Comments for ISbyR https://isbyr.com/ Infrequent Smarts by Reshetnikov Thu, 22 Oct 2026 14:08:47 +0000 hourly 1 https://wordpress.org/?v=7.1.3 Comment on The ABCs of Voice AI Agents by Ilya Reshetnikov https://isbyr.com/the-abcs-of-voice-ai-agents/#comment-40164 Thu, 22 Oct 2026 14:08:47 +0000 https://isbyr.com/?p=1310#comment-40164 In reply to AskLucien founder.

Good point! For delegated outbound calls, I’d treat the evidence bundle as a separate, user-facing artifact rather than just call analytics. Analytics tells us how the call performed technically; the artifact tells the user what was actually achieved, ideally with supporting transcript excerpts, timestamps, and recordings where available.

Regarding Twilio, I’d use the answered callback (CallStatus=in-progress) as the answer boundary and completed as the call-end boundary. Neither guarantees success — voicemail or an IVR can answer too.

I’d argue that successful completion is an application-level outcome, determined by the agent’s workflow and backed by evidence, rather than a Twilio event.

Curious how you’re handling cases where the agent believes it got confirmation, but the conversation is ambiguous?

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Comment on The ABCs of Voice AI Agents by AskLucien founder https://isbyr.com/the-abcs-of-voice-ai-agents/#comment-38210 Fri, 04 Sep 2026 06:56:22 +0000 https://isbyr.com/?p=1310#comment-38210 This is a genuinely useful map of the voice stack. One concept I would add for delegated outbound calls is post-call evidence, or an audit artifact. With an inbound receptionist the caller hears the exchange; when a user delegates a call and is not on the line, the recording, transcript, translation, disposition, and the exact evidence behind the result become part of the product—not just observability for the builder.

I’m the founder of Lucien, where we are testing that outbound pattern for one low-stakes business call at a time. I’m curious how you would model it in this architecture: as call analytics, or as a separate user-facing artifact—and which Twilio event would you treat as the authoritative boundary between connected, answered, and successfully completed? If you would like to pressure-test the current evidence bundle, the beta is linked from my name. Calling requires a card and prepaid credit, and Lucien is not for bulk marketing or emergency calls.

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Comment on Send Claude Code and Codex logs to Splunk by How I (ab)used OpenTelemetry to make Claude Code and Codex speak to me https://isbyr.com/send-claude-code-and-codex-logs-to-splunk/#comment-36133 Fri, 24 Jul 2026 12:54:17 +0000 https://isbyr.com/?p=1329#comment-36133 […] below is additive. It belongs in the existing Collector configuration (as described in Send Claude Code and Codex logs to Splunk); it is not a complete replacement for […]

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Comment on Splunk Eventgen Jinja templating by Ilya Reshetnikov https://isbyr.com/splunk-eventgen-jinja-templating/#comment-25139 Sat, 09 Aug 2025 13:15:41 +0000 http://isbyr.com/?p=796#comment-25139 In reply to Emily Dern.

Hi Emily,
I think the SA-Eventgen app comes with jinja libraries
“`
find /opt/splunk912/ -name “jinja*”
/opt/splunk912//etc/apps/SA-Eventgen/bin/jinja2
/opt/splunk912//etc/apps/SA-Eventgen/lib/splunk_eventgen/lib/plugins/generator/jinja.py
/opt/splunk912//etc/apps/SA-Eventgen/lib/splunk_eventgen/lib/plugins/generator/__pycache__/jinja.cpython-37.pyc
“`

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Comment on Add new LLM models to Splunk MLTK by Ilya Reshetnikov https://isbyr.com/add-new-llm-models-to-splunk-mltk/#comment-25110 Sat, 09 Aug 2025 03:02:26 +0000 https://isbyr.com/?p=1234#comment-25110 In reply to Bar.

Hi Bar, happy to hear it worked for you.
I wanted to create an LLM Telemetry dashboard to show all the executions, how long they took, etc.

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Comment on Splunk Eventgen Jinja templating by Emily Dern https://isbyr.com/splunk-eventgen-jinja-templating/#comment-24631 Thu, 31 Jul 2025 17:16:17 +0000 http://isbyr.com/?p=796#comment-24631 The install documentation says jinja is not included with the Splunk App by default: How did you go about adding that plugin? Similar to the standalone, can you simply copy the jinja.py script into a newly created ../lib/plugins/generators/ path?

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Comment on Add new LLM models to Splunk MLTK by Bar https://isbyr.com/add-new-llm-models-to-splunk-mltk/#comment-24515 Tue, 29 Jul 2025 19:48:44 +0000 https://isbyr.com/?p=1234#comment-24515 Thank you very much, it worked
What is the purpose of your LLM Telemetry dashboard you work on?

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Comment on UTM VM fails to start “qcow2: Image is corrupt; cannot be opened read/write” by Ilya Reshetnikov https://isbyr.com/utm-vm-fails-to-start-qcow2-image-is-corrupt-cannot-be-opened-read-write/#comment-20267 Wed, 28 May 2025 11:00:25 +0000 http://isbyr.com/?p=677#comment-20267 In reply to Mat.

Great!
Good to hear it helped;

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Comment on UTM VM fails to start “qcow2: Image is corrupt; cannot be opened read/write” by Mat https://isbyr.com/utm-vm-fails-to-start-qcow2-image-is-corrupt-cannot-be-opened-read-write/#comment-19667 Thu, 01 May 2025 11:47:18 +0000 http://isbyr.com/?p=677#comment-19667 this worked for me, thanks 🙂

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Comment on Qwiklabs – GCP Essentials – Creating a Virtual Machine stuck on 10/15 points by FobertNof https://isbyr.com/qwiklabs-gcp-essentials-creating-virtual-machine/#comment-19232 Sat, 12 Apr 2025 12:27:31 +0000 http://isbyr.com/?p=230#comment-19232 #HeLLo#

This site truly has all of the information I wanted concerning this subject and didn’t know who to ask.

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