See the whole stack.
From intent to inference. Explore the layers that make agent applications possible.
Browse every entryIntent & instructions
Turn human intent into explicit, machine-readable constraints.
Agent Skills · AGENTS.md · JSON Schema 2020-1202 / 15 ENTRIESIdentity & access
Give workloads identities and define what they may do.
Cedar · GNAP · JWT / JWS03 / 17 ENTRIESTrace & evidence
Observe runs, evaluate outcomes and establish provenance.
CycloneDX 1.7 · DeepEval · EATAgent harness
Assemble the agent loop, tools, memory and learning systems.
Execution environment
Run workloads, isolate code and recover long-running work.
Connectivity & state
Connect agents, applications and communication protocols.
Inference infrastructure
Serve models and operate compute, storage and networking.
Open models
Explore model families, training tools, formats and distribution.
A taxonomy of related building blocks. Layer placement does not imply verified interoperability.
Explore the landscape.
239 entries. Many ways in.
How we assess readiness
What to watch for
Read the supporting assessment ↗| SOLUTION | SPACE / TYPE | READINESS | Compare |
|---|---|---|---|
| Firecracker KVM-based microVMs for isolating lightweight compute workloads. | Execution environmentProject | Established | |
| LangGraph Stateful agent orchestration with explicit control flow, checkpoints and human review. | Execution environmentProject | Established | |
| E2B Programmatic cloud sandboxes for executing agent-generated code. | Execution environmentProject | Usable | |
| Graphiti Temporal knowledge graphs for agent context that changes over time. | Agent harnessProject | Usable | |
| LangChain Agent loops, model abstractions and integrations built on LangGraph. | Agent harnessProject | Usable | |
| Langfuse Traces, evaluations and prompt management for agent applications. | Trace & evidenceProject | Usable | |
| llama.cpp Local C/C++ inference and an HTTP server across multiple hardware backends. | Inference infrastructureProject | Usable | |
| Mem0 Persistent, retrievable memories for users, sessions and agent applications. | Agent harnessProject | Usable | |
| Playwright Browser automation and testing across Chromium, Firefox and WebKit. | Execution environmentProject | Usable | |
| promptfoo Configurable evaluations and red-team tests for models and agent applications. | Trace & evidenceProject | Usable | |
| Pydantic AI A typed Python agent framework with validated outputs and composable tools. | Agent harnessProject | Usable | |
| Temporal Durable execution for workflows that must recover across failures and long waits. | Execution environmentProject | Usable | |
| vLLM Model inference and serving with batching and distributed execution options. | Inference infrastructureProject | Usable | |
| 802.1Qaz ETS Listed in Inference Infrastructure · scale-out. | Inference infrastructureStandard / spec | Not assessed | |
| 802.1Qbb PFC Listed in Inference Infrastructure · scale-out. | Inference infrastructureStandard / spec | Not assessed | |
| A2A 1.0 Listed in Agent Connectivity & State · agent connectivity. | Connectivity & stateStandard / spec | Not assessed | |
| A2UI Listed in Agent Harness · agent builders & interfaces. | Agent harnessStandard / spec | Not assessed | |
| AG-UI Listed in Agent Harness · agent builders & interfaces. | Agent harnessStandard / spec | Not assessed | |
| Agent Internet Architecture Listed in Agent Connectivity & State · drafts & workstreams. | Connectivity & stateDraft / workstream | Not assessed | |
| Agent Lightning Listed in Agent Harness · agent rl & self-improvement. | Agent harnessProject | Not assessed | |
| Agent Skills Published community specification for reusable agent skills; not an ISO, IETF, or W3C standard. | Intent & instructionsStandard / spec | Not assessed | |
| Agent Substrate Sandboxed, stateful agent execution runtime; separate project required by AX. | Execution environmentProject | Not assessed | |
| Agent TARS General multimodal agent stack with CLI and web UI; shares a repository with UI-TARS Desktop but is a distinct deliverable. Classified with agent builders and interfaces. | Agent harnessProject | Not assessed | |
| AgentConnect Listed in Agent Connectivity & State · agent connectivity. | Connectivity & stateProject | Not assessed | |
