diff --git a/README.md b/README.md
index 730176c..1304719 100644
--- a/README.md
+++ b/README.md
@@ -103,5 +103,12 @@ We're writing the second half.
| Phase | State | Date |
|---|---|---|
| 0 — bootstrap | done | 2026-05-19 |
-| 1 — substrate audit | open | |
-| 2..10 | pending | |
+| 1 — substrate audit | done | 2026-05-19 |
+| 2 — formulate | open | |
+| 3..10 | pending | |
+
+Phase-1 closeout: `docs/phases.md` + `docs/npu-mainline-status.md`.
+Headline: mainline driver name is **`rocket`** (not `rknpu`); it's
+already shipped in boltzmann's kernel as a built module. Phase-2
+unblock is small (DT enable + IOMMU v1.0 mitigation + modprobe),
+not a driver port.
diff --git a/TODO.md b/TODO.md
index 6d31b71..f1cf68d 100644
--- a/TODO.md
+++ b/TODO.md
@@ -64,12 +64,57 @@ clear answer to "do we drive via accel uAPI or write our own MMIO driver."
---
-## Cross-phase / standing items
+## Phase-2 unblock — prerequisites (NEW, Phase-1 outflow)
-- [ ] Mirror Tomeu's WIP branch into a local clone for kernel hacking
-- [ ] Set up serial console on boltzmann for kernel-panic recovery (Quark
- umbrella; check current state)
-- [ ] Add `project_rosenblatt.md` to claude-memory once Phase 1 closes (so
- future sessions don't re-discover the campaign)
-- [ ] Decide repo home: marfrit/rosenblatt on git.reauktion.de (probably yes,
- after Phase-1 substrate is captured and the README isn't embarrassing)
+Phase-1 audit (2026-05-19) reframed Phase-2 from "design rknpu backend
+interface" to a concrete bringup sequence. See
+`docs/npu-mainline-status.md` for full context.
+
+- [ ] Patch boltzmann board DTS / overlay to flip
+ `npu@fdab0000`, `npu@fdac0000`, `npu@fdad0000` from
+ `status = "disabled"` → `"okay"`. Rebuild DTB.
+- [ ] **Mitigate IOMMU v1.0 hazard before first NPU job** (32 GB host).
+ Pick one:
+ - (A) Boot with `mem=4G` for first-bringup validation, OR
+ - (B) Carry local patches: Simon Xue per-device-ops
+ (``)
+ + Midgy `rockchip,rk3568-iommu-v1` discriminator compat
+ + DT update for `rknpu_mmu` to the new compat.
+- [ ] `modprobe rocket` and confirm `/dev/accel/accel0..2` appear, no
+ probe errors in dmesg, IOMMU faults absent.
+- [ ] Read `drivers/accel/rocket/rocket_job.c` + Mesa Rocket Gallium to
+ determine submit-job uAPI capabilities — specifically whether
+ we can express a transformer matmul as a tile/op the NPU pipeline
+ accepts, or whether we need additional op coverage upstream.
+- [ ] Decide matmul strategy (Phase-2 deliverable):
+ conv-1×1 shoehorn / extend rocket op set / thinner submit shim.
+
+## Standing items — track upstream
+
+- [ ] Watch `drivers/iommu/rockchip-iommu.c` for the discriminator
+ `rockchip,rk3568-iommu-v1` compat to land; drop local patch (B)
+ when it does.
+- [ ] Watch `linux-rockchip` for the next iteration of Midgy / Simon's
+ thread (last visible activity 2026-04-03).
+- [ ] Watch `drivers/accel/rocket/` for matmul / GEMM op additions.
+
+## Cross-phase / standing items (older)
+
+- [ ] Mirror Tomeu's branch — superseded: code is now in-tree.
+ Keep `git.kernel.org/.../torvalds/linux.git` checkout pinned to
+ the boltzmann kernel rev for in-tree reading.
+- [ ] Set up serial console on boltzmann for kernel-panic recovery
+ (Quark umbrella; check current state) — **becomes load-bearing
+ once we start poking IOMMU code.**
+- [x] Add `project_rosenblatt_overview.md` + `project_rocket_upstream_state.md`
+ to claude-memory — done 2026-05-19.
+- [ ] Decide repo home: marfrit/rosenblatt on git.reauktion.de
+ (probably yes, after Phase-1 substrate is captured).
+- [ ] **Resolve board-name discrepancy.** README and
+ `fleet/boltzmann.yaml` say boltzmann is a "Rock 5 ITX+" /
+ `rock-5-itx-plus`; the running DT reports
+ `model = "Radxa ROCK 5 ITX"`, `compatible = "radxa,rock-5-itx"`.
+ Confirm physical board model (Radxa sells both SKUs) and
+ either correct the README + manifest, or note that we boot
+ the plain-ITX DT on ITX+ hardware (likely fine; ITX+ is mostly
+ a connectivity-refresh, same SoC + same NPU silicon).
diff --git a/docs/npu-mainline-status.md b/docs/npu-mainline-status.md
index 750a313..d76160d 100644
--- a/docs/npu-mainline-status.md
+++ b/docs/npu-mainline-status.md
@@ -5,8 +5,45 @@
> the audit date. Re-audit on each kernel-version bump or when a
> blocker hits.
