# Conflicts:
#	ROADMAP.md
#	crates/pipeline/src/spots.rs
#	docs/gaps.md
#	docs/parity-checklist.md
#	docs/raw-parity.md
#	docs/target-app-parity.md
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bflatastic
2026-10-13 12:40:42 +07:00
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# Sony ARW, Nikon NEF, Panasonic RW2, Fujifilm RAF, Canon CR3/CR2, Pentax PEF, Samsung SRW and Olympus ORF starting look
# Sony ARW, Nikon NEF, Panasonic RW2, Fujifilm RAF, Canon CR3/CR2, Pentax PEF, Samsung SRW, Olympus ORF and Minolta MRW starting look
ARW, NEF, RW2, RAF, CR3, CR2, PEF, SRW and ORF decoding supply sensor data and camera white-balance multipliers, but currently no measured camera colour matrix. Treating camera RGB as linear sRGB produces a dark, muted default rendering. The loader now estimates a file-local starting look from that file's embedded camera JPEG, only when a usable camera matrix is absent. All output pixels still come from the RAW sensor data; there is no JPEG replacement or uniform saturation boost.
ARW, NEF, RW2, RAF, CR3, CR2, PEF, SRW, ORF and MRW decoding supply sensor data and camera white-balance multipliers, but currently no measured camera colour matrix. Treating camera RGB as linear sRGB produces a dark, muted default rendering. The loader now estimates a file-local starting look from that file's embedded camera JPEG, only when a usable camera matrix is absent. All output pixels still come from the RAW sensor data; there is no JPEG replacement or uniform saturation boost.
## Colour and tone are separate
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@@ -29,6 +29,7 @@ Hours are Opus 5.5 agent wall-clock hours (see [target-app-parity.md](target-app
| 9 B | **Tests in CI on macOS, Windows and Linux x64 not green yet**: `ci.yml` (#1050) runs `cargo xtask ci` on Linux, clippy and the tests on macOS and Windows, and the GPU tests on lavapipe, Metal and WARP (`LIGHTCRAFT_GPU_ALLOW_SOFTWARE`); `main` fails there until the #989 fixes land (#990, #997, #1003, #1007, #1018) and the Windows failures the fork runs found are fixed (#1052: clippy `dead_code` on `LibraryLock::descriptor_copy`, `editors::tests::desktop_entries_give_their_program`, 21 engine rename / sidecar tests on NTFS) | `.github/workflows/ci.yml`; fork runs in #1050; the linux-riscv64 release job (#844) runs only `lightcraft-cli --version` under QEMU | until the jobs are green and required checks, regressions on the main platforms still reach `main` | 2–4 | [target-app-parity](target-app-parity.md#by-dimension) |
| 10 B | **Per-model verification thin, plus cheap per-body decode fixes**: 235 of 1,446 Adobe models verified (16%), ~42% of photographers on a verified body; Nikon 5 bodies verified, Canon 12. Cheap fixes: Z 6II packed 14-bit NEF (#769, PR #671), Sony A100 / F828 regression (#702), DSLR-A200…A390 / A850 12-bit ARW (#535) | measured: [raw/coverage.tsv](raw/coverage.tsv) | per-body bugs (levels, crops, WB) surface only from users | 25–45 | [raw-parity](raw-parity.md#by-maker-measured) |
| 10 B | **Per-model verification thin, plus cheap per-body decode fixes**: 235 of 1,446 Adobe models verified (16%), ~42% of photographers on a verified body; Nikon 5 bodies verified, Canon 12. Cheap fixes: Z 6II packed 14-bit NEF (#769, PR #671), Sony A100 regression (#702); F828 SRF now discovered and imported as preview-only, sensor decoding still missing, DSLR-A200…A390 / A850 12-bit ARW (#535) | measured: [raw/coverage.tsv](raw/coverage.tsv) | per-body bugs (levels, crops, WB) surface only from users | 25–45 | [raw-parity](raw-parity.md#by-maker-measured) |
