---
license: mit
tags:
- sls
- 3d-printing
- additive-manufacturing
- inova-mk1
- agents
configs:
- config_name: knowledge
  data_files:
  - split: train
    path: data/knowledge.jsonl
  default: true
---

# SLS-Knowledge

Knowledge corpus for SLS printing — the Inova MK1 specifically and
selective laser sintering in general: technical data sheets, machine
data, parameter translation notes, and (as the agentic system evolves)
knowledge the agents themselves write down and maintain.

This is also the runtime knowledge base of the Inova MK1 agentic SLS
system: the `reference_list`/`reference_get` MCP tools serve
`source/*.md` directly to every agent harness. The parent repo pins this
repo's commit as a submodule, so the exact corpus state agents saw at any
experiment is reconstructible.

- `source/*.md` — curated documents (markdown + `title`/`summary`
  frontmatter) — these are what the agents' `reference_*` tools serve
- `source/materials/<powder>/` — original manufacturer documents, one
  folder per powder (currently the official Formlabs TDS PDFs for all
  seven Fuse-series SLS powders: Nylon 12, Nylon 12 GF, Nylon 12 White,
  Nylon 12 Tough, Nylon 11, Nylon 11 CF, TPU 90A)
- `data/knowledge.jsonl` — processed, `load_dataset`-ready form of the
  markdown corpus (`scripts/knowledge/01_extract.py`)

Current documents: Formlabs Nylon 12 GF TDS values + measured baselines
(the optimization targets), Fuse 1 → Inova MK1 parameter translation,
Inova print-profile conventions.