title: Agentic Space Factory
emoji: π
colorFrom: indigo
colorTo: blue
short_description: Build, inspect, validate Gradio Spaces from model cards.
sdk: docker
hf_oauth: true
hf_oauth_expiration_minutes: 1440
hf_oauth_scopes:
- read-repos
- write-repos
- manage-repos
- gated-repos
- inference-api
- jobs
- read-billing
Agentic Space Factory
Agentic Space Factory turns Hugging Face model cards into private, testable Gradio Spaces through an agentic build loop running on Hugging Face.
The app is an operator interface for model-to-Space generation. A user enters a model URL, reviews a compact pre-scan, launches a build, watches progress, opens the generated Space, validates the live API, and inspects the full run archive.
The project builds on the idea that a deployed Space can be the coding assistant's lab: generated code is not enough; the live Space must boot, expose an API, run inference, and return a valid artifact.
What the Factory does
- Reads a Hugging Face model card or model URL.
- Runs a compact pre-scan before launch.
- Creates a private target Space under the signed-in user's namespace.
- Launches the build inside a Hugging Face Job.
- Prepares a grounded workspace for Pi, the coding assistant.
- Uploads the generated Space implementation.
- Applies platform dependency guardrails.
- Assigns hardware on a best-effort basis, including ZeroGPU when applicable.
- Validates the deployed Space through live Gradio API calls.
- Captures reports, logs, traces, generated files, tests, and output artifacts.
- Classifies outcomes honestly: full success, partial validation, technical blocker, manual hardware required, auth refresh required, or failure.
- Optionally publishes privacy-safe anonymous eval records.
User journey
Paste model card
β run compact pre-scan
β launch build
β watch Active Run timeline
β inspect generated Space and artifacts
β validate through Space Test
β review Run Explorer and Run Stats
The interface is organized around:
- New Build β model URL, pre-scan, launch readiness, and billing/compute hints.
- Center workspace β
Active Runfor build details andSpace Testfor linked validation runs. - Runs Explorer β compact history of build runs.
- Run Stats β aggregate status and outcome overview.
Hugging Face-native architecture
The Factory uses Hugging Face primitives end to end:
- Spaces for the orchestrator UI and generated demos.
- Jobs for long-running build, validation, and repair work.
- Storage Buckets for run archives.
- Inference Providers for assistant/model access.
- ZeroGPU for serverless GPU demos when a model fits the Gradio/ZeroGPU execution model.
- Gradio for live API validation.
Typical run artifacts are written under:
runs/<run_id>/state.json
runs/<run_id>/summary.json
runs/<run_id>/events.jsonl
runs/<run_id>/report.md
runs/<run_id>/analysis_inputs/
runs/<run_id>/planning/
runs/<run_id>/generated/
runs/<run_id>/tests/
runs/<run_id>/artifacts/
runs/<run_id>/logs/
runs/<run_id>/traces/redacted/
Model-card grounding
At build time, the worker prepares analysis_inputs/ for Pi:
model_card.md
model_card_source.json
model_repo_tree.json
prescan_summary.json
source_policy.md
The rule is simple: the model card is canonical, the repo tree is structural evidence, and generated Hugging Face snippets are hints only. Pi is asked to cite model-card evidence before implementing the Space.
Validation contract
Generated Spaces are expected to describe what they implemented through an inference contract. The worker uses that contract to decide whether to run a generation smoke test, skip it as a declared technical blocker, or ask for manual validation.
For successful full-inference builds, the live Gradio API is the source of truth. The validator checks health, discovers endpoints, calls the generation endpoint, verifies returned artifacts, and records latency. For ZeroGPU-compatible apps, measured inference latency can inform @spaces.GPU(duration=...) recommendations.
Privacy and safety
Generated Spaces are private by default. Run Buckets are per-user. Pi session traces are archived only in redacted form; RAW Pi traces are not published to Buckets or exposed in the UI. Redacted traces are best-effort and should still be reviewed before public sharing.
Anonymous eval records contain aggregate signals only. They must not include raw model cards, generated code, prompts, tokens, private bucket paths, validation payloads, endpoint schemas, or target Space IDs.
Documentation
Public-facing documentation is in docs/:
ARCHITECTURE.mdβ system overview.PUBLIC_PREVIEW.mdβ public-preview guidance and user journey.SECURITY.mdβ token, bucket, trace, and eval privacy notes.RECOVERY_ALGORITHM.mdβ repair behavior and safety boundaries.RELEASE_VALIDATION.mdβ release checklist.NEXT_STEPS.mdβ product roadmap.
Detailed version history is kept in the changelog files at the repository root.
See CHANGELOG_V194.md for the Model Pre-scan Decision Card UI pass.
See CHANGELOG_V195.md for the Runtime CSS Cleanup with Legacy Safety Net pass.
Current release: Agentic Space Factory v198.26.130.
v198.26.130 β Active Run Progress Stability Hotfix
Pass 128 fixes an Active Run progress regression introduced by release-aware timeline rendering. Polling alternates between lightweight bucket snapshots and heavier Job-log snapshots; the progress bar now applies the same monotonic stability guard to canonical timeline-model progress as it already did for legacy progress payloads. This prevents the progress bar and canonical timeline from jumping backwards, for example from 15% to 3%, when a lightweight poll temporarily has fewer live Job log events.
v198.26.127 β Autonomous Release Orchestration
Pass 127 makes the worker validate the latest release candidate instead of merely trusting that any live Gradio endpoint belongs to the latest upload. The build worker now freezes an auditable release candidate, stamps the runtime payload with ASF_RELEASE.json, injects release identity into /health, waits for the Hub runtime to be non-busy before validation, blocks /generate until /health reports the expected release identity, and records release/build/runtime/smoke evidence per repair attempt. This keeps ASF autonomous while preventing stale-runtime smoke tests from being promoted to full_inference_success.
v198.26.126 β Release Integrity Barrier
- Blocks unsafe local project installs such as
.,./,-e .andfile:.from publishablerequirements.txtfiles. - Treats model-card
pip install -e .as a local-development instruction, not as a dependency line to add to generated Space payloads. - Prevents model-card convergence from reintroducing a requirement that repair/log evidence proved build-breaking.