| 10 B | **Per-model verification thin, plus cheap per-body decode fixes**: 241 of 1,446 Adobe models verified (17%), ~42% of photographers on a verified body; Nikon 5 bodies verified, Canon 12. Cheap fixes: Z 6II packed 14-bit NEF (#769, PR #671), Sony A100 / F828 regression (#702), DSLR-A200…A390 / A850 12-bit ARW (#535) | measured: [raw/coverage.tsv](raw/coverage.tsv) | per-body bugs (levels, crops, WB) surface only from users | 25–45 | [raw-parity](raw-parity.md#by-maker-measured) |
| 11 | **Enhance: Raw Details, Super Resolution; AI denoise without shippable weights or X-Trans** | ENH rows 0%; denoise Bayer only, RawNIND weights GPL and opt-in | Fujifilm users get no AI denoise; nobody gets it out of the box | 30–60 + model decision | [raw-parity](raw-parity.md#demosaic-levels-crops-and-lens-metadata) |
| 12 | **Content-aware / generative remove, detect distractions, reflections removal** | REM rows 75%; patch synthesis missing | cleanup work goes back to Photoshop | 25–45 (+ generative model) | [target-app-parity](target-app-parity.md#ai) |
| 13 | **Lightroom catalog migration is one-way and approximate**: unsupported Adobe profiles / AI settings archived, history kept as data | lightroom-catalog-import.md | switching users lose some looks | 8–12 | [file-format-parity](file-format-parity.md) |
@@ -41,7 +42,7 @@ Hours are Opus 5.5 agent wall-clock hours (see [target-app-parity.md](target-app
| 17 | **Tethered capture** | ⬜ | studio photographers | 25–45 + cameras | [hardware-parity](hardware-parity.md) |
| 18 | **Video**: playback, trim, global edits, export | VID rows 0% | users who mix stills and clips | 25–45 | [target-app-parity](target-app-parity.md#features) |
| 19 | **Plug-in ecosystem**: no Lightroom SDK equivalent (export / publish plug-ins, metadata plug-ins) | ⬜ | pro workflows built on plug-ins (LR/Enfuse, Jeffrey's exporters, Negative Lab Pro) | 40–80 + owner decision | [target-app-parity](target-app-parity.md#by-dimension) |
| 20 | **Long-tail raw formats**: compressed SRW, ARQ pixel shift, IIQ, Hasselblad compression, X3F, CRW, MRW, ERF, KDC, DCR, MEF, GPR, old FinePix | raw-parity.md | small user share each | 45–85 | [raw-parity](raw-parity.md) |
| 20 | **Long-tail raw formats**: compressed SRW, ARQ pixel shift, IIQ, Hasselblad compression, X3F, CRW, ERF, KDC, DCR, MEF, GPR, old FinePix (MRW decodes since 2026-10-12) | raw-parity.md | small user share each | 40–80 | [raw-parity](raw-parity.md) |
| 21 | **Localization**: 9 of 15 shipped languages partial (74–99% of catalog messages), lower-layer errors English; Hindi, Arabic, Indonesian, Korean, Vietnamese absent; no RTL or complex shaping | measured from catalogs | non-English users see mixed English | 55–90 (shipped to full); 145–255 (five new) | [localization-parity](localization-parity.md) |
| 22 | **Pen pressure**, OS monitor profiles, follow-window colour | hardware-parity.md | brush users with tablets; multi-monitor setups | 11–22 | [hardware-parity](hardware-parity.md) |
| 23 | **Accessibility**: AccessKit tree audited by a test (every control named, sliders with range); left: canvas handles, spot and mask placement by keyboard, a session with a real screen reader | LR-BEHAV-ACCESS 🟡 | blind and low-vision users | 4–8 | [ui-parity](ui-parity.md) |
@@ -96,6 +97,7 @@ Beta-blocking gaps (B) total **~230–430 h**; with the stability and platform w
| 2026-10-12 | minor | Gap 28 shrinks: F8 and Shift+Tab land; F1 and `[` `]` were already implemented; gap not closed |
| 2026-10-11 | minor | Gap 9 shrinks: `ci.yml` (#1050) runs the tests on Linux, macOS and Windows and the GPU equivalence tests on lavapipe, Metal and WARP; red on `main` until the #989 fixes and #1052 (Windows) land, 6–12 h → 2–4 h |
| 2026-10-12 | minor | Gap 10: SR2/SRF folder discovery fixed; F828 imports as preview-only. Sensor decoding remains a gap; readiness scores unchanged |
| 2026-10-12 | minor | Gap 20 shrinks: Minolta MRW decodes (`vendor/mrw.rs`), 6 bodies verified; gap 10 count 235 → 241 |
