InstructLab (Red Hat / IBM)
Red Hat / IBM-stewarded open-source framework for community-driven LLM alignment + fine-tuning (LAB method, IBM Research 2024; Granite models). Apache 2.0. Main CLI repo archived 2026-04-23 after a 2025 refactor into separate libraries — synthetic data generation in SDG Hub and training in Training Hub (Red-Hat-AI-Innovation-Team). Not strictly a multi-agent framework.
Archived · Verified 2026-10-29 · fresh as of 2026-10-29 · 35 cited facts, 1 with a third-party source · 1 recorded change · Suggest a correction
At a glance
- Tier
- T2
- Created
- 2024-05 (InstructLab launched at Red Hat Summit 2024) vendor fix
- Latest release
- v0.26.1 (2025-05-05) registry fix
- License
- Apache 2.0 vendor fix
- Pricing
- OSS (free); IBM watsonx + Red Hat OpenShift AI commercial pricing for the platforms vendor fix
- Funding
- Red Hat (NYSE:RHT acquired by IBM 2019 for $34B); IBM (IBM) public ~$200B market cap vendor fix
- Freshness
- 2026-10-29 fix
- Layer
- agent-infra repo fix
- Licensing
- open-source vendor fix
- Developer activity
- OpenRank 0.84 (12-mo avg 26.91) · 5 participants — 2025-11 third-party fix
When to use
Optimised for: enterprise LLM alignment + fine-tuning; community-driven taxonomy / skill contribution
Anti-fit: not applicable — orchestration platform, not memory product
Pros & cons
Pros
Major Red Hat + IBM enterprise distribution; novel community-driven alignment methodology (LAB paper); Apache 2.0; integrates with existing Red Hat OpenShift AI infrastructure.
Cons
Targeted at fine-tuning rather than multi-agent orchestration per se; smaller dev mindshare than CrewAI / LangGraph in agent-builder community; tied to Granite model family (less popular than Llama / Qwen).
Claims & capabilities
Apache 2.0; LAB methodology paper IBM Research 2024; built on Granite open-weights; community-driven taxonomy contributions; integrated into Red Hat OpenShift AI + IBM watsonx
Technical surface
- API surface
- not applicable — orchestration platform, not memory product
- Backend storage
- not applicable — orchestration platform, not memory product
- Deployment
- Self-hosted only — CLI/library (archived)
- Embedding model
- not applicable — not a memory product
- Multi-tenancy
- not applicable — orchestration platform, not memory product
- MCP
- not applicable — orchestration platform, not memory product
- A2A
- not applicable — orchestration platform, not memory product
- OpenTelemetry
- not applicable — orchestration platform, not memory product
Alternatives to InstructLab (Red Hat / IBM) → live options ranked by shared design, licence, hosting and MCP support
Similar systems
Other multi-agent orchestration platforms in the catalog, ranked by inbound references.
- MultiOn (now AGI, Inc.) T2
Web-browsing agent API platform (MultiOn Agent API, docs still labelled Agent V1 Beta). Founded 2023 by Div Garg. As of 2026-10 www.multion.ai redirects to AGI, Inc. (theagi.company), which now markets AGI-0, an on-device action model and agent that operates Android apps, plus a developer Platform; the multion Python SDK has had no release since 2024-10.
- Steamship T3
YC W21 startup providing managed hosting + deployment for LLM agents — 'one-click deploy' for LangChain / agent code. Founded by Ted Benson (ex-Google Brain). Pre-seed + seed funded YC + Twin Ventures. Positioned as Heroku for AI agents — but the agent-platform space crowded post-2023, and Steamship's commercial momentum has slowed vs Vercel AI / Modal / Bedrock. As of 2026-10-29 www.steamship.com returns 404 and docs.steamship.com serves an expired TLS certificate; the last Python SDK release was v2.17.34 (2024-01-24); the python-client repo is not archived.
- Adept ACT T3
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.
- CrewAI Enterprise (now CrewAI AMP) T2
Commercial Enterprise tier of the CrewAI OSS multi-agent framework. Adds managed cloud runtime, RBAC, audit logging, SLA support, on-prem option. OSS CrewAI is in the Framework-embedded memory section already; this row covers the commercial cloud platform separately. $18M Series A Oct-2024 (Insight Partners). 30k+ companies have deployed CrewAI agents in prod (vendor-stated).