-**Audit date:** _(pending — first Phase-1 task)_
-**Kernel under audit:** _(boltzmann's running kernel, capture with `uname -r`)_
+**Audit date:** 2026-05-19
+**Kernel under audit:** boltzmann, `7.0.0-rc3-ARCH+ #2 SMP PREEMPT_DYNAMIC Wed Apr 29 11:16:17 CEST 2026 aarch64` (image `linux-rk3588-marfrit-A1`)
+
+---
+
+## Local-host findings (boltzmann)
+
+The custom `linux-rk3588-marfrit-A1` build is mainline-rc3-based and **already
+ships Tomeu Vizoso's upstream in-tree NPU accel driver** as a loadable module:
+
+| Probe | Result |
+|---|---|
+| `CONFIG_DRM_ACCEL` | `y` (DRM-accel core built-in; major 261 = `accel` in `/proc/devices`) |
+| `CONFIG_DRM_ACCEL_ROCKET` | `m` (Tomeu's `rocket` driver, intree, author "Tomeu Vizoso") |
+| Module file | `/lib/modules/7.0.0-rc3-ARCH+/kernel/drivers/accel/rocket/rocket.ko` |
+| Compat aliases | `rockchip,rk3588-rknn-core` (per-core NPU node) |
+| Module deps | `gpu-sched`, `drm_shmem_helper` |
+| DT nodes | `npu@fdab0000`, `npu@fdac0000`, `npu@fdad0000` — all `compatible = "rockchip,rk3588-rknn-core"`, **`status = "disabled"`** |
+| `/dev/accel/` | does not exist (no device bound — rocket isn't loaded and nodes are disabled) |
+| `dmesg` rknpu/npu/accel lines | zero since boot |
+
+**Net:** the driver-side path is already there. The blocker is the
+device-tree: `pd_npu` is wired but the three `rknn-core` nodes are
+`status = "disabled"`. Enabling them (DT overlay or rebuilt board DTB)
+should let `rocket` probe and instantiate `/dev/accel/accel0..2`.
+
+This decisively answers the Phase-1 exit question: **drive via the
+DRM-accel uAPI through `rocket`, not a from-scratch MMIO driver.**
+
+Display/GPU side, for completeness: `card0` + `renderD128` are bound to
+`panthor` (mainline Mali G610), `card1` to `rockchip-drm` — no
+contention with the NPU stack.
+
+The "Tomeu's rknpu" framing in the original Phase-1 plan is outdated:
+the work landed under the name **`rocket`** in `drivers/accel/`.
+References below use both names; consider `rknpu` → `rocket` going
+forward.
+
+---
---
@@ -25,38 +62,168 @@
---
-## Upstream work in flight
+## Upstream state (audited 2026-05-19)
-To audit on Phase 1:
-
-1. **Tomeu Vizoso's rknpu / DRM-accel series**
- - Branch: search lore.kernel.org for "rknpu" + "Tomeu Vizoso" in
- `linux-rockchip` / `dri-devel`. Check `linux-rockchip` ml cutoff
- date per `reference_linux_rockchip_ml` memory.
- - State to capture: which patches merged, which are review-pending,
- which dropped on the floor.
-2. **`drivers/accel/` mainline state**
- - Check `drivers/accel/` in current torvalds tree — list of in-tree
- accelerators (habanalabs, ivpu, qaic, etc.). Note if rknpu is
- there yet.
-3. **DT bindings**
- - `Documentation/devicetree/bindings/npu/rockchip,rk3588-npu.yaml`
- — does it exist in mainline?
-4. **Userspace bridge**
- - Tomeu has a userspace shim ("rkneural"?) for the DRM-accel uAPI.
- Capture repo URL + current state.
-
-Fill the table below during Phase-1 audit:
+Tomeu Vizoso's RK3588 NPU work landed in **Linux 6.18 (Nov 2025)** under
+the codename **`rocket`** (not `rknpu`). The matching userspace shipped
+in **Mesa 25.3** (Rocket Gallium driver + Teflon TFLite delegate).
+Boltzmann at 7.0.0-rc3 is one major release past the merge.
| Component | Mainline state | URL | Notes |
|---|---|---|---|
-| `drivers/accel/rknpu/` | _TBD_ | | |
-| DT bindings `rockchip,rk3588-npu.yaml` | _TBD_ | | |
-| `pd_npu` power-domain in `rk3588.dtsi` | _TBD_ | | |
-| `npu` node in `rk3588.dtsi` | _TBD_ | | |
-| `npu` node in `rk3588-rock-5-itx-plus.dts` (boltzmann) | _TBD_ | | |
-| userspace uAPI consumer | _TBD_ | | |
-| Tomeu's WIP branch | _TBD_ | | |
+| `drivers/accel/rocket/` | **in-tree since 6.18** | · [kernel docs](https://docs.kernel.org/accel/rocket/index.html) | Author Tomeu Vizoso. Files: `rocket_core.c`, `_device.c`, `_drv.c`, `_gem.c`, `_job.c`, `_registers.h`. Kconfig `DRM_ACCEL_ROCKET`. |
+| DT binding `rockchip,rk3588-rknn-core.yaml` | in-tree (6.18 pull) | [v8 06/10 patch](https://www.mail-archive.com/dri-devel@lists.freedesktop.org/msg554406.html) | Path `Documentation/devicetree/bindings/npu/`. Requires 3 reg blocks (pc/cna/core), 4 clocks, IOMMU, power-domain, resets. |
+| `pd_npu` power-domain in `rk3588-base.dtsi` | in-tree (6.18 pull) | [v8 07/10](https://www.mail-archive.com/dri-devel@lists.freedesktop.org/msg554409.html) | Label added so board files can wire a regulator instead of leaving the domain permanently on. |
+| `npu@fdab/c/d_0000` nodes in `rk3588.dtsi` | in-tree (boltzmann's DT has all 3) | observed at `/sys/firmware/devicetree/base/npu@fdab0000` etc. | All `compatible = "rockchip,rk3588-rknn-core"`, **`status = "disabled"`** in the DT boltzmann is booting. |
+| Per-board enable on Rock 5 ITX+ (boltzmann) | **not done** | n/a | Three `rknn-core` nodes ship disabled; need a board overlay or DTS edit to set `status = "okay"` before `rocket` can probe. |
+| Userspace consumer (Mesa Rocket + Teflon) | merged in **Mesa 25.3** | [Tomeu blog "we are in mainline"](https://blog.tomeuvizoso.net/2025/07/rockchip-npu-update-6-we-are-in-mainline.html) · [Mesa Teflon docs](https://docs.mesa3d.org/teflon.html) | TFLite delegate; the authoritative reference for how jobs are encoded and submitted over the rocket uAPI. |
+| v8 series cover letter (final revision) | **merged via DRM-misc-next → 6.18** | [v8 cover](https://www.mail-archive.com/dri-devel@lists.freedesktop.org/msg554401.html) · [Patchew](https://patchew.org/linux/20250713-6-10-rocket-v8-0-64fa3115e910@tomeuvizoso.net/) · [LWN coverage](https://lwn.net/Articles/1029800/) | 10 patches. |
+| BSP `rockchip-linux/rknpu2` (vendor) | out-of-tree, deprecated, superseded by `airockchip/rknn-toolkit2` | · | BSP `rknpu` driver under `drivers/rknpu/` in 5.10/6.1 BSP branches. Register-map partly readable from source; TRM fills gaps. Use as spec-extraction reference per `feedback_megabitchip_semantic_match`. |
+| `airockchip/rknn-toolkit2` (vendor userspace) | latest **v2.3.2** (Apr 9 2025) | | `librknnrt.so` is a closed pre-compiled aarch64 blob (~7 MB), restrictive Rockchip license. **Not usable.** `.rknn` model-format spec is the only interesting piece. |
+| `airockchip/rknn-llm` (vendor LLM stack) | last release **v1.2.3** (Nov 2024) | | No release in >1 yr — looks stalled. Monitor only. |
+
+---
+
+## Decision: drive via the Rocket DRM-accel uAPI
+
+The Phase-1 exit question — "accel uAPI vs own MMIO driver" — answers
+itself with the upstream state we just inventoried:
+
+- `rocket.ko` is already on disk on boltzmann
+ (`/lib/modules/7.0.0-rc3-ARCH+/kernel/drivers/accel/rocket/rocket.ko`,
+ `intree: Y`) and aliased to the exact `rockchip,rk3588-rknn-core`
+ compatible string the DT uses.