| 2026-10-11 | minor | Reviewed against main after 0.6.0: CR3 entry names the CRX variants `crx.rs` still refuses and the R7 / R6 Mark II C-RAW state (decoding, not verified, so the measured numbers don't move); CI and Windows / Linux entries note the riscv64 release build (#844); R7 fix added to Closed recently. Panel docking (UI.9, #869) closes no listed gap |
| 2026-10-11 | minor | Camera colour entry: raws with a black-and-white camera JPEG take its tone curve (#577); gap not closed |
| 2026-10-11 | minor | Gap 4: Compare and Reference views get zoom windows per pane (1:1 was a 2,560 px render magnified); overlays and soft proofing remain, 8–15 h → 4–8 h |
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@@ -25,6 +25,10 @@ ranked in [gaps.md](gaps.md). Details per format: [cr3.md](cr3.md),
| Decoder path should handle it, **unverified** | **942** (65%) | measured from the format rules (632 of them DNG, mostly phones) |
| **Preview-only** (embedded JPEG) | **234** (16%) | measured |
| **Unsupported** (not imported, refused or decodes wrongly) | **35** (2%) | measured |
| Decoded from sensor data and **verified** on a real file | **241** (17%) | measured: [raw/evidence.tsv](raw/evidence.tsv) |
| Decoder path should handle it, **unverified** | **947** (65%) | measured from the format rules (632 of them DNG, mostly phones) |
| **Preview-only** (embedded JPEG) | **222** (15%) | measured |
| **Unsupported** (not imported, refused or decodes wrongly) | **36** (2%) | measured |
| Models added since 2017 (Camera Raw 10+): verified / unverified / preview / unsupported | 82 / 640 / 24 / 8 of 754 | measured |
| **Share of photographers whose camera fully works** (decodes from sensor data), use-weighted | **~85%** | estimated: measured classes × written usage weights × per-format confidence |
| …of which on a body we have verified | **~42%** | estimated, same weights |
@@ -55,7 +59,7 @@ unsupported to preview-only in the counts; sensor-decoding readiness is unchange
`lightcraft_engine::import::EXTENSIONS`, and `KNOWN_UNSUPPORTED` in `crates/raw/tests/corpus.rs`. Doc
claims were not used.
- **Verified** means a real file from that body decoded from sensor data in: the corpus test over the
`RAW_SAMPLES` manifest (`xtask/src/main.rs`, 101 CC0 files; bodies whose sample is in
`RAW_SAMPLES` manifest (`xtask/src/main.rs`, 105 CC0 files; bodies whose sample is in
`KNOWN_UNSUPPORTED` excluded), `crates/raw/tests/cr3_corpus.rs` (3 bodies exact against an external decoder;
the EOS R5 Mark II pinned, with a QP-map check of 33,665 private files), the RAF reference
check ([raf-compression.md](raf-compression.md)), and the raw.pixls.us bulk checks recorded in issue
@@ -98,6 +102,8 @@ unsupported to preview-only in the counts; sensor-decoding readiness is unchange
| OM Digital Solutions | 7 | 0 | 0 | 7 | 0 | **compressed ORF** |
| Kodak, Konica Minolta, Epson, Sigma, GoPro, Contax, others | 56 | 0 | 14 | 27 | 15 | DCR, GPR not imported; KDC, MRW, ERF, X3F preview |
| **All** | **1,446** | **236 (16%)** | **941 (65%)** | **233 (16%)** | **36 (2%)** | |
| Kodak, Konica Minolta, Epson, Sigma, GoPro, Contax, others | 56 | 6 | 19 | 16 | 15 | DCR, GPR not imported; KDC, ERF, X3F preview (MRW decodes) |
| **All** | **1,446** | **241 (17%)** | **947 (65%)** | **222 (15%)** | **36 (2%)** | |
## By use (estimated)
@@ -114,6 +120,7 @@ unsupported to preview-only in the counts; sensor-decoding readiness is unchange
| Leica | 1% | 96% | 21% | the Q3 verified |
| DJI | 1% | 95% | 0% | |
| Medium format and others | 0.5% | 23% | 1% | IIQ, 3FR, X3F |
| Medium format and others | 0.5% | 28% | 3% | IIQ, 3FR, X3F |
| **Weighted** | 100% | **85%** | **42%** | |
About 5 in 6 raw photographers' cameras decode, but only about 2 in 5 use a body we have actually
@@ -162,6 +169,8 @@ checked, and Canon, the largest bucket, is the weakest of the big four.