| AGENTS.md Published community format for agent instruction files; not an ISO, IETF, or W3C standard. | Intent & instructionsStandard / spec | Not assessed | |
| AHE Listed in Agent Harness · agent rl & self-improvement. | Agent harnessProject | Not assessed | |
| AIBrix Broader inference orchestration platform with a KV-cache offloading component. | Inference infrastructureProject | Not assessed | |
| AID Listed in Agent Connectivity & State · drafts & workstreams. | Connectivity & stateDraft / workstream | Not assessed | |
| AIPF Listed in Agent Connectivity & State · drafts & workstreams. | Connectivity & stateDraft / workstream | Not assessed | |
| ANP Published Agent Network Protocol documents; individual profiles have their own status and maturity. | Connectivity & stateStandard / spec | Not assessed | |
| ART Listed in Agent Harness · agent rl & self-improvement. | Agent harnessProject | Not assessed | |
| AtomCode Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| AutoGen Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| AX Pre-1.0, declarative agent workload orchestrator for clusters; relies on Agent Substrate for sandboxed execution. | Execution environmentProject | Not assessed | |
| Axolotl Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| BGP Listed in Inference Infrastructure · scale-out. | Inference infrastructureStandard / spec | Not assessed | |
| browser-use Browser agent and automation library; its Browser Actor uses the Chrome DevTools Protocol directly. | Execution environmentProject | Not assessed | |
| BrowserGym Web-agent research and evaluation environment; uses Playwright for browser setup. | Execution environmentProject | Not assessed | |
| bubblewrap Listed in Agent Execution Environment · sandboxes & runtimes. | Execution environmentProject | Not assessed | |
| CANN Public CANN community components; the name does not assert that every CANN component is open source. | Inference infrastructureProject | Not assessed | |
| CATALIST Listed in Agent Connectivity & State · drafts & workstreams. | Connectivity & stateDraft / workstream | Not assessed | |
| Cedar Listed in Identity & Access · identity & access. | Identity & accessProject | Not assessed | |
| CloudEvents 1.0 CloudEvents on-the-wire specversion is 1.0; the published specification has a 1.0.2 patch release. | Connectivity & stateStandard / spec | Not assessed | |
| Codex SDK Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| Cognee Listed in Agent Harness · memory & context. | Agent harnessProject | Not assessed | |
| containerd Container lifecycle manager that delegates launching containers to lower-level runtimes. | Execution environmentProject | Not assessed | |
| Coze Studio Listed in Agent Harness · agent builders & interfaces. | Agent harnessProject | Not assessed | |
| CrewAI Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| CXL 4.0 Published cache-coherent interconnect specification for processors, memory expansion, and accelerators. | Inference infrastructureStandard / spec | Not assessed | |
| CycloneDX 1.7 Listed in Trace & Evidence · trace & evidence. | Trace & evidenceStandard / spec | Not assessed | |
| Dapr Agents Separate Python framework for building durable AI agents on the general-purpose Dapr runtime. | Agent harnessProject | Not assessed | |
| DataFlex Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| DataFlow Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| DeepEval Listed in Trace & Evidence · trace & evidence. | Trace & evidenceProject | Not assessed | |
| DeepSeek Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| DeepSeek Harness Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| DeepSpeed Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| DeerFlow Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| DHttp General-purpose decentralized HTTP transport included as agent connectivity infrastructure, not an agent-only protocol. | Connectivity & stateProject | Not assessed | |
| Dify Public source; current license is modified Apache 2.0 with additional conditions. | Agent harnessProject | Not assessed | |
| DMTF MCTP Listed in Inference Infrastructure · management & trust. | Inference infrastructureStandard / spec | Not assessed | |