+- The uAPI (`rocket_accel.h`) is stable enough that Mesa is shipping
+ production consumers against it.
+- Writing our own MMIO driver would mean bypassing IOMMU integration,
+ reimplementing the (already-reviewed) `pd_npu` power-domain sequencing,
+ and owning forward-compatibility burden with zero upstream path.
+
+**Unblock path:** patch the boltzmann board DTS (or apply an overlay) to
+flip the three `npu@fdab/c/d_0000` nodes to `status = "okay"`, rebuild
+the DTB, reboot, `modprobe rocket`, expect `/dev/accel/accel0..2` to
+appear and corresponding `dmesg` probe lines. That's a Phase-2 task.
+
+---
+
+## Op-coverage gotcha — direct hit on Phase-2 scope
+
+The agent flagged a structural risk worth surfacing before Phase 2:
+
+> Op coverage is limited today. Convolutions + tensor add + fused ReLU
+> covers MobileNet-class models but not a transformer attention block.
+
+Rosenblatt's premise is offloading the heavy **GEMM** of attention + FFN
+to the NPU. If `rocket`'s userspace path today is conv-centric (Teflon
+demos MobileNetV1/V2 + MobileDet) and the kernel-side op set doesn't
+yet expose a clean matmul primitive, we will need to either:
+
+1. **Shoehorn matmul through conv-1×1** with appropriate tensor reshape
+ (legit on this silicon — RKNPU2 vendor stack does exactly this — but
+ it depends on what shapes the rocket uAPI lets us submit), or
+2. **Land NPU matmul / additional op coverage upstream** ourselves (a
+ real contribution, but adds scope), or
+3. **Drop to a thinner shim** that submits raw NPU command buffers
+ while still going through the rocket GEM + job-submit lifecycle (so
+ we keep IOMMU + power-domain correctness for free).
+
+This is exactly the kind of question Phase 2 was scoped to answer
+("smallest-possible op-set llama.cpp can offload"). The decision now
+becomes "what does rocket's submit-job ioctl actually accept?" which we
+answer by reading `drivers/accel/rocket/rocket_job.c` and the Mesa
+Rocket Gallium driver.
+
+---
+
+## IOMMU v1.0 hazard — blocks naive Phase-2 unblock
+
+Surfaced from a `linux-rockchip` thread of 2026-04-03 ("Re: [PATCH]
+iommu/rockchip: fix page table allocation flags for v2 IOMMU", Midgy
+BALON → Simon Xue / Jonas Karlman). The RK356x SoCs integrate **two
+distinct IOMMU IP versions, v1.0 and v2.0**. The NPU and ISP use v1.0;
+VOP2 uses v2.0. Both map 40-bit physical pages, but **v1.0 does not
+support placing the first-level page table (DTE) above 4 GB**.
+
+The current DT binding `rockchip,rk3568-iommu` does **not** distinguish
+the two — same compat for both IP versions. On `boltzmann` all three
+NPU IOMMUs are bound to this compat (with `rockchip,rk3588-iommu`
+fallback), so they will be driven by the v2.0 code path:
+
+```
+/sys/firmware/devicetree/base/iommu@fdab9000 compatible: rockchip,rk3588-iommu rockchip,rk3568-iommu status: disabled
+/sys/firmware/devicetree/base/iommu@fdaca000 compatible: rockchip,rk3588-iommu rockchip,rk3568-iommu status: disabled
+/sys/firmware/devicetree/base/iommu@fdada000 compatible: rockchip,rk3588-iommu rockchip,rk3568-iommu status: (none → okay default)
+```
+
+With `MemTotal = 32 GB` on boltzmann, two failure modes are reachable
+the moment we enable the NPU:
+
+1. **DTE allocated above `0x100000000`** → v1.0 hardware silently
+ truncates or errors. Page-walk fails, every NPU job faults.
+2. **SWIOTLB bounce-buffer PTE poisoning**. With `DMA_BIT_MASK(32)` on
+ the NPU device, bounce buffers land below 4 GB,
+ `phys_to_virt(bounce_addr)` is used as the PTE write target, and the
+ following `dma_sync_single_for_device(DMA_TO_DEVICE)` overwrites the
+ live PTEs with zeros from the original buffer.
+
+**Planned upstream fix** (two-step, in flight per the thread):
+
+1. Simon Xue, per-device-ops patch
+ — ``
+2. Midgy BALON, "Add `rockchip,rk3568-iommu-v1` compatible for IOMMU
+ v1.0 blocks (NPU, ISP/VICAP) on RK3568" — adds ops with
+ `.gfp_flags = GFP_DMA32` and `.dma_bit_mask = DMA_BIT_MASK(40)`.
+3. DT update: NPU + VICAP MMU nodes flipped to the new compat.