| 3FR / FFF | DNG-like layouts | 🟡 | decoded when uncompressed or LJ92 |
| 3FR / FFF | Hasselblad compression | ⬜ | preview |
| IIQ, MOS, MRW, ERF, KDC, X3F | all | ⬜ | preview; an uncompressed MOS, whose IFD0 is the mosaic itself with no Make tag, is recognised by Leaf's data block `0x8606` (#1275) |
| MRW | 12-bit packed, 16-bit words; RGGB and GBRG | ✅ | 4 CC0 corpus files (DiMAGE 7Hi, A1, A200, Dynax 7D) plus DiMAGE 7 and A2 checked against their previews; `vendor/mrw.rs` |
| IIQ, MOS, ERF, KDC, X3F | all | ⬜ | preview |
| DCR, MEF, MFW, DXO, GPR, TIFF raws | all | ⬜ | not imported |
### Compressed ORF: a clean-room starting point
@@ -270,7 +279,7 @@ works, from [raw/usage-weights.tsv](raw/usage-weights.tsv).
| 7 | Sony A100 regression (#702) and DSC-F828 sensor decoding (preview-only) | +0.1 | 1–2 | ~0.07 | samples on raw.pixls.us |
| 8 | Canon CRW (2000–2004 bodies) | +1.2 by the uniform tail weight, far less by real use | 6–12 | ≤ 0.1 | samples |
| 9 | Nikon HE / HE★ NEF (Z 8, Z 9, Z 6III, Z f, Z50II, Z5II set to HE) | +1.1 | 20–40 | ~0.04 | a pure-Rust JPEG XS decoder |
| 10 | Compressed SRW, Hasselblad 3FR, IIQ, X3F, MRW, KDC, ERF, DCR, MEF, GPR | +0.6 together | 45–85 | ~0.01 | samples; low use |
| 10 | Compressed SRW, Hasselblad 3FR, IIQ, X3F, KDC, ERF, DCR, MEF, GPR (MRW done) | +0.6 together | 45–85 | ~0.01 | samples; low use |
Beyond decoding:
@@ -292,6 +301,7 @@ Beyond decoding:
| 2026-10-13 | minor | Nikon D90 image area (4288 × 2848 at 10, 10) and white level (3830) measured on 10 of 550 NEFs from one body: its 42 filler columns no longer develop as a pink band |
| 2026-10-12 | minor | Hasselblad Lunar verified (a Sony NEX-7 ARW under Make HASSELBLAD, now decoded): 236 verified, 232 preview; an uncompressed Leaf MOS is recognised as a raw (preview only) instead of opening as a greyscale image of its mosaic (#1275) |
| 2026-10-12 | minor | SR2/SRF folder discovery and shared CLI/MCP extensions; public DSC-R1 sensor import and DSC-F828 preview-only import agree with direct import. F828 reclassified as preview-only (234 preview, 35 unsupported); sensor-decoding scores unchanged |
| 2026-10-12 | minor | Minolta MRW decoded (`vendor/mrw.rs`): DiMAGE 7, 7Hi, A1, A2, A200 and Dynax / Maxxum 7D verified; 241 verified, 947 unverified, 222 preview |
| 2026-10-10 | minor | Compressed ORF: pointer to the two Olympus patents that describe the method, as a clean-room starting point |
| 2026-10-12 | minor | PEF without area tags: masked border rows and columns trimmed against the BlackPoint (issue #1271; KP, KF, K-3 Mark III, K-70, K-1, K-1 Mark II, K-S1, K-S2, 645Z); counts unchanged |
| 2026-10-11 | minor | EOS R5 Mark II verified (CRX QP-map first literal and limited-length escape, odd-height Bayer planes; 4 CC0 files pinned, QP maps of 33,665 private files): 235 verified, 942 unverified; use-weighted 85% (42% on verified bodies); decoding 77%, RAW readiness unchanged at ~56% |
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@@ -85,7 +85,9 @@ def classify(maker, camera, ext_field):
return "preview", "SRW", "compressed SRW is not decoded"
return "unverified", "SRW", "uncompressed / packed SRW"
e = es[0] if es else ""