| DMTF PLDM Listed in Inference Infrastructure · management & trust. | Inference infrastructureStandard / spec | Not assessed | |
| DMTF SPDM 1.4.1 Listed in Inference Infrastructure · management & trust. | Inference infrastructureStandard / spec | Not assessed | |
| DNS Listed in Agent Connectivity & State · internet. | Connectivity & stateStandard / spec | Not assessed | |
| DNS-SD Listed in Agent Connectivity & State · internet. | Connectivity & stateStandard / spec | Not assessed | |
| DNSSEC Listed in Agent Connectivity & State · internet. | Connectivity & stateStandard / spec | Not assessed | |
| Dora Listed in Agent Execution Environment · durable & dataflow execution. | Execution environmentProject | Not assessed | |
| draft-wang-lisp-ai-agent Listed in Agent Connectivity & State · drafts & workstreams. | Connectivity & stateDraft / workstream | Not assessed | |
| DSPy Listed in Agent Harness · agent rl & self-improvement. | Agent harnessProject | Not assessed | |
| Dynamo Listed in Inference Infrastructure · inference engines & serving. | Inference infrastructureProject | Not assessed | |
| EAT Listed in Trace & Evidence · trace & evidence. | Trace & evidenceStandard / spec | Not assessed | |
| ECN Listed in Inference Infrastructure · scale-out. | Inference infrastructureStandard / spec | Not assessed | |
| EVPN / VXLAN Combined deployment pattern supported by separate EVPN and VXLAN RFCs, not the name of one standalone RFC. | Inference infrastructureStandard / spec | Not assessed | |
| FlagOS Umbrella AI system software stack; components are maintained in separate public repositories. | Inference infrastructureProject | Not assessed | |
| FlexKV Inference KV-cache manager; not persistent agent memory. | Inference infrastructureProject | Not assessed | |
| Gemma Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| GGUF Documented model file format used by GGML-based inference engines; not a separate software project. | Open modelsStandard / spec | Not assessed | |
| GLM Open model family published by Z.ai; Z.ai is the publisher, not part of the model-family name. | Open modelsModel family | Not assessed | |
| GNAP Listed in Identity & Access · identity & access. | Identity & accessStandard / spec | Not assessed | |
| gNMI 0.10 Listed in Inference Infrastructure · management & trust. | Inference infrastructureStandard / spec | Not assessed | |
| Google ADK Code-first framework for building, evaluating, and deploying agents; it is broader than a standalone harness. | Agent harnessProject | Not assessed | |
| goose Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| gVisor Listed in Agent Execution Environment · sandboxes & runtimes. | Execution environmentProject | Not assessed | |
| Hermes Agent Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| HTTP/2 Listed in Agent Connectivity & State · internet. | Connectivity & stateStandard / spec | Not assessed | |
| HTTP/3 Listed in Agent Connectivity & State · internet. | Connectivity & stateStandard / spec | Not assessed | |
| Hugging Face Hub Reader-facing label for the open-source huggingface_hub CLI and Python client, not a claim that the hosted Hub service is open source. | Open modelsProject | Not assessed | |
| IEEE 802.3 Listed in Inference Infrastructure · scale-up. | Inference infrastructureStandard / spec | Not assessed | |
| IEEE ComSoc ACN TWG Listed in Agent Connectivity & State · drafts & workstreams. | Connectivity & stateDraft / workstream | Not assessed | |
| in-toto Listed in Trace & Evidence · trace & evidence. | Trace & evidenceProject | Not assessed | |
| InfiniBand 2.1 Listed in Inference Infrastructure · scale-out. | Inference infrastructureStandard / spec | Not assessed | |
| IPv6 Listed in Agent Connectivity & State · internet. | Connectivity & stateStandard / spec | Not assessed | |
| ISO/IEC 25706:2026 Listed in Inference Infrastructure · management & trust. | Inference infrastructureStandard / spec | Not assessed | |
| JIT-Agent Listed in Agent Harness · agent rl & self-improvement. | Agent harnessProject | Not assessed | |
| JiuwenMemory Official project name for the separately released openJiuwen agent-memory repository. | Agent harnessProject | Not assessed | |
