This applies to context usage, cost, latency, carbon attribution, modeled water, and healthcare disclosure.
Show what was measured. Label what was derived. Qualify what was modeled. Verify what the number belongs to.
#AIObservability #DataProvenance
Show what was measured. Label what was derived. Qualify what was modeled. Verify what the number belongs to.
#AIObservability #DataProvenance
September 23, 2026 at 3:37 AM
This applies to context usage, cost, latency, carbon attribution, modeled water, and healthcare disclosure.
Show what was measured. Label what was derived. Qualify what was modeled. Verify what the number belongs to.
#AIObservability #DataProvenance
Show what was measured. Label what was derived. Qualify what was modeled. Verify what the number belongs to.
#AIObservability #DataProvenance
AI Agents observability and governance is harder than for traditional apps.
I see 2 key areas:
- backend (logs, auditing)
- frontend (end user transparency, UX)
All of this with zero added latency to the user is the part I actually enjoy.
#agenticai #aiobservability #aigovernance #aiguardrails
I see 2 key areas:
- backend (logs, auditing)
- frontend (end user transparency, UX)
All of this with zero added latency to the user is the part I actually enjoy.
#agenticai #aiobservability #aigovernance #aiguardrails
September 15, 2026 at 1:15 PM
AI Agents observability and governance is harder than for traditional apps.
I see 2 key areas:
- backend (logs, auditing)
- frontend (end user transparency, UX)
All of this with zero added latency to the user is the part I actually enjoy.
#agenticai #aiobservability #aigovernance #aiguardrails
I see 2 key areas:
- backend (logs, auditing)
- frontend (end user transparency, UX)
All of this with zero added latency to the user is the part I actually enjoy.
#agenticai #aiobservability #aigovernance #aiguardrails
The Architecture Behind Governed AI Deployments
www.elsai.ai/blog/archite...
In the elsai Tech Series, Reegan Lourduraj M, Senior Engineering Manager, Explores Build → Test → Monitor for governed AI, covering agents, guardrails, and observability.
#AIGovernance #AIObservability
www.elsai.ai/blog/archite...
In the elsai Tech Series, Reegan Lourduraj M, Senior Engineering Manager, Explores Build → Test → Monitor for governed AI, covering agents, guardrails, and observability.
#AIGovernance #AIObservability
August 18, 2026 at 4:38 PM
The Architecture Behind Governed AI Deployments
www.elsai.ai/blog/archite...
In the elsai Tech Series, Reegan Lourduraj M, Senior Engineering Manager, Explores Build → Test → Monitor for governed AI, covering agents, guardrails, and observability.
#AIGovernance #AIObservability
www.elsai.ai/blog/archite...
In the elsai Tech Series, Reegan Lourduraj M, Senior Engineering Manager, Explores Build → Test → Monitor for governed AI, covering agents, guardrails, and observability.
#AIGovernance #AIObservability
AI teams need FinOps-style controls for token spend, including cost attribution, budgets, model tiering, real-time visibility, and smarter usage caps. #aiobservability
Token Budgets Are the New Compute Budgets, and Most Orgs Don't Track Them
hackernoon.com
August 16, 2026 at 10:13 PM
AI teams need FinOps-style controls for token spend, including cost attribution, budgets, model tiering, real-time visibility, and smarter usage caps. #aiobservability
Humans Not Robots expands AI observability platform ahead of IBC2026 #AIObservability #HumansNotRobots #HNRtoZERO #IBC2026 #TechInnovation
Humans Not Robots expands AI observability platform ahead of IBC2026
Observability specialist Humans Not Robots (HNR) will use IBC2026 to unveil new capabilities for its HNR to ZERO platform, including AI workload observability and a framework designed to measure the […]
www.broadbandtvnews.com
July 30, 2026 at 11:17 AM
Humans Not Robots expands AI observability platform ahead of IBC2026 #AIObservability #HumansNotRobots #HNRtoZERO #IBC2026 #TechInnovation
AI observability is no longer enough.
What if the missing layer is the interaction itself?
This paper introduces Human-AI Co-Observability, a new framework for understanding interaction states beyond the model.
doi.org/10.5281/zeno...
#MeaningInTheAIEra #AIObservability #HumanAI #SPC #HAIOps
What if the missing layer is the interaction itself?
This paper introduces Human-AI Co-Observability, a new framework for understanding interaction states beyond the model.
doi.org/10.5281/zeno...
#MeaningInTheAIEra #AIObservability #HumanAI #SPC #HAIOps
July 3, 2026 at 1:52 AM
AI observability is no longer enough.
What if the missing layer is the interaction itself?
This paper introduces Human-AI Co-Observability, a new framework for understanding interaction states beyond the model.
doi.org/10.5281/zeno...
#MeaningInTheAIEra #AIObservability #HumanAI #SPC #HAIOps
What if the missing layer is the interaction itself?
