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American technology company
Developer-first observability Runecast (2024): AI-powered security and compliance solutions Metis (2025): AI-driven database observability DevCycle (2026):
Dynatrace
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
Israeli ML observability platform
Aporia is a machine learning observability platform based in Tel Aviv, Israel. The company has a US office located in San Jose, California. Aporia has
Aporia_(company)
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
running AI agents. Layer 5: Evaluation and observability - focus on assessing the safety and performance of AI agents. Layer 6: Security and compliance
AI_agent
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.
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
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
American technology company
Datadog, Inc. is an American company that provides an observability service for cloud-scale applications, providing monitoring of servers, databases,
Datadog
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
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
Protocol for communicating between LLMs and applications
Retrieved 2026-06-14. "AAIF's MCP Dev Summit: Gateways, gRPC, and Observability Signal Protocol Hardening". InfoQ. 2026-04-14. Retrieved 20 April 2026
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
Specifically, the argument is intended to refute a position Searle calls the strong AI hypothesis: "The appropriately programmed computer with the right inputs and
Chinese_room
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 technology company
Rick (June 13, 2024). "Splunk Unveils Advanced AI Capabilities Throughout Its Security, Observability And IT Service Intelligence Software". CRN. Whiting
Splunk
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
American software company
"Software observability platform Honeycomb raises $50M". VentureBeat. Retrieved 10 October 2023. Gillin, Paul (6 April 2023). "Observability platform Honeycomb
Honeycomb_(company)
U.S. information technology company
expand cloud-native observability capabilities". SiliconANGLE. 2025-08-20. Retrieved 2025-09-10. Bradley, PJ (June 23, 2025). "F5 Expands AI Security Reach
F5,_Inc.
Hypothesis about intelligent agents
additional computing infrastructure to succeed in its calculations. Proposed basic AI drives include utility function or goal-content integrity, self-protection
Instrumental_convergence
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
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
American technology company
bring AI-powered skills mapping to the enterprise". VentureBeat. Scannell, Ed (October 6, 2022). "ServiceNow buys Era Software to unify observability strategy"
ServiceNow
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
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
American enterprise data platform company
observability lock-in with $35M from Sequoia and CRV". SiliconANGLE. 2020-10-15. Retrieved 2024-06-19. Sawers, Paul (2022-05-24). "Data observability
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
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_NV
Cloud computing model
logging, and cloud-agnostic observability platforms are mitigating these challenges. Emerging technologies like OpenTelemetry, AI-powered anomaly detection
Serverless_computing
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
Software agent which acts autonomously
performance through machine learning or by acquiring knowledge.[citation needed] AI textbooks[which?] define artificial intelligence as the "study and design
Intelligent_agent
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
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)
Concept in telecommunications
API-first integration, data pipelines, and AI-enabled automation. Operators increasingly adopt observability, closed-loop assurance and AIOps techniques
OSS/BSS
IT infrastructure monitoring and observability software
Grafana Prometheus (software) Comparison of network monitoring systems Observability (software) Network monitoring Network management software "Checkmk EULA"
Checkmk
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
observability-302495543.html "DBmaestro Launches Database Source Control Solution" (Press release). "DBmaestro announcing: Generative DevOps AI" (Press
DBmaestro
American venture capital firm
real-world. In 2025, the firm saw significant portfolio exits: cloud observability startup Chronosphere was acquired by Palo Alto Networks for $3.35 billion
Lux_Capital
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)
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
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
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
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
Projecting human traits onto computers
test – Classification based on observable evidence Intentional stance – Philosophical concept Loebner Prize – Annual AI competition Philosophical zombie –
ELIZA_effect
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
American venture capital firm
Cimulate - AI-native shopping experiences, powered by context was acquired by Salesforce in 2026 Chronoshere - cloud-native observability platform was
Sierra_Ventures
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
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
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
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
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
Global software company
Opstrace, Inc., developers of an open-source software monitoring and observability platform. In December 2023, GitLab forced users in mainland China, Macau
GitLab_Inc.