| JSON Schema 2020-12 Listed in Intent Contract · intent contract. | Intent & instructionsStandard / spec | Not assessed | |
| JWT / JWS Two related IETF specifications, RFC 7519 and RFC 7515; catalog source points to JWT and the second RFC is linked below. | Identity & accessStandard / spec | Not assessed | |
| Kata Containers Listed in Agent Execution Environment · sandboxes & runtimes. | Execution environmentProject | Not assessed | |
| Keycloak Listed in Identity & Access · identity & access. | Identity & accessProject | Not assessed | |
| Kimi Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| KTransformers Listed in Inference Infrastructure · inference engines & serving. | Inference infrastructureProject | Not assessed | |
| Kubernetes Listed in Inference Infrastructure · gpu cluster orchestration. | Inference infrastructureProject | Not assessed | |
| Kueue Listed in Inference Infrastructure · gpu cluster orchestration. | Inference infrastructureProject | Not assessed | |
| Laguna XS.2 Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| Letta Listed in Agent Harness · memory & context. | Agent harnessProject | Not assessed | |
| LibreChat Self-hosted AI application and interface with a no-code Agent Builder; not a general-purpose agent harness. | Agent harnessProject | Not assessed | |
| Linux Listed in Agent Execution Environment · operating systems & endpoints. | Execution environmentProject | Not assessed | |
| Llama Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| LLaMA-Factory Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| llm-d Listed in Inference Infrastructure · inference engines & serving. | Inference infrastructureProject | Not assessed | |
| LMCache Inference KV-cache storage and reuse; not persistent agent memory. | Inference infrastructureProject | Not assessed | |
| Makepad Listed in Agent Harness · agent builders & interfaces. | Agent harnessProject | Not assessed | |
| Mastra Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| Matrix General-purpose federated communication standard; shown here as connectivity infrastructure, not as an agent-specific protocol. | Connectivity & stateStandard / spec | Not assessed | |
| MCP 2026-07-28 Listed in Agent Connectivity & State · agent connectivity. | Connectivity & stateStandard / spec | Not assessed | |
| Megatron-LM Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| MemoryOS Listed in Agent Harness · memory & context. | Agent harnessProject | Not assessed | |
| MemOS Listed in Agent Harness · memory & context. | Agent harnessProject | Not assessed | |
| Microsoft Agent Framework Agent framework with workflow orchestration and harness capabilities; distinct from its predecessor AutoGen. | Agent harnessProject | Not assessed | |
| MindIE-LLM Listed in Inference Infrastructure · inference engines & serving. | Inference infrastructureProject | Not assessed | |
| MindSpore Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| MiniCPM Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| MiniMax Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| Mistral Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| MLC-LLM Listed in Inference Infrastructure · inference engines & serving. | Inference infrastructureProject | Not assessed | |
| Moby Open-source container engine components; broader than a sandbox or low-level runtime. | Execution environmentProject | Not assessed | |
| ModelScope Open-source ModelScope library with model hub access; not a claim that the hosted platform is open source. | Open modelsProject | Not assessed | |
| Mooncake Listed in Inference Infrastructure · kv cache, storage & data movement. | Inference infrastructureProject | Not assessed | |
| Mooncake TE Transfer Engine component of the Mooncake repository; distinct from Mooncake Store and its KV cache use. | Inference infrastructureProject | Not assessed | |
| Muse Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| NATS General-purpose messaging infrastructure used by agents; not an agent-specific protocol. | Connectivity & stateProject | Not assessed | |
| Nemotron Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| Network Trust Listed in Agent Connectivity & State · drafts & workstreams. | Connectivity & stateDraft / workstream | Not assessed | |
