{"id":"adept-act--adept-ai","name":"Adept ACT","url":"https://www.adept.ai/","page":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/adept-act--adept-ai","family":"agents","section":"Multi-agent orchestration platforms","sections":["Multi-agent orchestration platforms"],"tier":3,"last_verified_at":"2026-10-26","lifecycle":{"status":"active","severity":0,"note":null},"taxonomy":null,"cells":{"type":{"value":"Computer-use / workflow-automation agent (Adept now part of Amazon AGI 2024)","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"desc":{"value":"Founded 2022 by David Luan and fellow ex-OpenAI / Google researchers. Built ACT-1 / ACT-2 multimodal action transformers for computer-use. In June 2024 Amazon hired Luan and co-founders (Odena, Nye, Elsen, Szot) into Amazon AGI and licensed Adept's technology (acqui-hire, not a full acquisition); Adept continues with former head of engineering Zach Brock as CEO, refocused on agentic AI solutions. Important historical entry — ACT models inspired Anthropic Computer Use + OpenAI Operator.","citation":"https://techcrunch.com/2024/06/28/amazon-hires-founders-away-from-ai-startup-adept","status":"real-data","tier":"T2","source_class":"third-party"},"claims":{"value":"Amazon hired CEO David Luan and co-founders Odena, Nye, Elsen and Szot into Amazon AGI and licensed Adept's technology (2024-06-28); Adept had raised $415M+ at ~$1B valuation","citation":"https://techcrunch.com/2024/06/28/amazon-hires-founders-away-from-ai-startup-adept","status":"real-data","tier":"T2","source_class":"third-party"},"modalities":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"created":{"value":"2022 (founded); 2022-09 (ACT-1 demo); 2024-06 (Amazon acqui-hire)","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","last_verified_at":"2026-05-14","source_class":"vendor"},"latest-release":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-13"},"license":{"value":"not applicable — not OSS","citation":null,"status":"not-applicable","tier":"T3"},"gh":{"value":"not applicable — no GitHub repo","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"mindshare":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-13"},"citations":{"value":"not applicable — not academic","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-13"},"funding":{"value":"total $415M+ raised (~$1B valuation) before June 2024 Amazon licensing deal + founder hires (terms undisclosed)","citation":"https://techcrunch.com/2024/06/28/amazon-hires-founders-away-from-ai-startup-adept","status":"real-data","tier":"T2","last_verified_at":"2026-10-23","source_class":"third-party"},"customers":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"pricing":{"value":"Pre-acq: enterprise pilot only","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"compliance":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"data-handling":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"deployment":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"hq":{"value":"San Francisco, US","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"founders":{"value":"David Luan (CEO) with co-founders Augustus Odena, Maxwell Nye, Erich Elsen and Kelsey Szot — all joined Amazon AGI in June 2024; former head of engineering Zach Brock then became Adept CEO","citation":"https://techcrunch.com/2024/06/28/amazon-hires-founders-away-from-ai-startup-adept","status":"real-data","tier":"T2","source_class":"third-party"},"volume":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"perf":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"repro":{"value":"not applicable — not a research paper","citation":null,"status":"not-applicable","tier":"T3"},"code-release":{"value":"not applicable — not OSS","citation":null,"status":"not-applicable","tier":"T3"},"api-surface":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"latency":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"throughput":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"backend-storage":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"multi-tenancy":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"encryption":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"sso-rbac":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"embedding-model":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"consistency":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"versioning":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"tombstoning":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"schema-evolution":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"namespace":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"contradiction":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"forgetting":{"value":"not applicable — not a memory product","citation":null,"status":"not-applicable","tier":"T3"},"mcp-support":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"a2a-support":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"otel":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"webhooks":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"import-export":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"integration-count":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"orchestration":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"programmatic-control":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"vendor-benchmarks":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-13"},"pricing-specifics":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"agent-abstraction":{"value":"action-transformer (vision + action prediction)","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"memory-primitives":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"llm-lock":{"value":"single-vendor (Adept-proprietary ACT models historically)","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"runtimes":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"session-handling":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"validated-verticals":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"time-to-running":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"anti-fit":{"value":"not applicable — orchestration platform, not memory product","citation":null,"status":"not-applicable","tier":"T3"},"optimised-for":{"value":"(historical) computer-use action transformers; (post-acq) Amazon AGI roadmap","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"adjacent-infrastructure":{"value":"Amazon AGI (parent post-acquisition); spiritual predecessor to Anthropic Computer Use + OpenAI Operator + Project Mariner","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"pros":{"value":"Pioneered