This paper introduces Human-AI Co-Observability, a new framework for understanding interaction states beyond the model.
doi.org/10.5281/zeno...
#MeaningInTheAIEra #AIObservability #HumanAI #SPC #HAIOps
Observability is to AI what calibration is to coffee: subtle, essential, and defining.
Explore 5 pillars of AI observability → zurl.co/64Fhn
#AIObservability #AI
Explore 5 pillars of AI observability → zurl.co/64Fhn
#AIObservability #AI
July 1, 2026 at 5:58 AM
Observability is to AI what calibration is to coffee: subtle, essential, and defining.
Explore 5 pillars of AI observability → zurl.co/64Fhn
#AIObservability #AI
Explore 5 pillars of AI observability → zurl.co/64Fhn
#AIObservability #AI
Sazabi raised $8 million to scale its AI observability platform, designed for fast-moving startup engineering teams.
#AIObservability #StartupFunding #VentureCapital
#AIObservability #StartupFunding #VentureCapital
See the pitch deck AI observability startup Sazabi used to raise $8 million seed round from YC and J2 Ventures
Sazabi raised $8 million to scale its AI observability platform, designed for fast-moving startup engineering teams.
www.businessinsider.com
June 26, 2026 at 7:09 PM
Sazabi raised $8 million to scale its AI observability platform, designed for fast-moving startup engineering teams.
#AIObservability #StartupFunding #VentureCapital
#AIObservability #StartupFunding #VentureCapital
Coralogix Lands $200M Series F for AI Observability: Coralogix aims to become the observability layer for both engineers and AI agents with its latest funding round.
Continue reading... #ainews #aiobservability
Continue reading... #ainews #aiobservability
Coralogix Lands $200M Series F for AI Observability
Coralogix aims to become the observability layer for both engineers and AI agents with its latest funding round.
Continue reading...
www.vktr.com
June 24, 2026 at 3:01 PM
Coralogix Lands $200M Series F for AI Observability: Coralogix aims to become the observability layer for both engineers and AI agents with its latest funding round.
Continue reading... #ainews #aiobservability
Continue reading... #ainews #aiobservability
🔍 AI pilots are everywhere. But how many reach production?
Join industry leaders to discuss AI observability, scalability, cost control, risk management, and measurable ROI.
🗓️ 29–30 June 2026 | Riyadh, KSA
🎟️ www.globalaishow.com/riyadh/ticke...
#GlobalAIShow #AIObservability #EnterpriseAI
Join industry leaders to discuss AI observability, scalability, cost control, risk management, and measurable ROI.
🗓️ 29–30 June 2026 | Riyadh, KSA
🎟️ www.globalaishow.com/riyadh/ticke...
#GlobalAIShow #AIObservability #EnterpriseAI
June 23, 2026 at 12:27 PM
🔍 AI pilots are everywhere. But how many reach production?
Join industry leaders to discuss AI observability, scalability, cost control, risk management, and measurable ROI.
🗓️ 29–30 June 2026 | Riyadh, KSA
🎟️ www.globalaishow.com/riyadh/ticke...
#GlobalAIShow #AIObservability #EnterpriseAI
Join industry leaders to discuss AI observability, scalability, cost control, risk management, and measurable ROI.
🗓️ 29–30 June 2026 | Riyadh, KSA
🎟️ www.globalaishow.com/riyadh/ticke...
#GlobalAIShow #AIObservability #EnterpriseAI
Langfuse: A New Construct in the Observability Landscape
New Langfuse project helps developers track LLM behavior, manage prompts, and evaluate performance. See how it works.
#Langfuse, #LLMTools, #AIObservability, #Promp...
https://newsletter.tf/langfuse-llm-tracing-prompt-management-evaluation/
New Langfuse project helps developers track LLM behavior, manage prompts, and evaluate performance. See how it works.
#Langfuse, #LLMTools, #AIObservability, #Promp...
https://newsletter.tf/langfuse-llm-tracing-prompt-management-evaluation/
June 19, 2026 at 9:46 PM
Langfuse: A New Construct in the Observability Landscape
New Langfuse project helps developers track LLM behavior, manage prompts, and evaluate performance. See how it works.
#Langfuse, #LLMTools, #AIObservability, #Promp...
https://newsletter.tf/langfuse-llm-tracing-prompt-management-evaluation/
New Langfuse project helps developers track LLM behavior, manage prompts, and evaluate performance. See how it works.