- Imbue (formerly Generally Intelligent) T3
Founded 2017 as Generally Intelligent; rebranded Imbue 2023. Founders Kanjun Qiu + Josh Albrecht. $200M Series B 2023 ($1B valuation). Trained a 70B reasoning model, then shifted to user-owned AI tools: imbue.com now lists Studio (personal AI operating system, waitlist), Bouncer, Cloud in a Bottle, Sculptor, Vet (AI code review) and mngr (CLI for managing coding agents), with open-source repos under github.com/imbue-ai.
- Lindy T2
Lindy is a no-code multi-agent automation platform from Florent Crivello (ex-Teleport, ex-Twitter). Targets consumer / SMB segment with email triage, meeting scheduling, CRM-update agents. $50M Series A Oct-2024 led by Andreessen Horowitz + Sequoia. Distinct from Zapier / n8n traditional automation by putting LLMs at the core of every workflow node.
Sources (34 cited facts, 1 third-party)
Each fact links to the page it came from; the badge says who published it (how to read sources).
- What it is OSS LLM alignment + community-driven fine-tuning framework vendor
- What it does & what's distinct Red Hat / IBM-stewarded open-source framework for community-driven LLM alignment + fine-… repo
- Claims / benefits Apache 2.0; LAB methodology paper IBM Research 2024; built on Granite open-weights; comm… vendor
- Created 2024-05 (InstructLab launched at Red Hat Summit 2024) vendor
- Latest release v0.26.1 (2025-05-05) registry
- License Apache 2.0 vendor
- GitHub instructlab/instructlab — ~1.4k stars, last commit 2026-03 (archived 2026-04-23) repo
- Funding Red Hat (NYSE:RHT acquired by IBM 2019 for $34B); IBM (IBM) public ~$200B market cap vendor
- Customers / scale IBM watsonx customers; Red Hat OpenShift AI customers; broader Granite open-weights depl… vendor
- Pricing OSS (free); IBM watsonx + Red Hat OpenShift AI commercial pricing for the platforms vendor
- Compliance Inherits Red Hat / IBM enterprise compliance posture (SOC 2 / FedRAMP / ISO) vendor
- Data handling OSS — deployer-controlled vendor
- Deployment Self-hosted only — CLI/library (archived) repo
- HQ Raleigh, US (Red Hat) + Armonk, US (IBM) vendor
- Founders / pedigree IBM Research (Akash Srivastava, Abhishek Bhandwaldar, others); Red Hat (Tushar Katarki, … vendor
- Code/weights release Apache 2.0 — OSS vendor
- Agent abstraction alignment / fine-tuning framework (not strictly multi-agent — substrate for building dom… vendor
- LLM lock open (Granite-default; works with any compatible model) vendor
- Runtimes Python (primary); Kubernetes via OpenShift AI vendor
- Optimised for enterprise LLM alignment + fine-tuning; community-driven taxonomy / skill contribution vendor
- Adjacent infrastructure IBM Granite open-weights models; Red Hat OpenShift AI; IBM watsonx; Hugging Face vendor
- Pros Major Red Hat + IBM enterprise distribution; novel community-driven alignment methodolog… vendor
- Cons Targeted at fine-tuning rather than multi-agent orchestration per se; smaller dev mindsh… vendor
- Project & sources instructlab.ai/ vendor
- cost-input-usd-per-mtok 0 vendor
- cost-output-usd-per-mtok 0 vendor
- cost-tier free vendor
- cost-pricing-model free-tier vendor
- cost-last-verified 2026-06-29 vendor
- architecture-deployment-locus local repo
- licensing-bucket open-source vendor
- positioning-platform-vs-product platform repo
- taxonomy-three-layer-rollup agent-infra repo
- developer-activity-opendigger {"activity":3.24,"as_of":"2025-11","openrank_12mo":26.91,"openrank_current":0.84,"partic… third-party
What changed
Changes to this record's lifecycle, licence, release, pricing and hosting facts, from the catalog's git history. Subscribe (Atom)