N.V.J.K KartikKartik

Open source · Future AGI · 2025 — now · Python · TypeScript · Java · C#

The open-source SDKs

Agent Optimizer, AI Evaluation (now in Agent Learning Kit), the Future AGI SDK, Simulate SDK, the Agent Command Center SDK and traceAI.

Plate: the Future AGI open-source repositories.

What I did

Releases I shipped or co-authored: Simulate SDK’s first release and its chat support, AI Evaluation 1.0, traceAI v1.0.0 in Python, TypeScript, Java and C#, the Agent Command Center SDK 1.0, and Agent Optimizer’s first release.

agent-opt ↗agent-learning-kit ↗simulate-sdk ↗agent-command-center-sdk ↗futureagi-sdk ↗traceAI ↗

Who I made it with

Each of these repositories has several authors; the Future AGI team owns them all.

What it’s for

Most of what Future AGI builds has an open-source edge: SDKs for tracing, evaluation, optimisation, simulation and the gateway. They are how developers meet the platform.

Why it was hard

Libraries in four languages that have to agree on names, data shapes and versions, so a trace, an evaluation and a simulation can meet in one place.

Receipts

  1. github.com/future-agi — open-source repositoriesagent-opt, agent-learning-kit, simulate-sdk, agent-command-center-sdk, futureagi-sdk, traceAI.
  2. future-agi/agent-learning-kit PR #13 — Version 1.0.0 (merged 27 Feb 2026)Unified evaluate() with engine routing, 72+ local metrics, multimodal judge, feedback loop, streaming, OTel spans, distributed backends, uv migration. Authored by Kartik; 38 of 39 commits his, one from nik13.
  3. future-agi/agent-opt PR #6 — first release to main (merged 2 Oct 2025)Optimizers shipped (random search, ProTeGi, meta-prompt, GEPA, Bayesian, PromptWizard). Commit authors: Kartik (working prototype, simplified loop, Bayesian search) and azain-commits (most other optimizers, evaluator integration).
  4. future-agi/simulate-sdk PR #1 — Version 0.1.1, the first release (merged 9 Oct 2025)Simulate SDK’s first version, all 20 commits by Kartik from the repository’s initial commit (6 Oct 2025): LiveKit integration, RTC, transcription, call recording, the simulated-customer agent definition, end-call handling. Released as agent-simulate 0.1.1 on PyPI (9 Oct 2025). Kartik has 60 of the repository’s 70 commits (26 Sep 2026).
  5. future-agi/simulate-sdk PR #4 — chat simulation (merged 30 Dec 2025)Agent wrappers for OpenAI, LangChain, Anthropic, Gemini; tool calls and outputs; traced conversations; timeouts; platform runs; LiveKit engine split out. All 28 commits by Kartik.
  6. future-agi/agent-command-center-sdk PR #1 — AgentCC SDK v1.0.0 and the public repository (merged 22 Apr 2026)v1.0.0 of agentcc (Python), @agentcc/client, @agentcc/langchain, @agentcc/llamaindex, @agentcc/react, @agentcc/vercel, as one commit by Kartik. The SDKs were first written by nik13 in an internal repository and were already on npm and PyPI as 0.1.0 (9 Apr 2026).
  7. traceAI v1.0.0 release (published by @NVJKKartik, 11 Mar 2026)Four languages; 46 Python packages, 39 TypeScript packages, 24 Java modules, C# core SDK.

Every source on the site

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