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Collecting and analyzing telemetry from AI systems in production
AI observability is the practice of collecting and analyzing telemetry, data such as logs, metrics, and traces that a system automatically records as it
AI_observability
American technology company
Developer-first observability Runecast (2024): AI-powered security and compliance solutions Metis (2025): AI-driven database observability DevCycle (2026):
Dynatrace
Artificial intelligence software company
software company that develops evaluation and observability tools for large language model (LLM) applications and AI systems. The company was founded in 2023
Braintrust
Ability to collect data about software execution
of observability varies by vendor: Observability is the process of making a system’s internal state more transparent. Systems are made observable by the
Observability_(software)
Autonomous artificial intelligence agent
the technical foundation of the AI agents. Layer 5: Evaluation and observability – the safety and performance of AI agents. Layer 6: Security and compliance
AI_agent
Open-source database management system
observability platform built on ClickHouse, providing a user interface and observability tooling that were integrated into ClickHouse's observability
ClickHouse
Israeli ML observability platform
"Aporia Tackles AI Trust with $25M Series A Round". EnterpriseAI. Retrieved 2023-03-13. "Aporia raises $25M to grow its AI observability platform". SiliconANGLE
Aporia_(company)
Cloud-based data-warehousing company
2026, Snowflake announced an agreement to acquire Observe, an AI-powered observability company. In 2024, hundreds of customers of Snowflake were targeted
Snowflake_Inc.
French AI firm
acquired by Datadog, a NASDAQ-listed observability and security software company. The Adaptive ML team joined Datadog AI Research, the company's research
Adaptive_ML
American technology company
Datadog, Inc. is an American company that provides an observability service for cloud-scale applications, providing monitoring of servers, databases,
Datadog
Conformance of AI to intended objectives
intelligence (AI), alignment aims to steer AI systems toward a person's or group's intended goals, preferences, or ethical principles. An AI system is considered
AI_alignment
Open-source analytics and visualization platform
Telemetry for telemetry optimization and Grafana Assistant for AI-assisted observability workflows. Grafana Enterprise contains features including LDAP
Grafana
Hypothesis about intelligent agents
of AI in pop culture. The concept is further represented by the video game Universal Paperclips, where the player takes the role of an AI; an AI programmed
Instrumental_convergence
Error of reducing human roles to basic functions
discussions have extended the concept of the doorman fallacy to generative AI's replacement of white-collar and customer service roles. In 2025, the Commonwealth
Doorman_fallacy
Protocol for communicating between LLMs and applications
was adopted by major AI providers, including OpenAI and Google DeepMind. In December 2025, Anthropic donated MCP to the Agentic AI Foundation, a fund under
Model_Context_Protocol
Concept involving online bot activity
column in AI & Society's "Curmudgeon Corner", Yoshija Walter stated that the once speculative theory is now observable with the introduction of AI generated
Dead_Internet_theory
Thought experiment on artificial intelligence
statements of artificial intelligence (AI) researchers, it is not an argument against the goals of mainstream AI research because it does not show a limit
Chinese_room
Open-source artificial intelligence agent framework
CrewAI is an open-source software framework and platform for building AI agents and multi-agent systems. Written primarily in Python, it is used to define
CrewAI
American information technology company
observability, and operational model across data center, campus, WAN, and cloud deployments. Arista Ethernet switches are widely deployed across: AI and
Arista_Networks
American web infrastructure company
and observability platforms". Fastly Documentation. Retrieved 2026-10-02. "Real-Time Observability & Edge Visibility Platform". Fastly. "Rise of AI crawlers
Fastly
American technology company
Rick (June 13, 2024). "Splunk Unveils Advanced AI Capabilities Throughout Its Security, Observability And IT Service Intelligence Software". CRN. Whiting
Splunk
S2CID 259470901. "Statement on AI Risk AI experts and public figures express their concern about AI risk". Center for AI Safety. Retrieved 14 September
Timeline of artificial intelligence
Timeline_of_artificial_intelligence
Real-time observability platform
Netdata is a real-time observability platform for monitoring infrastructure and applications. The project started in 2016 as an open-source system monitoring
Netdata
American software company
Funding, Expands Data Observability Pipeline Lineup | CRN". www.crn.com. Retrieved 2024-06-19. "Cribl sets out to fix IT observability lock-in with $35M from
Cribl.io
American software company
the data and AI division of HCLSoftware. Actian develops technologies for data intelligence, data observability, databases, conversational AI, and data management
Actian
Structuring text as input to generative artificial intelligence
token budgeting, provenance tags, versioning of context artifacts, observability (logging which context was supplied), and context regression tests to
Prompt_engineering
Language model application development framework
API. In February 2024 LangChain released LangSmith, a closed-source observability and evaluation platform for LLM applications, and announced a US $25
LangChain
American technology company
Software to unify observability strategy". TechTarget. Retrieved July 31, 2026. Shelly Kramer (May 16, 2023). "ServiceNow Expands Its AI Capabilities with
ServiceNow
American software company
Vizard, Mike (2023-07-19). "Postman Acquires Akita Software to Gain API Observability". DevOps.com. Retrieved 2026-07-06. "Postman Acquires liblab to Accelerate
Postman,_Inc.