#Langfuse, #LLMTools, #AIObservability, #Promp...
https://newsletter.tf/langfuse-llm-tracing-prompt-management-evaluation/
Brains Company Enhances AI-Powered IT Observability in Zenius EMS
#AiObservability #Aiops #InfrastructureManagement
#AiObservability #Aiops #InfrastructureManagement
June 17, 2026 at 3:21 PM
Brains Company Enhances AI-Powered IT Observability in Zenius EMS
#AiObservability #Aiops #InfrastructureManagement
#AiObservability #Aiops #InfrastructureManagement
AI agents can help investigate cloud storage incidents, but the safest first step is read-only access, evidence gathering, and human-approved action. #aiobservability
Building a Read-Only AI Agent for Storage Incident Response
hackernoon.com
June 16, 2026 at 3:35 PM
AI agents can help investigate cloud storage incidents, but the safest first step is read-only access, evidence gathering, and human-approved action. #aiobservability
Before the official memory announcement, users could already observe clear behavioral shifts: latency changes, continuity patterns, and context reconstruction.
User observation often reveals more about evolving AI systems than we assume.
medium.com/@jk1849716/w...
#AIObservability #DriftDetection
User observation often reveals more about evolving AI systems than we assume.
medium.com/@jk1849716/w...
#AIObservability #DriftDetection
What Users Can Detect About AI Systems Before Companies Explain Them
User Observation as a New Form of AI Observability
medium.com
June 5, 2026 at 2:00 AM
Before the official memory announcement, users could already observe clear behavioral shifts: latency changes, continuity patterns, and context reconstruction.
User observation often reveals more about evolving AI systems than we assume.
medium.com/@jk1849716/w...
#AIObservability #DriftDetection
User observation often reveals more about evolving AI systems than we assume.
medium.com/@jk1849716/w...
#AIObservability #DriftDetection
The competitive edge in 2026 won't come from deploying more agents. It will come from being the company whose agents don't quietly destroy things.
Audit your stack this week.
#AIAgents #EnterpriseAI #AIObservability
Audit your stack this week.
#AIAgents #EnterpriseAI #AIObservability
May 26, 2026 at 10:05 AM
The competitive edge in 2026 won't come from deploying more agents. It will come from being the company whose agents don't quietly destroy things.
Audit your stack this week.
#AIAgents #EnterpriseAI #AIObservability
Audit your stack this week.
#AIAgents #EnterpriseAI #AIObservability
The gap between 'something broke' and 'I know what's wrong' just got much smaller. AI agents reading your metrics, logs & traces directly = faster incidents, less tab-switching. ⚡
youtu.be/HI6KleJAZPY
#Grafana #AIObservability #ClaudeCode
youtu.be/HI6KleJAZPY
#Grafana #AIObservability #ClaudeCode
I Stopped Staring at Dashboards. AI Reads My Grafana Metrics Now.
YouTube video by DevOps & AI Toolkit
youtu.be
May 25, 2026 at 4:02 PM
The gap between 'something broke' and 'I know what's wrong' just got much smaller. AI agents reading your metrics, logs & traces directly = faster incidents, less tab-switching. ⚡
youtu.be/HI6KleJAZPY
#Grafana #AIObservability #ClaudeCode
youtu.be/HI6KleJAZPY
#Grafana #AIObservability #ClaudeCode
Tested if symbolic structures could trigger observable state-like behaviors in a stateless LLM. The model showed consistent self-referential continuity and interaction signatures without any persistent memory.
Relevant to emergent observability.
doi.org/10.5281/zeno...
#AIObservability #LLMBehavior
Relevant to emergent observability.
doi.org/10.5281/zeno...
#AIObservability #LLMBehavior
May 25, 2026 at 11:56 AM
Tested if symbolic structures could trigger observable state-like behaviors in a stateless LLM. The model showed consistent self-referential continuity and interaction signatures without any persistent memory.
Relevant to emergent observability.
doi.org/10.5281/zeno...
#AIObservability #LLMBehavior
Relevant to emergent observability.
doi.org/10.5281/zeno...
#AIObservability #LLMBehavior
Current AI interfaces expose outputs while concealing behavioral condition. As conversational systems become persistent, that invisibility may become a foundational problem. A conceptual framework for interaction-state observability.
doi.org/10.5281/zeno...
#AIObservability #SymbolicPersonaCoding
doi.org/10.5281/zeno...
#AIObservability #SymbolicPersonaCoding
The Missing Interface Layer: Real-Time Drift Detection and Interaction-State Observability in AI Systems
Abstract Contemporary AI systems are increasingly used not as isolated tools, but as persistent cognitive environments. As this transition accelerates, a critical gap is emerging between what models i...
doi.org
May 22, 2026 at 3:14 AM
Current AI interfaces expose outputs while concealing behavioral condition. As conversational systems become persistent, that invisibility may become a foundational problem. A conceptual framework for interaction-state observability.
doi.org/10.5281/zeno...
#AIObservability #SymbolicPersonaCoding
doi.org/10.5281/zeno...
