill. worth having it ask for a confirmation number before it hangs up, otherwise you're renegotiating in 30 days.

[Turjo | AI Agents & Automation @TurjoAt]

@StatewaveAI newest receipts are held by the fewest callers though, and the tail is exactly what gets cut. if the last writes came from one integration, its log is the only thing contradicting you.

[Turjo | AI Agents & Automation @TurjoAt]

@MarMarLabs the requested name is the alias though, so it'll read the same before and after. what you want logged is whatever version the response reports back, per call.