+
+**Mainline state of the fix (verified via cgit, 2026-05-19):**
+
+| Patch | Posted | Merged to torvalds master? |
+|---|---|---|
+| Simon Xue per-device-ops `[20260310105303.128859-1]` | 2026-03-10 | **no** (most recent rockchip-iommu commit is the 2025-06-27 dead-loop fix) |
+| Midgy `-v1` discriminator (`[1/2]`) | not yet posted as of 2026-04-03 | **no** |
+| DT update for `rknpu_mmu` / `vicap_mmu` (`[2/2]`) | not yet posted | **no** |
+| Treewide context: `kmalloc_obj` / `alloc_obj GFP_KERNEL` defaults | 2026-02-21 | merged — possible aggravator of the original bug, may force Midgy's series to be rebased |
+
+**Subtlety:** Midgy's earlier patch (the standalone one referenced as
+`In-Reply-To: <20260331075010.1463-1-midgy971@gmail.com>`) modified
+`iommu_data_ops_v2` directly and was withdrawn after Simon's analysis
+— it would have over-constrained VOP2 and other v2 users. The
+discriminator-compat approach is correct but not yet upstream.
+
+**Implication for Rosenblatt Phase 2:** the README's Phase-2 unblock
+plan ("enable DT nodes → `modprobe rocket` → `/dev/accel/accel0..2`")
+will **almost certainly trigger one of the two failure modes** on
+32 GB boltzmann. Three viable workarounds:
+
+- **A. Boot with `mem=4GB`** (degraded but valid Phase-2 path; lets us
+ validate the rocket bringup end-to-end without addressing the IOMMU
+ bug).
+- **B. Carry Midgy's discriminator + DT changes as local patches** on
+ the marfrit kernel branch. Track upstream landing; rebase or drop.
+- **C. Wait for upstream** — given last visible activity was
+ 2026-04-03 and the v8 series isn't yet posted, this could stall
+ Rosenblatt arbitrarily. Not recommended.
+
+Recommended: **start with (A) for Phase-2 bringup**, switch to (B) when
+we want to use the full 32 GB and need to benchmark realistic working
+sets. Track upstream as standing item.
+
+References (Anubis-gated; fetch with a JS-capable browser or via
+`lore.kernel.org/lkml/` mirrors):
+- Original Midgy patch: ``
+- Simon Xue per-device-ops: ``
+
+---
+
+## Vendor stack — spec source only, not a runtime
+
+- `librknnrt.so`: proprietary aarch64 binary, restrictive Rockchip
+ license (no reverse-engineering, no redistribution). Do not link.
+- `.rknn` model format: the one interface we may need to understand if
+ we want to consume pre-quantized vendor model weights. Otherwise we
+ quantize from GGUF ourselves.
+- BSP `drivers/rknpu/` in `rockchip-linux/kernel`: usable as a
+ register-layout reference. Read; don't lift.
---
diff --git a/docs/op-coverage.md b/docs/op-coverage.md
new file mode 100644
index 0000000..c46155d
--- /dev/null
+++ b/docs/op-coverage.md
@@ -0,0 +1,257 @@
+# Op coverage — what the rocket NPU pipeline actually does
+
+> **Phase-2 deliverable.** Captures the rocket uAPI surface, the NPU's
+> sub-block topology, and the implication for how llama.cpp's matmul
+> can be expressed on this silicon. Read alongside
+> `npu-mainline-status.md`.
+
+**Reference sources** (all in-tree as of mainline 2026-05-19):
+
+- `include/uapi/drm/rocket_accel.h` — userspace ABI
+- `drivers/accel/rocket/rocket_drv.c` — module init, of-match, ioctl table
+- `drivers/accel/rocket/rocket_job.c` — `rocket_job_hw_submit()` is the
+ authoritative description of the per-task hardware sequence
+- `drivers/accel/rocket/rocket_registers.h` — autogenerated from Mesa's
+ `src/gallium/drivers/rocket/registers.xml` (60 KB; **the regcmd
+ format is owned by Mesa, not the kernel**)
+- `Documentation/accel/rocket/index.rst` — one-paragraph driver summary
+
+---
+
+## uAPI: four ioctls, one device per fd
+
+| Ioctl | Direction | Purpose |
+|---|---|---|
+| `DRM_ROCKET_CREATE_BO` | IOWR | Allocate a GEM buffer, get NPU DMA address + mmap offset |
+| `DRM_ROCKET_PREP_BO` | IOW | Take CPU ownership; wait for NPU fences; cache-invalidate |
+| `DRM_ROCKET_FINI_BO` | IOW | Release CPU ownership; cache-flush for NPU |
+| `DRM_ROCKET_SUBMIT` | IOW | Submit an array of jobs (each = array of tasks) |
+
+Submission unit hierarchy:
+
+```
+drm_rocket_submit
+└── drm_rocket_job[] (each tied to specific in/out BOs)
+ └── drm_rocket_task[] (executes sequentially on ONE core)
+ ├── regcmd DMA address of register-command buffer
+ └── regcmd_count number of 32-bit reg/value entries
+```
+
+Key kernel-side invariant from `rocket_job_hw_submit()`:
+
+> "All tasks in the same job will be executed sequentially on the same
+> core, to benefit from memory residency in SRAM."
+
+Per-core SRAM is 2 MB. Bundling matmul tiles into one job buys weight
+reuse across tasks for free — important Phase-2 perf knob.
+
+The driver exposes a **single `/dev/accel/accel0` facade** that
+schedules across all probed RKNN cores. Three DT nodes →
+`rdev->num_cores = 3`, but userspace sees one device.
+
+## What "regcmd" actually is
+
+The kernel's `rocket_job_hw_submit()` does **not** know what op runs.
+For each task it:
+
+1. Writes the task's `regcmd` DMA address to `PC_BASE_ADDRESS`.
+2. Writes `PC_REGISTER_AMOUNTS = (regcmd_count + 1) / 2 - 1`.
+3. Configures S_POINTER ping-pong (CNA + Core, with a per-core "extra
+ bit" `0x10000000 * core_index` lifted from BSP rknpu — undocumented
+ in TRM, kernel comments call it out).
+4. Enables DPU_0/DPU_1 interrupts.
+5. Pulls the trigger: `PC_OPERATION_ENABLE.OP_EN = 1`.