U.S. information technology company
Inc., a Reston-based provider of eBPF-powered, cloud-native network observability and real-time network intelligence. MantisNet’s agentless telemetry
F5,_Inc.
Software agent which acts autonomously
intelligence, a specialized subset of intelligent agents, AI agents (also known as agentic AI) expand this concept by proactively pursuing goals, making
Intelligent_agent
American software company
"Software observability platform Honeycomb raises $50M". VentureBeat. Retrieved 10 October 2023. Gillin, Paul (6 April 2023). "Observability platform Honeycomb
Honeycomb_(company)
Branch of artificial intelligence
probabilities, full observability, maximization of a reward function, and a single agent. When full observability is replaced by partial observability, planning
Automated planning and scheduling
Automated_planning_and_scheduling
U.S. information technology company
analytics company, focusing on cybersecurity, security analytics and observability. It provides log management and analytics services based on artificial
Sumo_Logic
Moral behaviours of man-made machines
behaviors of man-made machines that use artificial intelligence (AI), otherwise known as AI agents. Machine ethics differs from other ethical fields related
Machine_ethics
Company behind search engine Elasticsearch
Dutch-American software company that provides a platform for enterprise search, observability, and cybersecurity. Its product enables users to search and analyze
Elastic_(company)
Technological phenomenon with social implications
NIST's AI Risk Management Framework 1.0 and its 2024 Generative AI Profile provide practical guidance for governing and measuring bias mitigation in AI systems
Algorithmic_bias
Cloud computing model
logging, and cloud-agnostic observability platforms are mitigating these challenges. Emerging technologies like OpenTelemetry, AI-powered anomaly detection
Serverless_computing
Concept in telecommunications
API-first integration, data pipelines, and AI-enabled automation. Operators increasingly adopt observability, closed-loop assurance and AIOps techniques
OSS/BSS
Open source cloud computing software
Hubble was created as the network observability component and Tetragon was later added for security observability and runtime enforcement. Cilium runs
Cilium_(computing)
American technology company
Secure the AI Era". Palo Alto Networks. Retrieved 2026-03-21. "Palo Alto Networks Completes Chronosphere Acquisition, Unifying Observability and Security
Palo_Alto_Networks
Software designed to play StarCraft II
also be a major milestone, due to the game's "real-time play, partial observability, no single dominant strategy, complex rules that make it hard to build
AlphaStar_(software)
Software company based in India
App Live, Automate, App Automate and Percy. Launched in 2023, Test Observability is a test analytics platform for tracking execution data across CI pipelines
BrowserStack
System of multiple interacting agents
causes semantic drift away from standard natural language, producing an observability-comprehensibility gap where agent token traffic remains syntactically
Multi-agent_system
Event-driven, portable runtime for building microservices on cloud and edge
and hosting environments, together with the security, resiliency and observability features expected of production systems. Dapr is developed in the open
Dapr
Open-source analytical query engine
Retrieved 2026-03-22. "Cloudflare Log Explorer is now GA, providing native observability and forensics". The Cloudflare Blog. Cloudflare. 2025-06-18. Retrieved
Apache_DataFusion
Class of military vehicles
speed, stealth, extreme maneuverability, advanced artificial intelligence (AI), and beyond-visual-range (BVR) missile integration. Several unmanned fighter
Unmanned_fighter_aircraft
Turkish unmanned combat aerial vehicle
aircraft to operate in contested environments while sustaining low observability. The aerodynamic controls feature canards-delta configuration, previously
Bayraktar_Kızılelma
Sub-field of reinforcement learning
Hassabis, Demis (2020). "Game Plan: What AI can do for Football, and What Football can do for AI". arXiv:2011.09192 [cs.AI]. Chu, Tianshu; Wang, Jie; Codecà
Multi-agent reinforcement learning
Multi-agent_reinforcement_learning
Branch of engineering and mathematics
point. Other aspects which are also studied are controllability and observability. Control theory is used in control system engineering to design automation
Control_theory
Graphical presentation of the maturity of specific technologies
disillusionment, six in ten do not rise again. AI winter – Period of reduced funding and interest in AI research Dunning–Kruger effect – Cognitive bias
Gartner_hype_cycle
Czech venture capital firm
billion in September 2021. KAYA later invested in the AI infrastructure startup E2B, the observability platform Better Stack and the mRNA biotech Sensible
KAYA_VC
Software debugging company in the United Kingdom
2022-05-18. "Greg Law on Debugging, Record & Replay of Data, and Hyper-Observability". InfoQ. Retrieved 2022-05-18. Cardoza, Christina (2016-08-17). "TestPlant
Undo_(company)
American software company