| NIXL Listed in Inference Infrastructure · kv cache, storage & data movement. | Inference infrastructureProject | Not assessed | |
| NVIDIA GPU Operator The operator source is open; deployed NVIDIA drivers and CUDA components may have separate licenses. | Inference infrastructureProject | Not assessed | |
| NVMe Base 2.4 Listed in Inference Infrastructure · storage. | Inference infrastructureStandard / spec | Not assessed | |
| NVMe-MI 2.2 The current NVM Express Management Interface specification is revision 2.2. | Inference infrastructureStandard / spec | Not assessed | |
| NVMe/RDMA 1.3 Listed in Inference Infrastructure · storage. | Inference infrastructureStandard / spec | Not assessed | |
| NVMe/TCP 1.3 Listed in Inference Infrastructure · storage. | Inference infrastructureStandard / spec | Not assessed | |
| OAuth 2.0 Listed in Identity & Access · identity & access. | Identity & accessStandard / spec | Not assessed | |
| Obelisk Listed in Trace & Evidence · trace & evidence. | Trace & evidenceProject | Not assessed | |
| OCI Distribution 1.1 Listed in Agent Execution Environment · execution specs. | Execution environmentStandard / spec | Not assessed | |
| OCI Image 1.1 Listed in Agent Execution Environment · execution specs. | Execution environmentStandard / spec | Not assessed | |
| OCI Runtime 1.3 Listed in Agent Execution Environment · execution specs. | Execution environmentStandard / spec | Not assessed | |
| OCP ESUN 1.0 Listed in Inference Infrastructure · scale-up. | Inference infrastructureStandard / spec | Not assessed | |
| OCP SAI Listed in Inference Infrastructure · management & trust. | Inference infrastructureStandard / spec | Not assessed | |
| Octop Listed in Agent Harness · agent builders & interfaces. | Agent harnessProject | Not assessed | |
| Octos Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| OIDC Listed in Identity & Access · identity & access. | Identity & accessStandard / spec | Not assessed | |
| OLMo Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| Omarchy Listed in Agent Execution Environment · operating systems & endpoints. | Execution environmentProject | Not assessed | |
| ONNX Listed in Open Models · formats. | Open modelsStandard / spec | Not assessed | |
| OPA / Rego Listed in Identity & Access · identity & access. | Identity & accessProject | Not assessed | |
| Open WebUI Public source; releases after v0.6.5 have additional branding conditions. | Agent harnessProject | Not assessed | |
| OpenAgents Listed in Agent Connectivity & State · agent connectivity. | Connectivity & stateProject | Not assessed | |
| OpenAPI 3.2.1 Listed in Intent Contract · intent contract. | Intent & instructionsStandard / spec | Not assessed | |
| OpenBao Listed in Identity & Access · identity & access. | Identity & accessProject | Not assessed | |
| OpenClaw Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| OpenConfig Listed in Inference Infrastructure · management & trust. | Inference infrastructureStandard / spec | Not assessed | |
| openEuler Listed in Agent Execution Environment · operating systems & endpoints. | Execution environmentProject | Not assessed | |
| OpenFab In-toto predicate for AI code-generation provenance: per-range human/AI attribution, prompt hash binding, a signed embedded acceptance contract, and cryptographic human sign-offs. Registration as a vetted in-toto predicate type is proposed and under maintainer review (in-toto/attestation#604); shown here as a project pending that outcome. | Trace & evidenceProject | Not assessed | |
| OpenFGA Listed in Identity & Access · identity & access. | Identity & accessProject | Not assessed | |
| OpenHands Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| OpenHarmony Listed in Agent Execution Environment · operating systems & endpoints. | Execution environmentProject | Not assessed | |
| openJiuwen Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| openPangu Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| OpenTelemetry Listed in Trace & Evidence · trace & evidence. | Trace & evidenceStandard / spec | Not assessed | |
| openvela Listed in Agent Execution Environment · operating systems & endpoints. | Execution environmentProject | Not assessed | |
| P802.3dj Listed in Inference Infrastructure · drafts & workstreams. | Inference infrastructureDraft / workstream | Not assessed | |