if e in ("CRW", "3FR", "FFF", "IIQ", "MOS", "ERF", "KDC", "MRW", "X3F", "RAW", "ORI"):
if e == "MRW":
return "unverified", "MRW", "MRW decoder (12-bit packed, 16-bit words)"
if e in ("CRW", "3FR", "FFF", "IIQ", "MOS", "ERF", "KDC", "X3F", "RAW", "ORI"):
return "preview", e, f"{e} is opened from its embedded JPEG only"
return "unsupported", e, f"{e or 'unknown'} is not imported"
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@@ -552,17 +552,17 @@ Kodak EasyShare Z1015 IS KDC 2008 preview KDC is opened from its embedded JPEG o
Kodak EasyShare Z980 KDC 2008 preview KDC is opened from its embedded JPEG only
Kodak EasyShare Z981 RAW 2010 preview RAW is opened from its embedded JPEG only
Kodak EasyShare Z990 RAW 2010 preview RAW is opened from its embedded JPEG only
Konica Minolta Alpha-5 Digital (China) MRW 2005 preview MRW is opened from its embedded JPEG only
Konica Minolta Alpha Sweet Digital (Japan) MRW 2005 preview MRW is opened from its embedded JPEG only
Konica Minolta DiMAGE 5 MRW 2003 preview MRW is opened from its embedded JPEG only
Konica Minolta DiMAGE 7 MRW 2003 preview MRW is opened from its embedded JPEG only
Konica Minolta DiMAGE 7i MRW 2003 preview MRW is opened from its embedded JPEG only
Konica Minolta DiMAGE 7Hi MRW 2003 preview MRW is opened from its embedded JPEG only
Konica Minolta DiMAGE A1 MRW 2003 preview MRW is opened from its embedded JPEG only
Konica Minolta DiMAGE A2 MRW 2003 preview MRW is opened from its embedded JPEG only
Konica Minolta DiMAGE A200 MRW 2003 preview MRW is opened from its embedded JPEG only
Konica Minolta Maxxum 5D Dynax 5D MRW 2005 preview MRW is opened from its embedded JPEG only
Konica Minolta Maxxum 7D Dynax 7D MRW 2003 preview MRW is opened from its embedded JPEG only
Konica Minolta Alpha-5 Digital (China) MRW 2005 unverified MRW decoder (12-bit packed, 16-bit words)
Konica Minolta Alpha Sweet Digital (Japan) MRW 2005 unverified MRW decoder (12-bit packed, 16-bit words)
Konica Minolta DiMAGE 5 MRW 2003 unverified MRW decoder (12-bit packed, 16-bit words)
Konica Minolta DiMAGE 7 MRW 2003 verified raw.pixls.us check: CC0 sample decoded and its WB / CFA matched to the embedded preview (vendor/mrw.rs)
Konica Minolta DiMAGE 7i MRW 2003 unverified MRW decoder (12-bit packed, 16-bit words)
Konica Minolta DiMAGE 7Hi MRW 2003 verified corpus: crates/raw/tests/corpus.rs (xtask RAW_SAMPLES)
Konica Minolta DiMAGE A1 MRW 2003 verified corpus: crates/raw/tests/corpus.rs (xtask RAW_SAMPLES)
Konica Minolta DiMAGE A2 MRW 2003 verified raw.pixls.us check: CC0 sample decoded and its WB / CFA matched to the embedded preview (vendor/mrw.rs)
Konica Minolta DiMAGE A200 MRW 2003 verified corpus: crates/raw/tests/corpus.rs (xtask RAW_SAMPLES)
Konica Minolta Maxxum 5D Dynax 5D MRW 2005 unverified MRW decoder (12-bit packed, 16-bit words)
Konica Minolta Maxxum 7D Dynax 7D MRW 2003 verified corpus: crates/raw/tests/corpus.rs (xtask RAW_SAMPLES)
Leaf AFi II 6 MOS 2008 preview MOS is opened from its embedded JPEG only
Leaf AFi II 7 MOS 2008 preview MOS is opened from its embedded JPEG only
Leaf Aptus 17 MOS 2007 preview MOS is opened from its embedded JPEG only
Can't render this file because it contains an unexpected character in line 86 and column 19.
