Hien Nguyen
12/26/2025, 8:57 AMVadim Briliantov
12/28/2025, 2:45 PMin progress)
â—¦ Google Agent Engine
â—¦ Akka Agents (experimental)
• Backend and enterprise
â—¦ Persistence improvements (ex.: parallel nodes persistence, etc.)
â—¦ Full Spring.AI integration
â—¦ Vector Storages (major ones out-of-the-box, and others -- via Spring AI?)
â—¦ Java API -- in progress / on review https://github.com/JetBrains/koog/pull/1185)
• Advanced strategies development
â—¦ Planners (LLM-based, GOAP) -- mostly done, see 0.6.0 release notes
▪︎ Recursive tree planner (LLM-based) with parallel/subsequent subtasks in nodes -- not started
• Android on-device & Local agents
â—¦ Fix erronous Tool Calling of weak small models -- done, see 0.6.0 release notes
▪︎ Also we’re planning to evaluate and improve this further in the next releases together with our ML team.
â—¦ Support Android models (gemma family) -- in progres
• IDE support and tooling
â—¦ AI Debugger Support
â—¦ Koog-specific wizard and experience
• Framework maturity
â—¦ Refine or unite LLMClient/PromptExecutor API
â—¦ Implement client-Side load balancing
â—¦ Model selection API (auto-choosing models based on listed requirements, not by name)
â—¦ Finalize whole API before 1.0.0-RC
▪︎ Polish pre-defined nodes API
▪︎ Make system prompts update/append more clear
▪︎ add parameter to subgraph , subgraphWithTask , and subtask that would regulate whether history is inherited, is empty, or not
▪︎ Simplify structured requests API and return types
▪︎ Fix whatever is left in reasoning messages (ex: Google-specific issues)
▪︎ Add media types support in simple strategies, and nodes (currently default agents can’t work with or produce images)
▪︎ Support real-time API, image generation API, and cover other gaps
▪︎ …and many more…
• ACP
â—¦ ACP support in Koog -- mostly done, see 0.6.0 release notes
â—¦ Wrappers for existing coding and large agents (Claude Agent, Gemini CLI, etc.)
â—¦ Inherit AIAgent from Node to allow building pipelines around existing agents (see above)
There are few other major directions that I can’t mention yet because they relate to (or are a part of) a bigger picture of upcoming JetBrains products and ecosystem, so what I can say so far is -- stay tuned 🙂Vadim Briliantov
12/28/2025, 2:54 PMHien Nguyen
12/29/2025, 4:01 AMHien Nguyen
12/29/2025, 4:10 AMSean Wu
01/01/2026, 8:34 PM