chouswei

Keep a working plan as MemNet session rows (campaign or plan task plus ordered step tasks with execution waves). Pin the live neighbourhood, then mutate to draft, update, or repolish. At plan time, mark which steps may run in parallel. Execute a ready wave…

Enforceable MemNet doctrine for Cursor Multitask Mode and Task sub-agents: one shared session SSOT, TCP or streamable-http transport, parent/worker MUST/MUSTNOT, MN-REQ-12 usage, system-dev two-store pattern for modelbasedPrj-*. Triggers: Multitask Mode,…

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.

Requirements interview then filled plan template. Triggers: plan a project, design a system, I want to build, new project roadmap.

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Primary SysML workflow skill: MemNet-first 6-step turn sequence, model-first edits, validate, outputs sync, and routing to specialist sysml-* skills. Triggers: modeling workflow, file roles, load order, project setup, outputs sync, workflow questions, memnet…

Classify SysML part defs by design maturity: under-design, well-design, or COTS; enforce that only under-design parts may be edited without accompanying documentation. Apply Hakim Minimalist Engineering gates on parts, ports, allocate, behaviour, and items.…

Load when developing the MemNet product repository: engine, generic MCP, shared-dialect grammar, SysML models, packaging, CI, and contributor layout. Triggers: MemNet development, memnet engine, MutateGate, PinMapComposer, memnet-mcp server,…

MemNet MCP tools: cue then pin_map, GQL mutate, session, ingest, snap_model, export_pin_map, reserve. Triggers: memnet mcp, MCP pin_map, MCP mutate, session_open, find, ingest_sysml, snap_model, export_pin_map, reserve, RSV.

Atomise a source tree into MemNet :MOD / :SYM nodes and typed relations. Triggers: codebase snap, memnet index, symbol graph, ingest_codebase, MOD SYM snap.

MemNet GQL wire: GraphElement node/edge/property, shaped subgraph emit, BIND vs relation, openCypher-shaped Commit. Triggers: memnet format, GQL wire, GraphElement, shaped subgraph, BIND vs relation, openCypher mutate.

Enforceable MemNet doctrine for Cursor Multitask Mode and Task sub-agents: one shared session SSOT, TCP or streamable-http transport, parent/worker MUST/MUSTNOT, MN-REQ-12 usage, system-dev two-store pattern for modelbasedPrj-*. Triggers: Multitask Mode,…

Nested MemNet sessions: catalog then one interior per generate; sub-unit in another session; already-built session= locator; look loop; parallel TSK when the parent shell is already clear. Triggers: nested session, session in session, look loop, sub-unit…

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.

Thin SysML v2 × MemNet GQL bridge: campaign TSK, cue pin_map, narrow .sysml edit, then mutate deltas. Triggers: sysml gql, modeling pin_map, TSK_model GQL, hasPort satisfies allocates.

Use when the user needs to run GitNexus CLI commands like analyze/index a repo, check status, clean the index, generate a wiki, or list indexed repos. Examples: "Index this repo", "Reanalyze the codebase", "Generate a wiki"

Use when the user is debugging a bug, tracing an error, or asking why something fails. Examples: "Why is X failing?", "Where does this error come from?", "Trace this bug"

Use when the user asks how code works, wants to understand architecture, trace execution flows, or explore unfamiliar parts of the codebase. Examples: "How does X work?", "What calls this function?", "Show me the auth flow"

Use when the user asks about GitNexus itself — available tools, how to query the knowledge graph, MCP resources, graph schema, or workflow reference. Examples: "What GitNexus tools are available?", "How do I use GitNexus?"

Use when the user wants to know what will break if they change something, or needs safety analysis before editing code. Examples: "Is it safe to change X?", "What depends on this?", "What will break?"

Use when the user wants to rename, extract, split, move, or restructure code safely. Examples: "Rename this function", "Extract this into a module", "Refactor this class", "Move this to a separate file"

Set up a PolarFire SoC Discovery Kit embedded firmware project: WSL tools, Yocto SDK build, SSH access, and development workflow. Covers host/WSL packages, Yocto manifest sync, populate_sdk build, SSH client troubleshooting (Windows vs. WSL), and project…

Develop and integrate SPI peripheral drivers on PolarFire SoC using Linux spidev interface. Covers device initialization, frame protocol design, data transfer patterns, and HAL integration. Use when creating SPI drivers, working with AD5664R DAC, extending…

Develop and integrate UART serial drivers on PolarFire SoC. Covers termios configuration, baud rates, framing, blocking/non-blocking modes, and userspace serial communication. Use when creating UART drivers, adding debug serial output, interfacing sensors via…

Author, review, and debug SCPI for Rohde & Schwarz oscilloscopes (MXO4/5, RTO/RTO6, RTP, RTM/RTA). Enforces long-form command style, canonical waveform capture sequence, correct trigger and acquire enums, binary transfer format discipline, and error-queue…