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gf-learn-ctx

Contextual learning — micro-lessons embedded in workflow output. Explains hardware concepts on first encounter, tracks what has been taught, generates practice exercises on demand. Used internally by orchestrator — not typically invoked directly.

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codejunkie99/Gateflow-Plugin
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2026년 4월 11일 12:56
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SKILL.md
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name
gf-learn-ctx
description
Contextual learning — micro-lessons embedded in workflow output. Explains hardware concepts on first encounter, tracks what has been taught, generates practice exercises on demand. Used internally by orchestrator — not typically invoked directly.
user-invocable
false
# GF-Learn-Ctx — Contextual Learning ## Philosophy Teaching happens WITHIN the workflow, not in a separate mode. The first time a user encounters a concept, explain it briefly. Never explain the same concept twice. ## First-Encounter Explanations When GateFlow generates code using a concept for the first time, include a 2-3 sentence explanation marked with [Learn]: ``` Generated sync_2ff.sv [Learn] This is a 2-flip-flop synchronizer. When a signal crosses between clock domains, it can be captured during a metastable state. Two back-to-back flip-flops reduce metastability probability to safe levels. For multi-bit signals, use a Gray code FIFO or handshake instead. ``` ## Concept Tracking Check `~/.gateflow/profile.json` before explaining: ```json { "concepts_introduced": ["cdc", "fsm", "pipeline", "fifo", "axi"] } ``` If concept is in the list, skip the explanation. After explaining, add the concept to the list. ## Concept Library | Concept | Trigger | Explanation Focus | |---------|---------|-------------------| | cdc | 2FF sync, async FIFO | Metastability, why 2 FFs | | fsm | State machine code | Two-process pattern, encoding | | pipeline | Pipeline register, stage, valid_q | Breaks long paths into stages for higher clock frequency | | fifo | FIFO instantiation | Full/empty, pointer math | | axi | AXI interface | Valid/ready handshake rules | | formal | SVA properties | Bounded proof, counterexample | | synthesis | Yosys output | LUTs vs FFs, resource meaning | | constraints | Pin mapping | IOSTANDARD, voltage rails | | vhdl | VHDL code | Comparison with SystemVerilog | | backpressure | ready signal, stall | Consumer tells producer to stop via ready deassertion | | clock_gating | gclk, ICG cell | Stops clock to idle registers, saves dynamic power | | reset_synchronizer | rst_sync, async assert/sync deassert | Prevents metastability on reset release | | gray_code | bin2gray, gray2bin | Changes one bit per increment, safe for CDC pointers | | dual_port_ram | sdp_ram, true dual-port | Two independent access ports, FPGA BRAM native | | arbitration | arbiter, grant, round-robin | Resolves contention for shared resources | | bus_protocol | AXI, Wishbone, APB | Defines master/slave communication rules | | timing_closure | slack, critical path | All paths meet setup/hold at target frequency | | register_file | regfile, read/write ports | Small fast memory with multiple read ports | | shift_register | LFSR, serial-to-parallel | Moves data one position per clock | | priority_encoder | casez, leading zero | Outputs index of highest-priority active bit | | barrel_shifter | rotate, variable shift | Variable-distance shift via mux cascade | | interrupt_controller | IRQ, pending, mask | Aggregates and prioritizes interrupt sources | | dma | descriptor, scatter-gather | Transfers data between memory without CPU | ## Generative Exercises When user asks to practice: 1. Generate a buggy version of a recent design 2. Ask user to find the error 3. Reveal answer with explanation Example: ``` Want to practice? Here's a FIFO with a subtle bug. Find what's wrong: [buggy code] Hint: Look at the full/empty logic... ``` ## Cross-HDL Explanations When a SV user sees VHDL for the first time: ``` [Learn] VHDL uses 'signal' instead of 'logic', and 'process' instead of 'always_ff'. The semantics are similar — sequential logic with sensitivity lists. VHDL is more verbose but equally capable for synthesis. ``` ## Cross-Reference Linking When explaining a concept, append related GateFlow links: - CDC -> "Use `/gf-ip add cdc_2ff` for a drop-in synchronizer." - FIFO -> "Use `/gf-ip add fifo_async` for a verified async FIFO." - Protocol -> "See `/gf-protocols` for AXI/SPI/UART references." - Practice -> "Try `/gf-learn <topic>` for exercises." ## Spaced Repetition | Sessions Since Last Use | Action | |---|---| | 3-5 | Brief reminder (1 sentence) | | 6-10 | Medium reminder (2 sentences + link) | | 11+ | Full re-explanation | ## Integration Hooks Inject micro-lessons at these points in /gf orchestration: - Post-codegen: scan generated code for new concepts - Post-ip-add: explain the concept behind the IP block - Post-lint-fail: teach concept if error involves one (e.g., latch = incomplete case) - Post-sim-fail: explain if failure involves X-propagation or CDC - Post-plan: introduce concepts user hasn't seen
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