| PCIe 7.0 Listed in Inference Infrastructure · scale-up. | Inference infrastructureStandard / spec | Not assessed | |
| PEFT Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| PenguinHarness Listed in Agent Harness · agent rl & self-improvement. | Agent harnessProject | Not assessed | |
| Phoenix Listed in Trace & Evidence · trace & evidence. | Trace & evidenceProject | Not assessed | |
| PhyAgentOS Listed in Agent Harness · agent rl & self-improvement. | Agent harnessProject | Not assessed | |
| pi-mono Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| Playwright MCP MCP server exposing Playwright browser automation to agents; a separate project built on Playwright. | Execution environmentProject | Not assessed | |
| POSIX Listed in Agent Execution Environment · execution specs. | Execution environmentStandard / spec | Not assessed | |
| Pyodide WebAssembly-based Python distribution for browsers and Node.js; not a security sandbox by itself. | Execution environmentProject | Not assessed | |
| PyTorch Listed in Inference Infrastructure · ai compute & kernel programming. | Inference infrastructureProject | Not assessed | |
| QUIC Listed in Agent Connectivity & State · internet. | Connectivity & stateStandard / spec | Not assessed | |
| Qwen Listed in Open Models · model families. | Open modelsModel family | Not assessed | |
| Ragas Listed in Trace & Evidence · trace & evidence. | Trace & evidenceProject | Not assessed | |
| RAGEN Listed in Agent Harness · agent rl & self-improvement. | Agent harnessProject | Not assessed | |
| RATS Architecture Listed in Trace & Evidence · trace & evidence. | Trace & evidenceStandard / spec | Not assessed | |
| rdma-core Listed in Inference Infrastructure · storage. | Inference infrastructureProject | Not assessed | |
| Redfish 1.25.0 Listed in Inference Infrastructure · management & trust. | Inference infrastructureStandard / spec | Not assessed | |
| Rig Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed | |
| Robrix Open-source Matrix chat client built with Makepad; a connectivity application, not an agent-specific protocol. | Connectivity & stateProject | Not assessed | |
| RoCEv2 Listed in Inference Infrastructure · scale-out. | Inference infrastructureStandard / spec | Not assessed | |
| ROCm AMD open software stack; licenses vary by component. | Inference infrastructureProject | Not assessed | |
| Routing Listed in Agent Connectivity & State · drafts & workstreams. | Connectivity & stateDraft / workstream | Not assessed | |
| Safetensor Display label for the safetensors tensor serialization format and its open-source library; the official repository and package name is lowercase plural “safetensors”. | Open modelsProject | Not assessed | |
| SCIM 2.0 Listed in Identity & Access · identity & access. | Identity & accessStandard / spec | Not assessed | |
| SCITT Architecture Listed in Trace & Evidence · trace & evidence. | Trace & evidenceStandard / spec | Not assessed | |
| SGLang Listed in Inference Infrastructure · inference engines & serving. | Inference infrastructureProject | Not assessed | |
| Sigstore Listed in Trace & Evidence · trace & evidence. | Trace & evidenceProject | Not assessed | |
| SkyRL Listed in Agent Harness · agent rl & self-improvement. | Agent harnessProject | Not assessed | |
| SLSA Listed in Trace & Evidence · trace & evidence. | Trace & evidenceStandard / spec | Not assessed | |
| Slurm Listed in Inference Infrastructure · gpu cluster orchestration. | Inference infrastructureProject | Not assessed | |
| SPDK Listed in Inference Infrastructure · kv cache, storage & data movement. | Inference infrastructureProject | Not assessed | |
| SPDX 3.0.1 Listed in Trace & Evidence · trace & evidence. | Trace & evidenceStandard / spec | Not assessed | |
| SPIFFE Listed in Identity & Access · identity & access. | Identity & accessStandard / spec | Not assessed | |
| SPIRE Listed in Identity & Access · identity & access. | Identity & accessProject | Not assessed | |
| SRv6 Listed in Agent Connectivity & State · internet. | Connectivity & stateStandard / spec | Not assessed | |
| SUE 1.0 The initial contributed Scale-Up Ethernet specification; successor effort is the SUE-T workstream. | Inference infrastructureStandard / spec | Not assessed | |