+
+The NPU's Program Controller then plays back the regcmd buffer —
+**a sequence of {register address, register value} pairs the userspace
+emitted**. The kernel is fundamentally a power/IOMMU/scheduler shim.
+**All op coverage lives in userspace regcmd construction.** That's
+why "what ops does rocket support?" is a Mesa question, not a kernel
+question.
+
+## NPU sub-blocks (from PC_INTERRUPT_MASK)
+
+The interrupt-mask register names the discrete blocks the PC drives:
+
+| Block | Channels | Likely role |
+|---|---|---|
+| **CNA** — Convolution Neural-net Accelerator | FEATURE_0/1, WEIGHT_0/1, CSC_0/1 | Loads features + weights, color-space convert (legacy ISP path) |
+| **CORE** | 0/1 | MAC arrays — INT8 multiply-accumulate datapath |
+| **DPU** — Data Processing Unit | 0/1 | Per-channel post-process (likely accumulation / type convert) |
+| **PPU** — Post-Processing Unit | 0/1 | Activation / pooling / requantization |
+| **PC** — Program Controller | — | Reads regcmd, sequences the pipeline |
+| **DMA** | read/write error flags | Pulls features+weights, writes outputs through IOMMU |
+
+Each per-core block has two parallel channels — same hardware as the
+RKNPU2 vendor stack relies on for double-buffering input feature maps
+and weights to keep the MAC arrays fed.
+
+## Matmul on conv-shaped silicon — confirmed conv-only path
+
+Skimming Mesa's `src/gallium/drivers/rocket/rkt_regcmd.c` (only ~700
+lines, single conv emit path) **confirms**: the rocket hardware has no
+matmul-shaped instruction. Every register in the emit path is named
+`CNA_CONV_*`, `CNA_DATA_*`, `CNA_WEIGHT_*` — and the function that
+builds a task's regcmd buffer is literally called `fill_first_regcmd`
+with no alternate path for matmul. **Any matmul we run on this silicon
+goes through the conv pipeline.**
+
+### Regcmd encoding (from `rkt_regcmd.c::emit_raw`)
+
+The userspace regcmd buffer is an array of **64-bit packed entries**:
+
+```
+packed = (target << 48) | (value << 16) | reg
+```
+
+- `target` — block destination ID (CNA, CORE, DPU, PC, …) + a `+0x1`
+ arming bit. `rkt_get_target(reg)` returns the block per register.
+- `reg` — 16-bit register offset within the block.
+- `value` — 32-bit register write value.
+
+Each task's regcmd ends with the TRM-mandated trigger sequence:
+
+```
+0x0041000000000000 /* TRM: must precede op_en */
+emit_raw(regs, 0x81, REG_PC_OPERATION_ENABLE,
+ PC_OPERATION_ENABLE_RESERVED_0(14) | PC_OPERATION_ENABLE_OP_EN(1));
+```
+
+That trailing PC.OPERATION_ENABLE write is what makes the NPU pipeline
+start consuming the regcmd above it.
+
+### Matmul-as-conv-1×1 — concrete mapping
+
+For an INT8 matmul `Y[M, N] = X[M, K] @ W[K, N]` (the shape attention
+and FFN projections take):
+
+| Conv axis | Matmul axis | Concrete |
+|---|---|---|
+| `DATAIN_WIDTH` | 1 | `CNA_DATA_SIZE0.DATAIN_WIDTH = 1` |
+| `DATAIN_HEIGHT` | M (rows) | `CNA_DATA_SIZE0.DATAIN_HEIGHT = M` |
+| `DATAIN_CHANNEL` | K (input dim) | `CNA_DATA_SIZE1.DATAIN_CHANNEL = K`, `DATAIN_CHANNEL_REAL = K-1` |
+| `WEIGHT_WIDTH/HEIGHT` | 1, 1 | `CNA_WEIGHT_SIZE2.{WIDTH, HEIGHT} = 1` |
+| `WEIGHT_KERNELS` | N (output dim) | `CNA_WEIGHT_SIZE2.WEIGHT_KERNELS = N` |
+| `CONV_X/Y_STRIDE` | 1, 1 | `CNA_CONV_CON3.{CONV_X_STRIDE, CONV_Y_STRIDE} = 1` |
+| `PAD_*` | 0, 0, 0, 0 | `CNA_PAD_CON0.{PAD_LEFT, PAD_TOP} = 0` |
+| `DATAOUT_WIDTH` | 1 | `CORE_DATAOUT_SIZE_0.DATAOUT_WIDTH = 0` (encoded as W-1) |
+| `DATAOUT_HEIGHT` | M | `CORE_DATAOUT_SIZE_0.DATAOUT_HEIGHT = M-1` |
+| `DATAOUT_CHANNEL` | N | `CORE_DATAOUT_SIZE_1.DATAOUT_CHANNEL = N-1` |
+
+This is exactly what the RKNPU2 vendor stack does — its public op
+list has `Conv2D` and not `MatMul`. We're aligned with the silicon's
+intended op surface, just from a clean uAPI.
+
+### Quantization handoff
+
+`rkt_regcmd.c` has a clean (non-add-tensor) requantization path:
+
+```
+conv_scale = (input_scale * weights_scale) / output_scale;
+shift = 127 + 31 - 32 - (scale_bits >> 23) + 16;
+scale = ((scale_bits >> 9) & 0x7fff) + 1;
+```
+
+Mirrors PyTorch QNNPACK requantization. For our **Q4_K_M weights** the
+dequant-to-INT8 step is on CPU (NEON): walk the 32-element groups in
+the block, scale per-group, write an INT8 weight tile of `K×N`. NPU
+gets:
+
+- INT8 activation tensor `X` with per-tensor `input_scale`,
+ `input_zero_point`
+- INT8 weight tile `W` with per-tensor `weights_scale` (after we fold
+ per-group into per-channel — the Q4_K_M scaling is finer-grained
+ than what this conv requantization expects)
+- One `output_scale`, `output_zero_point` per matmul
+
+The Q4_K_M → conv-quant fold is the **non-trivial CPU work** that
+sits between Q4_K_M GGUF and a regcmd: we need to choose between:
+
+(a) per-output-channel scales (NPU-friendly, lossy vs Q4_K_M)
+(b) per-block scales applied at runtime via multiple smaller matmul
+ submits with different `output_scale` each (CPU overhead per
+ submit but mathematically faithful to Q4_K_M)
+
+Phase-3 question. (a) is likely good enough for "credible" tok/s; (b)
+preserves Q4_K_M accuracy but tanks throughput.
