memnet-use

name	memnet-use
description	How to use MemNet as mission working memory: goldfish loop, chat never SSOT, drop prior maps. Triggers: use memnet, how to use memnet, memnet goldfish, mission working memory, chat never SSOT, session graph.
metadata	{"pattern":"pipeline","version":"1.6","domain":"memnet","product":"memnet-llm==0.19.3"}

How to use MemNet

Using MemNet -- not building the engine. Doctrine: MemNet docs/SHAPE.md, docs/grammar/gql-wire-profile.md, docs/LLM-GUIDE.md, docs/ROADMAP.md. Open one specialist; do not paste those files here.

Package and PyPI 0.19.3 (Hatch; tag v0.19.3; extras 0.10-0.19 unchanged). Install: pip install memnet-llm or pip install memnet-llm==0.19.3. 1.0 unclaimed. Chat is never SSOT. Novel-writer is out of scope. Open one specialist; this hub does not steal specialist triggers.

User-pack store: Cursor HTTP 10.0.0.10:18766/mcp bridging TCP serve :18765. InvenTree MCP is not MemNet.

Goldfish loop

1. Open -- session_open with a SCHEMA map (map_file / map_lines) covering every kind you will mutate. Missing map -> no_map. Missing kind -> unknown_tag. Bundled maps: MemNet checkout parts/common/memnet/memnet/examples/schema.*.example.txt (this pack does not vendor them).
2. Transport -- in-process MCP for a single agent. Multitask / Task workers: TCP or streamable-http; load memnet-multitask. If the shared serve is down: files only; plain Markdown.
3. Cue -- kind / labels+properties / keyword. If ego unknown: find then pin_map from that pattern. Prefer one live TSK_*. leftover anchor= is leftover. Empty cue = session outline (0.11).
4. pin_map -- one session per generate; complete Shape of this cue. Drop the prior map next turn.
5. Act from that Shape plus the current request. Narrow-Read files at SYM.line / SYM.path.
6. Sparse Commit -- MCP/CLI mutate. leftover add/update / id:'NEW' are leftover-named.
7. Settle finished TSK_* (status=settled; recycle=delete_on_settle when done).

Specialists (open on need)

Need	Skill
MCP tools, ingest, snap_model, export	mcp-memnet
GQL / shaped pin_map	memnet-format
Multitask / shared session	memnet-multitask
Code MOD/SYM	memnet-codebase-snap
Nested sessions / look loop	memnet-nested-sessions
Plan in session (draft / update / repolish)	memnet-planner
SysML relatives + nest cuts	pack sysml-* plus MemNet docs/application-notes/system/llm-sysml-v2-modeling.md
Build the MemNet engine	not this pack -- MemNet checkout .cursor/skills/memnet-reference/

MUST NOT

• Dump S or a fat .sysml into chat.
• Stack N nested pin_maps in one generate -- re-anchor with MCP session= / locator session=.
• Treat chat as ids / paths / mission state.
• rag_query / ANN of the session.
• Claim 1.0.
• Load an in-repo memnet-reference copy unless building MemNet in that checkout.