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
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
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. "TestPlant and Undo team up on Continuous
Undo_(company)
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
Number-based word
l10n – localization m12n – modularization o11n – orchestration o11y – observability p13n – personalization Some numeronyms are composed entirely of numbers
Numeronym
differ in how they deal with other attributes of domain (e.g. partial observability or sensoric noise). Recent action learning methods take various approaches
Action_model_learning
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
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
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
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
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
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
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
Database management system
expanded procedural SQL, engine and performance improvements, and enhanced observability. The release incorporated a notable number of community-contributed
MariaDB
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
Programming language to describe game rules
designed by Michael Genesereth. The goal of GDL is to allow the development of AI agents capable of general game playing. It is part of the General Game Playing
Game_Description_Language
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
Product of large explosions in humid air
A transient condensation cloud, also called a Wilson cloud, is observable surrounding large explosions in humid air. When a nuclear weapon or high explosive
Condensation_cloud
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
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
Aircraft which use stealth technology to avoid detection
Besides all the usual demands of flight, the design of a stealth or low-observability aircraft aims to reduce radar and infrared (thermal) detection, including:
Stealth_aircraft
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)
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
Technical publishing system
documents mixed with executable code including Python, R, Julia, and Observable JavaScript into static formats including PDF, HTML, MS Word, PowerPoint
Quarto_(software)
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
Telecoms software company
Announced in 2026, ECHO (Enhanced Channel Insight with Holographic Observability) is a USM feature that captures data from real time operations in the
Cohere_Technologies
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
Approach to control of non-linear systems
satisfactory control for a different operating point of the system. One or more observable variables, called the scheduling variables, are used to determine what
Gain_scheduling
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
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
for AI will change society forever (and how it won't)". New Scientist. Retrieved 27 July 2023. "Stop talking about tomorrow's AI doomsday when AI poses
2023_in_science
Interdisciplinary theory
significantly impacted artificial intelligence (AI) and robotics; it has contributed to the drastic changes AI has been through over the last years. Insights
Embodied_cognition
ambiguous and wider ranging terms such as 'Agent governance' , 'Agent observability' or 'AI agent policing'. The theoretical underpinnings for artificial (inorganic)
Agent_verification
Chinese long-range air-to-air missile
range of the missile was upgraded using technology provided by the UAE-based AI firm G42 to Huawei. The PL-15 entered People's Liberation Army Air Force (PLAAF)
PL-15
agentic AI to handle tasks on your computer CrewAI Auto-GPT — open-source autonomous goal-driven AI agent framework AgentGPT — browser-based autonomous AI agent
List of free and open-source software packages
List_of_free_and_open-source_software_packages
Mathematical description of quantum state
More, all α are in an n-dimensional set A = A1 × A2 × ... × An where each Ai is the set of allowed values for αi; all ω are in an m-dimensional "volume"
Wave_function
Applications of category theory
language CQL, a query language based on Kan extensions Companies: Conexus AI, a data integration company Symbolica, a machine learning company Mascots:
Applied_category_theory
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
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
Mathematical formalism for artificial general intelligence
partially observable Pac-Man. Gödel machine Marcus Hutter (2000). A Theory of Universal Artificial Intelligence based on Algorithmic Complexity. arXiv:cs.AI/0004001
AIXI
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
System containing both human and AI elements
the following general requirements: Observability: agents must make their status, intentions, knowledge observable to others. Predictability: agents must
Human-agent_team
South Korean fighter aircraft
electronic warfare support. Together, these systems are managed by an AI Pilot (K-AI Pilot) capable of autonomous tactical recognition and engagement, allowing
KAI_KF-21_Boramae
Theorem in cybernetics
Wayback Machine", 2006 Richens, Jonathan; Abel, David; Bellot, Alexis; Everitt, Tom (2025). "General agents need world models". arXiv:2506.01622 [cs.AI].
Good_regulator_theorem
Statement about a future event
intersected with artificial intelligence (AI) and machine learning. Academic research has explored the use of AI models for astrological predictions, while
Prediction
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
Claim that human mathematicians are not describable as formal proof systems
"Refining AI Reasoning Trial-and-Error Techniques for Smarter Large Language Models". Zhan, Jingtao; Zhao, Jiahao; Li, Jiayu; Liu, Yiqun; Zhang, Bo; Ai, Qingyao;
Penrose–Lucas_argument
AI OBSERVABILITY
AI OBSERVABILITY
Male
Egyptian
, a king of Egypt.
Girl/Female
American, Australian, Danish, French, German, Greek, Hebrew, Japanese, Scottish, Swedish, Thai, Vietnamese
May; Goddess of Spring Growth; Brightness; Dance; Coyote; Pearl; Cherry Blossom; Apricot Blossom; Combination of Ma and Ai; Scottish Form of Margaret
Biblical
same as Ai = heap of ruins
Girl/Female
Biblical
Mass, heap.
Biblical
same as Ai; an hour; eye; fountain
AI OBSERVABILITY
AI OBSERVABILITY
Boy/Male
Indian
Dispersed in the air
Boy/Male
Arabic, Muslim
A Companion of Prophet Muhammad (PBUH)
Girl/Female
Hindu, Indian, Tamil
A Lady
Boy/Male
Hindu
Joy, Pleasure delight
Boy/Male
Tamil
Living in the forest
Male
Finnish
Finnish form of Scandinavian Hjalmar, JALMARI means "helmet-warrior."
Boy/Male
Irish Latin
noble.
Male
Hebrew
(×ָחָז) Greek and Hebrew name ACHAZ means "possessing, possessor." In the bible, this is the name of the eleventh king of Judah, son of Jotham. Also spelled Ahaz.Â
Girl/Female
German
Bright
Boy/Male
Hindu, Indian
Dhamphu (Related to Indian Vedas)
AI OBSERVABILITY
AI OBSERVABILITY
AI OBSERVABILITY
AI OBSERVABILITY
AI OBSERVABILITY
n.
A vowel digraph; a union of two vowels in the same syllable, only one of them being sounded; as, ai in rain, eo in people; -- called an improper diphthong.
n.
The three-toed sloth (Bradypus tridactylus) of South America. See Sloth.
pl.
of Ai