+
+### What rocket today does NOT exercise (matmul-relevant blocks)
+
+The Mesa emit path uses **CNA + CORE + DPU**. It does **not** touch:
+
+- **PPU** — Post-Processing Unit. Per `rocket_registers.h` interrupt
+ flags, PPU has 2 channels. Likely activation / pooling. For pure
+ matmul we don't need it.
+- **CSC** — color-space conversion submodule of CNA. Vestigial for
+ ML; bypassed in non-image paths.
+
+That's fine — we won't need to wake those for transformer matmul.
+
+What we need to learn from Mesa's regcmd encoding (Phase-2 follow-up):
+
+1. **Max tile shape per CNA invocation** — what (K × N) tile does the
+ hardware natively prefer? Pulls from `rocket_registers.h` CNA_*
+ geometry registers.
+2. **INT8 quantization parameter layout** — per-channel scales live
+ where in the regcmd / weight blob?
+3. **Output type** — INT32 accumulator → INT8 quant? FP16 output? llama.cpp's
+ ggml graph needs to know what comes back to NEON.
+4. **CSC block usage** — color-space conversion is meaningless for LLM,
+ but the FEATURE pipeline may force going through it. If so, it's an
+ identity transform we configure once.
+5. **Per-core split for transformer attention** — three cores × two
+ channels each = 6 parallel matmul lanes. Worth the orchestration
+ complexity only if one core can't saturate the path on its own.
+
+## Op coverage gap inventory
+
+Looking at what a transformer decode step needs vs. what the rocket
+pipeline can plausibly do today (per-op confidence in parens):
+
+| llama.cpp op | NPU target | Confidence |
+|---|---|---|
+| INT8 matmul (Q/K/V projections, FFN) | CNA conv-1×1 | **medium-high** — Mesa already does conv in INT8 |
+| INT8 matmul with INT4 weights (Q4_K_M) | dequant on CPU, INT8 matmul on NPU | medium — Q4_K_M's per-group scales add a dequant pass; first cut keeps it on NEON |
+| RoPE (rotary position embeddings) | CPU (NEON) | n/a — wrong op shape for CNA |
+| Softmax (attention) | CPU (NEON) | n/a — needs exp/sum, no direct support |
+| RMSNorm | CPU (NEON) | n/a — sqrt + element-wise mul |
+| Embedding lookup | CPU | n/a — gather, no NPU support |
+| Sampling (top-k, top-p, multinomial) | CPU | n/a |
+| Residual add + activation | DPU/PPU? unknown | low — needs Mesa-side check |
+
+The Phase-4 baseline run will tell us how much wall-time matmul
+actually owns; if it's >70% on CPU baseline, then offloading just
+matmul (the medium-high row) gets us most of the speedup.
+
+## Open questions — kicked to Phase-3
+
+1. **regcmd format spec.** Pull `registers.xml` from Mesa and trace one
+ conv invocation end-to-end in `src/gallium/drivers/rocket/`.
+2. **Memory budget per task.** 2 MB SRAM per core × 3 cores = 6 MB
+ working set. qwen-1.5B Q4_K_M has ~750 MB of weights (Q4 → ~375 MB
+ actual). Need to chunk by FFN-hidden / attention-head and stream.
+3. **DMA address space layout.** Per-fd IOMMU domain (per
+ `rocket_drv.c::rocket_open`), so we can keep weights resident across
+ submits within one llama.cpp process. Cross-process sharing would
+ need dmabuf import.
+4. **Power-domain bring-up time.** `pm_runtime_get_sync(core->dev)` per
+ job (see `rocket_job_run`) — if the autosuspend timeout fires
+ between decode steps, we pay the wake cost each token. Worth
+ measuring before fighting it.
+5. **Job-timeout = 500 ms hard-coded** in `rocket_job.c::JOB_TIMEOUT_MS`.
+ Long matmul tiles must stay under that. Cap tile size accordingly
+ or split into smaller tasks.
+
+## Recommendation for Phase-3 entry
+
+When Phase-2 closes, Phase-3 ("Analyze" — read RKNPU2 SDK + Tomeu's
+uAPI + BSP rockchip-npu for the spec) becomes mostly:
+
+- Read `src/gallium/drivers/rocket/` end-to-end in Mesa main.
+- Pick one conv invocation from a known model (Teflon MobileNetV1
+ first layer is the simplest), trace it down to the regcmd buffer
+ bytes, and document the field layout for matmul reconstruction.
+- Read the BSP `drivers/rknpu/` for any quant-scale plumbing the Mesa
+ side doesn't expose (especially for INT4 → INT8 dequant alignment).
+- The vendor-blob `librknnrt.so` is **off-limits** (closed license);
+ do not link, do not extract symbols.
diff --git a/docs/phases.md b/docs/phases.md
new file mode 100644
index 0000000..0976513
--- /dev/null
+++ b/docs/phases.md
@@ -0,0 +1,111 @@
+# phases — Rosenblatt per-phase log
+
+One entry per phase as it closes. Stores the *findings* (what we
+learned that future-us shouldn't have to rediscover) and the *next
+gate* (what Phase N+1 needs from us). Lives alongside the
+campaign-level README; this file is the durable journal.
+
+---
+
+## Phase 0 — bootstrap
+
+**Closed:** 2026-05-19
+**Deliverable:** repo scaffold (README, TODO, docs/, kernel/, userspace/,
+fleet/, benchmarks/), one initial commit `Rosenblatt: project scaffold
+for RK3588 NPU on mainline`.
+
+---
+
+## Phase 1 — substrate audit
+
+**Closed:** 2026-05-19
+**Deliverable:** `docs/npu-mainline-status.md` table fully populated;
+`fleet/boltzmann.yaml` kernel/NPU-driver block filled with live data;
+clear answer to the "accel uAPI vs. own MMIO driver" question.