Woodie, Alex (January 18, 2023). "Fluentd Rides Wave of Roll-Your-Own Observability". Datanami. Retrieved 24 October 2024. Gage, Deborah (July 24, 2013)
Treasure_Data
Mathematical model used for classification or regression
probability distribution P ( X , Y ) {\displaystyle P(X,Y)} on a given observable variable X and target variable Y; A generative model can be used to "generate"
Discriminative_model
Unemployment caused by technological change
a temporary phase of maladjustment". Advances in artificial intelligence (AI) have reignited debates about the possibility of mass unemployment, or even
Technological_unemployment
Topics referred to by the same term
Generative model, a model for randomly generating observable data in probability and statistics Generative AI, a type of machine learning system that uses
Generative
List of concepts in artificial intelligence
definitions of terms and concepts relevant to the study of artificial intelligence (AI), its subdisciplines, and related fields. Related glossaries include Glossary
Glossary of artificial intelligence
Glossary_of_artificial_intelligence
Global software company
Opstrace, Inc., developers of an open-source software monitoring and observability platform. In March 2024, GitLab Inc. acquired Oxeye, a provider of cloud-native
GitLab_Inc.
Projecting human traits onto computers
test – Classification based on observable evidence Intentional stance – Philosophical concept Loebner Prize – Annual AI competition Philosophical zombie –
ELIZA_effect
Computer scientist and robotics researcher
Karol; Preiss, James; Sukhatme, Gaurav S.; Weiss, Stephan (2017-07-07). "Observability-Aware Trajectory Optimization for Self-Calibration With Application
Karol_Hausman
Database management system
expanded procedural SQL, engine and performance improvements, and enhanced observability. The release incorporated a notable number of community-contributed
MariaDB
Micronaut bean, Jakarta EE CDI wiring and a thin JUnit 5 test harness. Observability: optional Micrometer timers and counters for succeeded, failed and enqueued
JobRunr
American educational website
shares pointers for training AI for classroom use". Government Technology. Phil Wainewright (November 6, 2020). "How observability helps Quill in its mission
Quill.org
Italian computer scientist
Marr Prize at ICCV 1999), also characterized the identifiability and observability of visual-inertial sensor fusion (Best Paper Award at ICRA 2015). His
Stefano_Soatto
Cloud computing software and services company
enhance performance, security, and observability for AI workloads. Mirantis was also named a collaborator in the NVIDIA AI Factory for Government initiative
Mirantis
Computer system emulating human expert
In artificial intelligence (AI), an expert system is a computer system emulating the decision-making ability of a human expert. Expert systems are designed
Expert_system
Principle in AI development
ambiguous and wider ranging terms such as 'Agent governance' , 'Agent observability' or 'AI agent policing'. The theoretical underpinnings for artificial (inorganic)
Agent_verification
Linux Foundation project
level on September 29, 2024. Cilium provides networking, security, and observability for Kubernetes deployments using eBPF technology. It joined the CNCF
Cloud Native Computing Foundation
Cloud_Native_Computing_Foundation
Company providing open-source middleware
delivering modular golden paths with built-in CI/CD automation, deep observability, and governance-by-design to accelerate developer and agent delivery
WSO2
Mathematical model for sequential decision making under uncertainty
When this assumption is not true, the problem is called a partially observable Markov decision process or POMDP. Constrained Markov decision processes
Markov_decision_process
Geoglyphs in the Nazca Desert, Peru
Institute, in collaboration with IBM Research, used artificial intelligence (AI) to discover 303 previously unknown geoglyphs depicting parrots, cats, monkeys
Nazca_lines
Planning programming language
addition of partial-observability and probabilistic effects (again, in form of two new modular requirements, :partial-observability and :probabilistic-effects
Planning Domain Definition Language
Planning_Domain_Definition_Language
Private computing cloud
approval. EU AI Cloud: EU AI Cloud is a sovereign AI offering for Europe that provides secure, compliant environments for building and running AI, including
SAP_Cloud_Infrastructure
Published in 2025 by Basekick Labs for product analytics, observability, IoT telemetry, and AI-agent memory workloads. Calpont InfiniDB C++ ClickHouse C++
List of column-oriented DBMSes
List_of_column-oriented_DBMSes
Number-based word
l10n – localization m12n – modularization o11n – orchestration o11y – observability p13n – personalization Some numeronyms are composed entirely of numbers
Numeronym
observability-302495543.html "DBmaestro Launches Database Source Control Solution" (Press release). "DBmaestro announcing: Generative DevOps AI" (Press
DBmaestro
Indian American physician and computer scientist