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@@ -250,3 +250,9 @@ Sony RX1R II (DSC-RX1RM2) verified issue #535: raw.pixls.us bulk check of all 10
Sony ZV-1 (DCZV1/B) verified issue #535: raw.pixls.us bulk check of all 100 Sony bodies (decodes; BL/WL/crop/WB vs ExifTool)
Sony ZV-E1 verified issue #535: raw.pixls.us bulk check of all 100 Sony bodies (decodes; BL/WL/crop/WB vs ExifTool)
Sony ZV-E10 verified issue #535: raw.pixls.us bulk check of all 100 Sony bodies (decodes; BL/WL/crop/WB vs ExifTool)
Konica Minolta DiMAGE 7Hi verified corpus: crates/raw/tests/corpus.rs (xtask RAW_SAMPLES)
Konica Minolta DiMAGE A1 verified corpus: crates/raw/tests/corpus.rs (xtask RAW_SAMPLES)
Konica Minolta DiMAGE A200 verified corpus: crates/raw/tests/corpus.rs (xtask RAW_SAMPLES)
Konica Minolta Maxxum 7D Dynax 7D verified corpus: crates/raw/tests/corpus.rs (xtask RAW_SAMPLES)
Konica Minolta DiMAGE 7 verified raw.pixls.us check: CC0 sample decoded and its WB / CFA matched to the embedded preview (vendor/mrw.rs)
Konica Minolta DiMAGE A2 verified raw.pixls.us check: CC0 sample decoded and its WB / CFA matched to the embedded preview (vendor/mrw.rs)
Can't render this file because it contains an unexpected character in line 2 and column 3.
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@@ -49,6 +49,8 @@ phase #85, duplicate Local entries #22, black GPU exports on an Intel iGPU #78).
| Features (weighted areas below) | ~77% (checklist 81.1%, measured) | ~61% | 600–1,100 h | [Features](#features) |
| ↳ RAW cameras, colour and lens profiles (part of features) | 81% of Adobe's 1,446 models decode (16% verified), measured | ~56% | 255–480 h | [raw-parity.md](raw-parity.md) |
| UI/UX fidelity | ~85% | ~70% | 34–58 h | [ui-parity.md](ui-parity.md) |
| ↳ RAW cameras, colour and lens profiles (part of features) | 82% of Adobe's 1,446 models decode (17% verified), measured | ~56% | 255–480 h | [raw-parity.md](raw-parity.md) |
| UI/UX fidelity | ~85% | ~70% | 40–70 h | [ui-parity.md](ui-parity.md) |
| File formats (non-raw: images, sidecars, presets, catalogs) | ~85% | ~70% | 30–55 h | [file-format-parity.md](file-format-parity.md) |
| Hardware | ~50% | ~40% | 40–80 h (+ tethering and printing, counted under Classic modules) | [hardware-parity.md](hardware-parity.md) |
| Localization (12 key languages) | 7 of 12 present | ~52% (mean of the 12, measured) | 130–210 h for the target's set; +145–255 h for Hindi, Arabic, Indonesian, Vietnamese, Korean | [localization-parity.md](localization-parity.md) |
@@ -299,6 +301,7 @@ P2 items 12–25 h; look tuning, performance, packaging, hardening 25–45 h.
|---|---|---|
| 2026-10-12 | minor | UI/UX remaining 40–70 h → 34–58 h (accessibility audit landed, ui-parity.md); percentages unchanged |
| 2026-10-11 | minor | Stability evidence: tests in CI on Linux, macOS and Windows (`ci.yml`, #1050), GPU equivalence on software adapters; not green on `main` yet, so the ×0.92 stability discount and the numbers are unchanged |
| 2026-10-12 | minor | Minolta MRW decoded (raw-parity.md): 241 models verified, 222 preview-only; use-weighted shares and the rounded numbers unchanged |
| 2026-10-11 | minor | EOS R5 Mark II CR3 verified (raw-parity.md): use-weighted share whose camera decodes 84% → 85%, RAW decoding 76% → 77%; full 60.6% → 60.7%, mainstream depth 71.8% → 72.1%, essentials depth 77.4% → 77.5%; the rounded numbers (~61%, ~49%, ~64%) are unchanged |
| 2026-10-10 | minor | RAW measured model by model (raw-parity.md): RAW decoding (76%) and colour (35%) are explicit rows of the full sum (59% → 61%); mainstream uses the use-weighted 84% plus a ×0.85 colour discount (51% → 49%); essentials uses 84% × colour 0.75 (63% → 64%); beta ~14 points |
| 2026-10-10 | minor | Full number restored to an additive weighted sum over the dimensions (~59%; method aligned with the standard, no new evidence); hours to ~95% for each of the three audiences; beta distance ~16 points |