Image-to-Text
PyTorch
Safetensors
PEFT
English
remote-sensing
satellite-imagery
earth-observation
change-detection
visual-grounding
image-captioning
visual-question-answering
optical-sar-fusion
sar
multimodal
lora
Instructions to use thundercode/SatQuery with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use thundercode/SatQuery with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
release: add docs/CHANGELOG.md
Browse files- docs/CHANGELOG.md +137 -0
docs/CHANGELOG.md
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# Changelog
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All notable changes to SatQuery AI. Dates are ISO-8601. This changelog records **what changed and
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what was verified**, and marks unresolved items honestly rather than omitting them.
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Status tags: `RESOLVED` · `OPEN` · `CLOSED` · `DEFERRED` · `REJECTED`.
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---
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## [1.0.0] — 2026-09-25 — Final documentation, model release and archival freeze
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The release that makes the project legible and citable: repository documentation, research
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documentation, model documentation, a Hugging Face model release, a curated public repository, and a
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verified evidence archive.
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### Added
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- **Repository README** (27 sections) — motivation through citation, with the deployed topology, the
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six supported tasks, routing, the eight execution events, measured results, live validation, and
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known limitations.
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- **Research documentation set** — `ARCHITECTURE.md`, `MODELS.md`, `BENCHMARKS.md`, `DATASETS.md`,
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`TRAINING.md`, `EVALUATION.md`, `DEPLOYMENT.md`, `REPRODUCIBILITY.md`, `LIMITATIONS.md`,
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`RESEARCH_NOTES.md`, `CHANGELOG.md`.
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- **Model documentation** — `MODEL_CARD.md`, generated `models/manifest.json` and
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`models/checksums.sha256`.
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- **Hugging Face release** of the six trained artifacts to `thundercode/SatQuery`, with a verification
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record.
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- **Curated public repository** at `Anish-lab-blip/SatQuery-AI` with a release manifest.
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- **Evidence archive** (ZIP64, artifacts verbatim) with an integrity-verified extraction and a
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documented remote location.
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- **Metric verification tool** — `tools/verify_readme_metrics.py`, checking all 20 quoted metrics and
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the status assertions against their artifacts.
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### Changed
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- The monorepo `README.md` was **materially stale** and is superseded by this release's README. The
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stale version called the frontend "hermetic — no backend calls", put Render/Codespace as
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"in progress", described a `/v1/*` contract, and pointed at the untracked `deploy/` as the
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deployment source. All four were wrong.
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- `hf/` documentation was **stale** — it asserted the project "does not own any model weights … ships
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no weights, no binaries, and no large artifacts" and "has no Hugging Face credentials". Both were
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false at release time and are corrected.
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### Fixed
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- **Router defect** — *"Where are the built-up areas in this image?"* collapsed to `vqa` and answered
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"River". Fixed in the dispatch path and validated across three independent live passes (8/8 each).
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`RESOLVED`.
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- **Live-validation harness false positive** — synthetic CDP key events were silently dropped when the
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window lacked OS focus, so the harness dispatched the page's default query and recorded a false
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pass. Fixed with pre-dispatch form-state assertions. `RESOLVED`.
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- **Bundled EO change pair** — the demo pair differed in shape (726² vs 736²) and errored. Replaced
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with a same-shape pair (both 720×720). `RESOLVED` (supersedes `FINAL_DELIVERY_REPORT.md` §6).
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- **B-01 (Hugging Face header link)** — previously `BLOCKED`; the link is now live on all 11 pages.
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`CLOSED`.
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### Known issues at this release
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- **B-07** — transient tunnel-agent gaps; a request can hang or return 504. Patch prepared, **NOT
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deployed**. `OPEN`.
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- **B-02** — `/api/health` `codespace_name` carries a trailing `\n`. Cosmetic. `OPEN`.
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- **No `LICENSE` file** exists. `OPEN`.
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- **No system-level end-to-end benchmark** exists. `NOT RUN`.
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- **Router test split** never scored. `NOT RUN`.
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- **Calibration** worsened ECE (0.013755 → 0.014929). Retained as part of the frozen config only.
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- **VLM adapter** is `ACCEPTANCE-REJECTED` despite usable metrics; the deployed path uses the
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unadapted model.
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- **optical-SAR** and **change-VQA** rulings remain `OPEN`.
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### Deployment revisions at this release
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| Component | Revision |
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|---|---|
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| Frontend | `2d7ae53b482d` |
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| Backend | `89d80eaddec5` |
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| Inference | `5a0936ace491` |
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| Public umbrella | `3dcabd32da41` |
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---
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## [0.9.0] — 2026-09-25 — Router-defect sprint
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- Diagnosed and fixed the router misroute (region queries → `vqa`).
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- Deployed three commits to the frontend.
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- Ran **3 independent live validation passes**, 8/8 each — 24 live runs, 24 correct dispatches,
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0 mock nodes, trace fill 94.4444 %.
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- Wrote the delivery report and handoff.
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---
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## [0.8.0] — 2026-09-24/25 — Deployment hardening
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- Live topology settled on **Cloudflare Pages → Render → outbound tunnel → Codespace** (CPU).
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- Closed the five historical backend blockers (ASGI stack in requirements; `$PORT` read; `OPTIONS`
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preflight; fail-fast app construction; adapter integrity compared against an expected digest).
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- Documented cold start; `transport_mode: auto` fallthrough recorded.
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---
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## [0.7.0] — Grounding and change heads
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- Grounding: trainable head over frozen RemoteCLIP ViT-B/32. Resolution **224 chosen, 448 rejected**
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by a pre-registered paired test.
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- Change: STANet-style Siamese detector on LEVIR-CD-256 — the only `VERIFIED` headline metric.
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- Optical-SAR: CROMA-base fusion head, seed sweep, pre-registered 115-class metric.
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---
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## [0.6.0] — VLM adaptation
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- SmolVLM-500M LoRA adapter trained (PEFT 0.19.1, r = 16, α = 32).
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- Metrics usable (exact_match 0.963) but **acceptance-rejected** for promotion. `REJECTED`.
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- Findings F5-1/F5-2/F5-3 recorded (loader class, ~17× processor overrun, chat-template requirement).
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---
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## [0.5.0] — Router
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- 50,822-parameter adapter over frozen MiniLM; cached embeddings; CPU-only training (0.28 s for 20
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epochs / 4,096 vectors).
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- Group-based splits with hard negatives in the test split.
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---
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## [0.1.0] — Foundation
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+
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- Monorepo, frozen configuration registry (`configs/base.yaml`), config-hash freeze
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(`78f1e3700da15aa1`), nine-state controller, four-endpoint inference contract, evidence schema
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(`Region` / `ChangeRegion`), eight frontend execution events.
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| 125 |
+
|
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+
---
|
| 127 |
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+
## Unreleased / open
|
| 129 |
+
|
| 130 |
+
| Item | State |
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| 131 |
+
|---|---|
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| 132 |
+
| Deploy the B-07 tunnel-fallthrough fix | prepared, **NOT deployed** |
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| 133 |
+
| Score the router test split | **NOT RUN** |
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| 134 |
+
| Build a system-level end-to-end benchmark | **NOT RUN** |
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| 135 |
+
| Select a licence | **OPEN** |
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| 136 |
+
| Resolve the optical-SAR and change-VQA rulings | **OPEN** |
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| 137 |
+
| Plot the calibrated reliability curve | **NOT RUN** |
|