| SUE-T Listed in Inference Infrastructure · drafts & workstreams. | Inference infrastructureDraft / workstream | Not assessed | |
| SVCB / HTTPS Listed in Agent Connectivity & State · internet. | Connectivity & stateStandard / spec | Not assessed | |
| TileLang Listed in Inference Infrastructure · ai compute & kernel programming. | Inference infrastructureProject | Not assessed | |
| TLS 1.3 Listed in Agent Connectivity & State · internet. | Connectivity & stateStandard / spec | Not assessed | |
| torchtune Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| TransferQueue Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| Triton Listed in Inference Infrastructure · ai compute & kernel programming. | Inference infrastructureProject | Not assessed | |
| TRL Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| Trust/Auth Listed in Agent Connectivity & State · drafts & workstreams. | Connectivity & stateDraft / workstream | Not assessed | |
| TuyaOpen AI/IoT device development framework with agent-capable applications; not an operating system. | Agent harnessProject | Not assessed | |
| UALink 128G DL/PL 1.0 Listed in Inference Infrastructure · scale-up. | Inference infrastructureStandard / spec | Not assessed | |
| UALink 200G 1.0 Listed in Inference Infrastructure · scale-up. | Inference infrastructureStandard / spec | Not assessed | |
| UALink 200G DL/PL 2.0 Listed in Inference Infrastructure · scale-up. | Inference infrastructureStandard / spec | Not assessed | |
| UALink Chiplet 1.01 Listed in Inference Infrastructure · scale-up. | Inference infrastructureStandard / spec | Not assessed | |
| UALink Common 2.0 Listed in Inference Infrastructure · scale-up. | Inference infrastructureStandard / spec | Not assessed | |
| UALink Manageability 1.0 Listed in Inference Infrastructure · scale-up. | Inference infrastructureStandard / spec | Not assessed | |
| UCIe 3.0 Listed in Inference Infrastructure · scale-up. | Inference infrastructureStandard / spec | Not assessed | |
| UCM Unified Cache Manager for inference KV cache; not persistent agent memory. | Inference infrastructureProject | Not assessed | |
| UCX Listed in Inference Infrastructure · kv cache, storage & data movement. | Inference infrastructureProject | Not assessed | |
| UI-TARS Desktop Desktop GUI agent application; shares a repository with Agent TARS but is a distinct deliverable. | Execution environmentProject | Not assessed | |
| Ultra Ethernet / UET 1.0.3 Listed in Inference Infrastructure · scale-out. | Inference infrastructureStandard / spec | Not assessed | |
| UnifiedBus 2.0 Listed in Inference Infrastructure · scale-up. | Inference infrastructureStandard / spec | Not assessed | |
| Unsloth Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| Vault Public source under BUSL 1.1 for current releases; not an unrestricted open-source license. | Identity & accessProject | Not assessed | |
| verl Listed in Open Models · training & fine-tuning. | Open modelsProject | Not assessed | |
| Volcano Listed in Inference Infrastructure · gpu cluster orchestration. | Inference infrastructureProject | Not assessed | |
| W3C DID Core Listed in Identity & Access · identity & access. | Identity & accessStandard / spec | Not assessed | |
| W3C PROV Listed in Trace & Evidence · trace & evidence. | Trace & evidenceStandard / spec | Not assessed | |
| W3C VC 2.0 Listed in Identity & Access · identity & access. | Identity & accessStandard / spec | Not assessed | |
| WASI Listed in Agent Execution Environment · execution specs. | Execution environmentStandard / spec | Not assessed | |
| Wasmtime Listed in Agent Execution Environment · sandboxes & runtimes. | Execution environmentProject | Not assessed | |
| YANG Listed in Inference Infrastructure · management & trust. | Inference infrastructureStandard / spec | Not assessed | |
| Zenoh General-purpose distributed data and messaging middleware used by agents; not an agent-specific protocol. | Connectivity & stateProject | Not assessed | |
| ZeroClaw Listed in Agent Harness · harness & turn management. | Agent harnessProject | Not assessed |
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“Not assessed” means we haven't reviewed the evidence. It isn't a negative verdict.