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LearningNemo

Status & roadmap

Where the platform stands today

The large majority of modules are delivered and reviewed. A focused set is in integration testing — implemented and wired, with details still being worked through before they are marked production-complete.

Module status at a glance

29
Complete

of 35 modules

4
In integration testing

of 35 modules

2
Expanding / active

of 35 modules

0
Allowed / future

of 35 modules

In integration testing

Honest about what's still being worked through

🧪 These capabilities are implemented and wired; they are being exercised through integration testing, with details still being worked through before they are marked production-complete.

Self-play

M022

NeMo Gym tournaments and reward-bearing rollouts for improvement.

LoRA distillation

M029

Multi-method training cascade (SFT → DPO → GRPO) via HF PEFT + NeMo-RL; quality gates.

Multimodal verification subgraph

M012

Parallel branch verification with VRAM-aware degradation; multimodal chunking.

Multi-channel platform bridge

M037

OpenClaw integration: messaging channels, heartbeat, memory sync, sub-agents.

At a glance

Proof points

  • 35 modules across 14 categories, each with defined contracts and statuses — the large majority delivered and reviewed.
  • NVIDIA-tool-first by design, so the swarm compounds in capability as those tools improve.
  • A reusable, pluggable base platform — its Deep Medical Research Report Generation POC is complete, producing 40–70 page Deep Insight, hypothesis-generating reports.
  • A live, read-only window into the swarm via the dashboard.
  • ~97 logged architectural decisions and ~137 changelog increments, each traceable to a session and rationale.
  • >85% per-file test coverage enforced in CI, with multi-module deep E2E journey testing on real GPU hardware.
  • A five-stage, role-gated delivery methodology with codified agent prompts and contract-integrity enforcement.
  • Safety by construction: graduated-autonomy governance, layered guardrails, and a tamper-evident, hash-chained audit trail.

Roadmap

The path forward

Complete integration testing

Move Self-Play, LoRA distillation, OpenClaw channels, and multimodal chunking to production-complete.

Extend beyond medicine

Re-point the research pipeline at additional research-heavy domains.

Deepen the live dashboard

Expand the operator + read-only client surfaces of the production UI.