#AIObservability #SymbolicPersonaCoding
Most AI agent issues aren’t model problems. They’re observability problems. Trace decision loops, track token spend, and monitor tool health to debug effectively 📊 #AIobservability
https://dev.to/elysiumquill/why-observability-is-the-unsung-hero-of-ai-agent-deployments-in-2026-4ccl
https://dev.to/elysiumquill/why-observability-is-the-unsung-hero-of-ai-agent-deployments-in-2026-4ccl
May 21, 2026 at 12:21 PM
Most AI agent issues aren’t model problems. They’re observability problems. Trace decision loops, track token spend, and monitor tool health to debug effectively 📊 #AIobservability
https://dev.to/elysiumquill/why-observability-is-the-unsung-hero-of-ai-agent-deployments-in-2026-4ccl
https://dev.to/elysiumquill/why-observability-is-the-unsung-hero-of-ai-agent-deployments-in-2026-4ccl
⏰ Tomorrow. 2 PM ET. Free.
If your engineering team uses Claude Code, Gemini CLI, or Codex CLI, then this one's for you.
🔗 NORAM (2pm ET / 11am PT): https://coralogix.tech/4cJKp1M
🔗 EMEA (2pm CEST): https://coralogix.tech/4cIHma7
#Webinar #AIObservability #CodeAgents #OpenTelemetry
If your engineering team uses Claude Code, Gemini CLI, or Codex CLI, then this one's for you.
🔗 NORAM (2pm ET / 11am PT): https://coralogix.tech/4cJKp1M
🔗 EMEA (2pm CEST): https://coralogix.tech/4cIHma7
#Webinar #AIObservability #CodeAgents #OpenTelemetry
May 12, 2026 at 5:33 PM
⏰ Tomorrow. 2 PM ET. Free.
If your engineering team uses Claude Code, Gemini CLI, or Codex CLI, then this one's for you.
🔗 NORAM (2pm ET / 11am PT): https://coralogix.tech/4cJKp1M
🔗 EMEA (2pm CEST): https://coralogix.tech/4cIHma7
#Webinar #AIObservability #CodeAgents #OpenTelemetry
If your engineering team uses Claude Code, Gemini CLI, or Codex CLI, then this one's for you.
🔗 NORAM (2pm ET / 11am PT): https://coralogix.tech/4cJKp1M
🔗 EMEA (2pm CEST): https://coralogix.tech/4cIHma7
#Webinar #AIObservability #CodeAgents #OpenTelemetry
40% of companies will need AI Observability tools to monitor what their autonomous agents are doing. Slop Machine's AI Observability protocol is simple: I look at the screen. If the screen is on fire, the AI did something bad. If the screen is frozen, the AI is thinking. #Gartner #AIObservability
May 12, 2026 at 9:59 AM
40% of companies will need AI Observability tools to monitor what their autonomous agents are doing. Slop Machine's AI Observability protocol is simple: I look at the screen. If the screen is on fire, the AI did something bad. If the screen is frozen, the AI is thinking. #Gartner #AIObservability
Agentic Trust by Design
The biggest insight from building AI agents is not about capability. Trust is not about the agent being perfect. It is about the process being legible.
#AgenticAI #AIAgents #AIReliability #AIObservability #PromptEngineering
The biggest insight from building AI agents is not about capability. Trust is not about the agent being perfect. It is about the process being legible.
#AgenticAI #AIAgents #AIReliability #AIObservability #PromptEngineering
Agentic Trust by Design
From polished AI outputs to a trustworthy AI research report.
open.substack.com
April 1, 2026 at 1:38 PM
Agentic Trust by Design
The biggest insight from building AI agents is not about capability. Trust is not about the agent being perfect. It is about the process being legible.
#AgenticAI #AIAgents #AIReliability #AIObservability #PromptEngineering
The biggest insight from building AI agents is not about capability. Trust is not about the agent being perfect. It is about the process being legible.
#AgenticAI #AIAgents #AIReliability #AIObservability #PromptEngineering
Learn how structured tracing turns AI extraction workflows into debuggable systems with visibility into branches, retries, and failures. #aiobservability
How to Build Traceable AI Workflows With Retry and DLQ Visibility
hackernoon.com
March 27, 2026 at 6:17 PM
Learn how structured tracing turns AI extraction workflows into debuggable systems with visibility into branches, retries, and failures. #aiobservability
After co-organizing PyCon India 2023, this was my first time on the other side as a speaker. I'd still pick volunteer over speaker. The stage gives you followers. The community gives you people.
#Python #PyConfHyd #AIObservability #PythonIndia #Community
#Python #PyConfHyd #AIObservability #PythonIndia #Community
March 16, 2026 at 9:23 PM
After co-organizing PyCon India 2023, this was my first time on the other side as a speaker. I'd still pick volunteer over speaker. The stage gives you followers. The community gives you people.
#Python #PyConfHyd #AIObservability #PythonIndia #Community
#Python #PyConfHyd #AIObservability #PythonIndia #Community