+
+### Findings
+
+1. **`rocket` driver is in mainline** — Tomeu Vizoso's NPU work merged
+ to torvalds in Linux 6.18 (Nov 2025) as `drivers/accel/rocket/`,
+ Kconfig `DRM_ACCEL_ROCKET`. Driver author + history kept the same
+ shape, but the **upstream name is `rocket`, not `rknpu`** —
+ searching for `rknpu` in mainline misses everything.
+2. **Boltzmann already ships the driver** — `linux-rk3588-marfrit-A1`
+ (7.0.0-rc3-ARCH+) is post-6.18 and contains `rocket.ko` at
+ `/lib/modules/.../drivers/accel/rocket/rocket.ko`, marked
+ `intree: Y`. Module aliases to `rockchip,rk3588-rknn-core`,
+ matching the DT compatibles on the box.
+3. **DT nodes present but disabled** — `rk3588-base.dtsi` defines
+ `rknn_core_0/1/2` at `0xfdab/c/d_0000` with compat
+ `rockchip,rk3588-rknn-core`; all three boot with `status =
+ "disabled"`. No board file enables them. Per-core IOMMUs
+ `rknn_mmu_0/1/2` at `0xfdab9/aca/ada_000` also disabled.
+4. **Userspace is Mesa Rocket Gallium + Teflon** — shipped in Mesa
+ 25.3. `src/gallium/drivers/rocket/` in mesa3d main is the
+ authoritative reference for regcmd construction. `rkt_regcmd.c`
+ is ~700 lines, single-conv emit path. No matmul-specific code.
+5. **Kernel is a thin shim** — `drivers/accel/rocket/rocket_drv.c`
+ exposes a single facade `/dev/accel/accel0` for all probed RKNN
+ cores. uAPI is 4 ioctls (CREATE_BO, SUBMIT, PREP_BO, FINI_BO).
+ `rocket_job_hw_submit()` powers the NPU, points
+ `PC_BASE_ADDRESS` at the regcmd, sets `PC_REGISTER_AMOUNTS`,
+ pulls `PC_OPERATION_ENABLE.OP_EN = 1`. Everything else is the
+ userspace-built regcmd buffer.
+6. **NPU sub-blocks** identified from `rocket_registers.h` interrupt
+ masks: **PC** (program controller), **CNA** (conv neural-net
+ accel; FEATURE / WEIGHT / CSC channels), **CORE** (MAC array),
+ **DPU** (data processing unit, requant), **PPU**
+ (post-processing — not exercised by Mesa today). Each per-core
+ block has 2 parallel channels for double-buffering.
+7. **Matmul-as-conv-1×1 is the only viable path** — confirmed by
+ reading Mesa's emit path. INT8 matmul `Y[M,N] = X[M,K] @ W[K,N]`
+ maps cleanly to a conv with width=height=1 kernel,
+ `DATAIN_CHANNEL=K`, `WEIGHT_KERNELS=N`. The vendor RKNPU2 stack
+ does the same shoehorn.
+8. **IOMMU v1.0 hazard surfaced from `linux-rockchip` thread**
+ (Midgy BALON / Simon Xue, 2026-04-03). The NPU IOMMU is v1.0 IP
+ bound to generic `rockchip,rk3568-iommu` — driven via the v2.0
+ code path. v1.0 can't allocate its DTE above 4 GB. Boltzmann
+ has 32 GB. Naive enable will silently fault. Discriminator-compat
+ patch series planned but **not landed in mainline master as of
+ 2026-05-19** (verified via cgit on
+ `drivers/iommu/rockchip-iommu.c`).
+9. **Vendor stack is off-limits** — `librknnrt.so` is a closed
+ binary blob under restrictive Rockchip license. BSP
+ `rockchip-linux/kernel` `drivers/rknpu/` source is permitted as
+ a spec-extraction reference only.
+
+### Phase exit decision
+
+**Drive via the `rocket` DRM-accel uAPI.** Writing our own MMIO
+driver would mean re-implementing IOMMU integration, power-domain
+sequencing, and fence/sched plumbing that's already in-tree and
+production-validated by Mesa Teflon consumers. The Phase-2 unblock
+list is short: DT enable + IOMMU mitigation + `modprobe rocket`.
+
+### Phase outflow → TODO
+
+Captured in `TODO.md` "Phase-2 unblock" section. Highlights:
+
+- Apply `kernel/dt-overlays/rk3588-rosenblatt-npu-enable.dtso` (or
+ equivalent board-DTS patch) to boltzmann.
+- Mitigate IOMMU v1.0 hazard before first NPU job: `mem=4G` boot or
+ local discriminator-compat carry.
+- `modprobe rocket`, confirm `/dev/accel/accel0`, no IOMMU faults.
+- Read `rkt_regcmd.c`, `rkt_ml.c`, `rkt_task.c`, `rkt_coefs.c` from
+ Mesa for the conv-1×1 matmul encoding details (op-coverage.md
+ has the first cut).
+
+### Memory persisted
+
+- `project_rosenblatt_overview.md`
+- `project_rocket_upstream_state.md` (note: name is `rocket`, not
+ `rknpu`)
+- `project_iommu_v1_hazard.md`
+
+---
+
+## Phase 2 — formulate (open)
+
+**Status:** open as of 2026-05-19. See `TODO.md` and
+`docs/op-coverage.md` for current state of the formulation.