Kundu, AI in medicine must be explainable (2021) in Nature Medicine 27(8): 1328-1328. S. Kundu, Measuring trustworthiness is crucial for medical AI tools
Shinjini_Kundu
autonomous goal-driven AI agent framework CrewAI — software framework and platform for building AI agents Hermes Agent — self-improving AI agent developed by
List of free and open-source software packages
List_of_free_and_open-source_software_packages
Field of machine learning
the agent is said to have partial observability, and formally the problem must be formulated as a partially observable Markov decision process. In both
Reinforcement_learning
Local and global geometry of the universe
evidence (WMAP, BOOMERanG, and Planck, for example) indicates that the observable universe is spatially flat to within a 0.4% margin of error of the curvature
Shape_of_the_universe
Fortran software and development tools
software suite to calculate optical, mechanical, vibrational, and other observable properties of materials Cantera — chemical kinetics, thermodynamics, and
List of Fortran software and tools
List_of_Fortran_software_and_tools
Class of autonomous or semi-autonomous military ariel vehicle
utilizing human-in-the-loop from a manned aircraft and artificial intelligence (AI) of the loyal wingman drone to fly in formation, react to changing battlefield
Loyal_wingman_drone
U.S. government AI system
Sentient is a classified artificial intelligence (AI)–powered satellite-based intelligence analysis system developed and operated by the National Reconnaissance
Sentient (intelligence analysis system)
Sentient_(intelligence_analysis_system)
Iranian-American operations researcher and professor
advanced AI methods with real-world applications, notably within the healthcare sector. Saghafian developed the concepts of "Ambiguous Partially Observable Markov
Soroush_Saghafian
French tech consulting company
and observability. Since 2024 In 2024, Devoteam Group launched the "Amplify" strategic plan focused on strengthening the company's role in AI-driven
Devoteam_Group
Working of magical feats by an individual
principles to achieve specific supernatural outcomes, often in a tangible and observable manner. It is sometimes translated into English as wonderworking. Thaumaturgy
Thaumaturgy
Discrepancy of the lack of evidence for alien life despite its apparent likelihood
given the vast number of stars and potentially habitable planets in our observable universe, there is no clear evidence of extraterrestrial civilizations
Fermi_paradox
Long, thin artificial clouds that sometimes form behind aircraft
"Project Contrails: Preventing Contrails with AI – Google Research". Project Contrails: Preventing Contrails with AI – Google Research. Retrieved 12 May 2024
Contrail
Country in Northwestern Europe
"UK AI sector most valuable in Europe, new report reveals". Holyrood. 11 June 2024. Retrieved 20 July 2025. "Which countries are leading in AI? | Stanford
United_Kingdom
Annual conference event held by Microsoft
cloud-native stack for building observable, production ready, distributed applications. Highlights: AI agents, Azure AI Foundry, Windows AI Foundry, GitHub Copilot
Microsoft_Build
Model for generating observable data in probability and statistics
Naive bayes, Autoregressive model) Generative adversarial network Generative AI Averaged one-dependence estimators Latent Dirichlet allocation Boltzmann machine
Generative_model
2005–2024 Oxford University research centre
dangers of advanced artificial intelligence (AI). In 2014, its researchers published several books on AI risk, including Stuart Armstrong's Smarter Than
Future_of_Humanity_Institute
Growth equity firm
into its coffers to expand its production analytics into a full-stack observability platform". TechCrunch. Retrieved 2024-02-08. "Silverfort Raises $65m
Greenfield_Partners
Vehicle operated with reduced or no human input on public roads
robotaxi service in Phoenix, Arizona, followed by a similar service by DeepRoute.ai in Shenzhen. Cruise later shut down in 2024, with several other manufacturers
Self-driving_car
Approach in generative models
physics for learning from data. The approach prominently appears in generative AI. EBMs provide a unified framework for many probabilistic and non-probabilistic
Energy-based_model
Problem setup in machine learning
observed and non-observed classes through auxiliary information that encodes observable distinguishing properties of objects. For example, given a set of images
Zero-shot_learning
American software developer and activist
Serverless Functions for Real-time Observability USENIX SRECON22. Charity Majors, Liz Fong-Jones, George Miranda. Observability Engineering: Achieving Production
Liz_Fong-Jones
Communication process intended to increase empathy
frameworks are being developed for AI-mediated communication that build on the principles of NVC. And generative AI tools like ChatGPT are being used to
Nonviolent_Communication
2018 educational video game
narrative, this is framed as a reboot of the simulated universe overseen by an AI guide named "Semblance". Players earn meta-currencies called "Metabits" and
Cell_to_Singularity
travel, tourism, insurance
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