computer-use action-transformer concept (ACT-1 was first widely-shown demo of LLM controlling desktop apps); strong founding-team pedigree.","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"cons":{"value":"Lost commercial momentum to Amazon acqui-hire June-2024; products effectively shelved (Adept entity continues but no longer shipping new ACT models); inspired but didn't capture the computer-use market.","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"links":{"value":"www.adept.ai/","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"obs-langsmith":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-opentelemetry":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-datadog":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-helicone":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-weave":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-langfuse":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-arize":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"obs-custom":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-token-budget":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-prompt-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-semantic-caching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-batching":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-model-routing":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-streaming-only":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"cost-observability-cost-attribution":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-langsmith-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-braintrust":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-weights-and-biases-agent":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-helicone-evals":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-custom-test-harness":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-human-loop":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"eval-production-traffic-replay":{"value":"","citation":null,"status":"no-data","tier":"T3","last_verified_at":"2026-05-14"},"commit-trajectory":{"value":"not applicable — no GitHub repo","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"citation-trajectory":{"value":"not applicable — non-paper row","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"download-trajectory":{"value":"not applicable — not published as a package","citation":null,"status":"not-applicable","tier":"T3","last_verified_at":"2026-05-14"},"cost-input-usd-per-mtok":{"value":"not applicable — subscription pricing, no per-token cost","citation":"https://www.adept.ai/","status":"not-applicable","tier":"T2","source_class":"vendor"},"cost-output-usd-per-mtok":{"value":"not applicable — subscription pricing, no per-token cost","citation":"https://www.adept.ai/","status":"not-applicable","tier":"T2","source_class":"vendor"},"cost-tier":{"value":"not applicable — subscription pricing, no per-token cost","citation":"https://www.adept.ai/","status":"not-applicable","tier":"T2","source_class":"vendor"},"cost-pricing-model":{"value":"subscription","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"cost-last-verified":{"value":"2026-06-29","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"capability-composite-score":{"value":"55","citation":null,"status":"estimate","tier":"T3"},"capability-band":{"value":"competent","citation":null,"status":"estimate","tier":"T3"},"capability-benchmark-sources":{"value":"ACT-1 multimodal action transformer (2022), general capability estimate — Adept acqui-hired into Amazon AGI June 2024","citation":null,"status":"estimate","tier":"T3"},"capability-last-verified":{"value":"2026-06-29","citation":null,"status":"estimate","tier":"T3"},"use-case-tags":{"value":"multi-agent-coordination, scoped-agentic","citation":null,"status":"estimate","tier":"T3"},"use-case-anti-tags":{"value":"latency-sensitive, offline-capable, memory-augmented-chat","citation":null,"status":"estimate","tier":"T3"},"adoption-accelerator":{"value":"","citation":null,"status":"no-data","tier":"T3"},"architecture-deployment-locus":{"value":"","citation":null,"status":"no-data","tier":"T3"},"licensing-bucket":{"value":"commercial","citation":"https://www.adept.ai/","status":"real-data","tier":"T2","source_class":"vendor"},"positioning-platform-vs-product":{"value":"","citation":null,"status":"no-data","tier":"T3"},"taxonomy-three-layer-rollup":{"value":"agent-infra","citation":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/docs/schema/section-to-three-layer-rollup.json","status":"real-data","tier":"T1","source_class":"repo"},"developer-activity-opendigger":{"value":"","citation":null,"status":"no-data","tier":"T3"},"freshness-date":{"value":"2026-10-26","citation":"https://mrpeppersdev.github.io/agent-infrastructure-landscape/systems/adept-act--adept-ai","status":"real-data","tier":"T2","source_class":"catalog"},"compliance-certifications":{"value":"","citation":null,"status":"no-data","tier":"T3"},"sdk-languages":{"value":"","citation":null,"status":"no-data","tier":"T3"},"protocol-support":{"value":"","citation":null,"status":"no-data","tier":"T3"},"maturity":{"value":"","citation":null,"status":"no-data","tier":"T3"}},"corroboration":{"cited_cells":19,"third_party_cells":4},"edges":{"outgoing":[{"source":"adept-act--adept-ai","target":"anthropic-claude-foundation-models--anthropic-com","type":"runtime-dependency","evidence":"adjacent-infrastructure cell: Amazon AGI (parent post-acquisition); spiritual predecessor to Anthropic Computer Use + OpenAI Operator + Project Mariner","citation":"https://www.adept.ai/"},{"source":"adept-act--adept-ai","target":"openai-gpt-family-gpt-5-gpt-4o-o3-o4--openai-com","type":"runtime-dependency","evidence":"adjacent-infrastructure cell: Amazon AGI (parent post-acquisition); spiritual predecessor to Anthropic Computer Use + OpenAI Operator + Project Mariner","citation":"https://www.adept.ai/"}],"incoming":[]},"history":[{"date":"2026-10-23","commit":"5fd0959f49","pr":223,"kind":"update","changes":[{"field":"funding","label":"Funding / ownership","from":"$415M total raised pre-acq (Series B 2023 — General Catalyst, Spark, Greylock); Amazon acqui-hire June 2024 (terms ~$300-500M reported but undisclosed)","to":"total $415M+ raised (~$1B valuation) before June 2024 Amazon licensing deal + founder hires (terms undisclosed)","source":"https://techcrunch.com/2024/06/28/amazon-hires-founders-away-from-ai-startup-adept"}]}],"license":"CC-BY-4.0","source":"https://github.com/MrPeppersDev/agent-infrastructure-landscape/blob/main/data/landscape.json"}