diff --git a/fleet/boltzmann.yaml b/fleet/boltzmann.yaml
index 3a33be4..fa0083f 100644
--- a/fleet/boltzmann.yaml
+++ b/fleet/boltzmann.yaml
@@ -21,11 +21,32 @@ hardware:
local_sram_per_core_mib: 2
power_domain: pd_npu
-# Phase-1 audit fills these (pending boltzmann inspection)
+# Phase-1 audit (captured 2026-05-19)
kernel:
- running_version: TBD # uname -r snapshot at audit time
- source: TBD # mainline torvalds / mmind-rockchip / custom
- npu_driver: TBD # vendor rockchip-npu / mainline rknpu / none
+ running_version: 7.0.0-rc3-ARCH+ # `uname -r`; built Apr 29 2026, custom marfrit-A1
+ image: linux-rk3588-marfrit-A1 # from BOOT_IMAGE in /proc/cmdline
+ source: marfrit/neutron (mainline-rc3 base, RK3588 patches)
+ npu_driver:
+ name: rocket # drivers/accel/rocket, author Tomeu Vizoso
+ state: built-as-module-not-loaded
+ module_path: /lib/modules/7.0.0-rc3-ARCH+/kernel/drivers/accel/rocket/rocket.ko
+ config:
+ CONFIG_DRM_ACCEL: 'y'
+ CONFIG_DRM_ACCEL_ROCKET: m
+ binds_compatible: rockchip,rk3588-rknn-core
+ depends: [gpu-sched, drm_shmem_helper]
+ dt_npu_nodes:
+ - addr: 0xfdab0000
+ compatible: rockchip,rk3588-rknn-core
+ status: disabled
+ - addr: 0xfdac0000
+ compatible: rockchip,rk3588-rknn-core
+ status: disabled
+ - addr: 0xfdad0000
+ compatible: rockchip,rk3588-rknn-core
+ status: disabled
+ dev_accel: /dev/accel # not present — major 261 registered in /proc/devices but no device bound
+ dmesg_npu_lines: 0 # zero npu/accel/rknpu lines since boot
userspace:
rknn_vendor_runtime_installed: false # commitment: stay mainline-clean
diff --git a/kernel/README.md b/kernel/README.md
index 0625269..a28be38 100644
--- a/kernel/README.md
+++ b/kernel/README.md
@@ -1,24 +1,32 @@
# kernel/
-Mainline-bound kernel patches: DT bindings, rknpu driver tweaks,
-power-domain wiring for boltzmann's `rk3588-rock-5-itx-plus.dts`.
+Phase-1 audit closed the "do we need a driver?" question: Tomeu
+Vizoso's `rocket` driver is in mainline since Linux 6.18, and
+boltzmann's `linux-rk3588-marfrit-A1` build (7.0.0-rc3-ARCH+)
+already ships it as a module. See `docs/npu-mainline-status.md` for
+the full audit.
-Empty until Phase 1 audit identifies what's actually missing in mainline.
+Current contents:
-If Tomeu Vizoso's rknpu series is far enough along to use as-is, this
-directory may stay nearly empty — we'd just carry a small DT-overlay
-patch for boltzmann's board file.
-
-If we end up writing a driver from scratch (worst case), the structure
-will mirror an upstream submission layout:
```
-0001-dt-bindings-npu-add-rockchip-rk3588-npu.patch
-0002-arm64-dts-rockchip-rk3588-add-npu-node.patch
-0003-arm64-dts-rockchip-rock-5-itx-plus-enable-npu.patch
-0004-accel-rknpu-add-rockchip-rk3588-driver.patch
-...
+kernel/
+└── dt-overlays/
+ └── rk3588-rosenblatt-npu-enable.dtso
+ # Flips rknn_core_0/1/2 + rknn_mmu_0/1/2 to status="okay".
+ # Do NOT apply on >4 GB-RAM hosts without IOMMU v1.0
+ # mitigation (mem=4G or local discriminator-compat patches).
```
-Tracking-wise these go through `marfrit/kernel-agent` as scope
-`patches/driver/accel/rknpu/`, with `fleet/boltzmann-rosenblatt.yaml`
-as the consuming manifest.
+Anticipated next additions:
+
+- `iommu/0001-iommu-rockchip-add-rk3568-iommu-v1-compatible.patch`
+ — local carry of Midgy BALON's discriminator-compat patch when it
+ appears upstream, plus the matching DT update for `rknn_mmu_*`.
+ Drop when the upstream series lands.
+- Patches against marfrit's `linux-rk3588-marfrit-*` branch only if
+ we need fixes beyond what mainline rocket provides. Kept minimal
+ per the "mainline-clean from day 1" rule.
+
+Patch handling routes through the `kernel-agent` subagent (per
+`feedback_agent_routing.md`); board / host wiring lives in
+`fleet/boltzmann.yaml`.
diff --git a/kernel/dt-overlays/rk3588-rosenblatt-npu-enable.dtso b/kernel/dt-overlays/rk3588-rosenblatt-npu-enable.dtso
new file mode 100644
index 0000000..0635aef
--- /dev/null
+++ b/kernel/dt-overlays/rk3588-rosenblatt-npu-enable.dtso
@@ -0,0 +1,54 @@
+// SPDX-License-Identifier: (GPL-2.0+ OR MIT)
+/*
+ * Rosenblatt: enable all three RK3588 RKNN cores + their IOMMUs.
+ *
+ * Apply on top of any rk3588 board DT that uses the mainline
+ * rk3588-base.dtsi labels. Verified against boltzmann
+ * (model "Radxa ROCK 5 ITX", compatible "radxa,rock-5-itx").
+ *
+ * Pre-conditions before applying on a system with >4 GB RAM
+ * (boltzmann has 32 GB):
+ * - The IOMMU v1.0 hazard MUST be mitigated first.
+ * See docs/npu-mainline-status.md "IOMMU v1.0 hazard".
+ * Either boot with `mem=4G`, OR carry the discriminator-compat
+ * patch series (Simon Xue per-device-ops +
+ * Midgy BALON `rockchip,rk3568-iommu-v1`).
+ *
+ * After applying:
+ * - `modprobe rocket`
+ * - expect `/dev/accel/accel0` (single facade, schedules across cores)
+ * - dmesg: rocket-driven probe per `npu@fdab0000`, `..fdac0000`,
+ * `..fdad0000`
+ *
+ * Keep the assigned-clock-rate at the rk3588-base.dtsi default of
+ * 200 MHz for first-bringup. Lift to 1 GHz (`SCMI_CLK_NPU` max) only
+ * after the rocket bringup, IOMMU, and a baseline matmul are
+ * verified stable.
+ */
+
+/dts-v1/;
+/plugin/;
+
+&rknn_core_0 {
+ status = "okay";
+};
+
+&rknn_mmu_0 {
+ status = "okay";
+};
+
+&rknn_core_1 {
+ status = "okay";
+};
+
+&rknn_mmu_1 {
+ status = "okay";
+};
+
+&rknn_core_2 {
+ status = "okay";
+};
+
+&rknn_mmu_2 {
+ status = "okay";
+};