- Adds release-candidate hashes to the runtime upload manifest and upload epoch.
- Adds a post-upload release integrity barrier before trusting live HTTP/Gradio endpoints, so
full_inference_successrequires a settled latest upload.
v198.26.125 β Multi-attempt Agent Recovery Tabs
- Active Run now shows structured
Agent recoverytabs when a run chains multiple Pi repair attempts. - Each attempt displays its own diagnosis, decision, patch/rebuild action, revalidation result, signatures, changed files and source links.
- The UI preserves the selected attempt during live polling and keeps the previous single recovery summary for older runs.
See CHANGELOG_V198_26_125.md.
v198.26.124 β Expert Validation UI Polish
- Uses the short compact Runs Explorer chip
Expertfor expert-recovered builds so badges no longer overlap on narrow cards. - Keeps long-form expert context in Active Run and Space Test with labels such as
Recovered after expert interventionandPassed Β· Expert acceptance. - Adds a subtle linked-validation row pulse when a validation run is loaded from Space Test.
See CHANGELOG_V198_26_124.md.
v198.26.123 β Expert Recovered Outcome UI
- Shows expert-validated recovered Build Runs as
Recovered Β· Expertrather than automatic success. - Keeps the original raw Build Run status preserved while using the expert validation as the effective UI outcome.
- Fixes Expert filter/count handling and Active Run badge reconciliation after expert validation passes.
See CHANGELOG_V198_26_123.md.
v198.26.118 β Runtime Risk Hints Advisory Layer
- Adds a non-invasive
RUNTIME_RISK_HINTS.jsonartifact for worker/Pi observability. - Records facts, inferences and suggestions around native kernels,
torch.compile, LoRA/PEFT, ZeroGPU, remote code and video demo quality without mutating generated runtime behavior. - Keeps the new advisory artifact bucket-side and out of the target Space release payload.
See CHANGELOG_V198_26_118.md.
v198.26.117 β Release Payload Hygiene
- Keeps ASF run artifacts out of generated target Space repos while preserving them in the bucket-side run archive.
- Uploads only the whitelist runtime payload to the target Space; worker contracts, dependency findings, kernel findings and repair packets stay in the run archive.
- Adds runtime upload manifest reason
release_artifact_not_for_target_spacefor clean observability.
See CHANGELOG_V198_26_117.md.
v198.26.112 β Runs Explorer Linked Validation Reconciliation Lock
- Runs Explorer refreshes now preserve terminal linked validation facts instead of replacing them with weaker partial snapshots.
- Explicit empty linked-validation metadata clears stale linked test counts.
- Stats and cards now use the same reconciled linked validation rows, reducing count drift and status oscillation.
See CHANGELOG_V198_26_112.md.
v198.26.87 β Runs Explorer Badge Rail Alignment
- Keeps the title-first card structure from v198.26.81.
- Moves the run age to the left under the run ID.
- Moves the badges to the right side of the footer.
- Reverses badge layout so the status badge is the rightmost badge.
- Extends the footer badge rail to the same right-side visual column as the delete button.
- Prevents the age label from compressing or shifting the status and Space Test badges.
- Keeps the
β’separator before the linked Space Test count. - Keeps the Space Test badge height matched with the status badge.
See CHANGELOG_V198_26_87.md.
v198.26.67 β Recovered Space Test Success Tone
- Treats
recovered_by_space_testandrecovered_by_manual_validationas terminal success statuses in the Active Run canonical UI state. - Prevents stale
visual_status: errorfrom coloring a successful recovered run badge red. - Keeps Runs Explorer / Runs Stats recovery accounting unchanged; this pass fixes the Active Run badge tone.
See CHANGELOG_V198_26_67.md.
v198.26.66 β Simplified Runs Loading State
- Removes the animated dot suffix from the Runs Explorer loading state.
- Keeps the container sweep and pulsing blue orb as the only loading motion.
- Simplifies the loading markup and reduced-motion CSS by removing unused dot selectors.
See CHANGELOG_V198_26_66.md.
v198.26.65 β Stable Runs Loading Dots
- Keeps the Runs Explorer loading label visually stable by reserving fixed space for the animated dots.
- Replaces variable
content: "..."dot animation with opacity/scale-only motion, preventing center text reflow. - Extends reduced-motion coverage to the updated dot pseudo-elements.
See CHANGELOG_V198_26_65.md.
v198.26.64 β Runs Explorer Loading Motion
- Replaces the static initial
Loading runs...text with a compact animated loading state. - Animates the Runs Explorer container during network refreshes while preserving cached rows when available.
- Updates static asset cachebusters so the refreshed CSS/JS is served immediately.
See CHANGELOG_V198_26_64.md.
v198.26.63 β Factory Upload Retry Budget
- Adds a small factory-side packaging/upload retry budget, defaulting to one retry, separate from Pi repair attempts.
- Retries transient runtime payload or HF upload errors without relaunching Pi or consuming patch repair budget.
- Records
factory_upload_retry.jsonand richerfactory_upload_error.jsonmetadata so upload failures are classified instead of ending opaquely.
See CHANGELOG_V198_26_63.md.
v198.26.62 β LongCat Runtime Import and Payload Repair
- Ensures deterministic gated-token injection puts
import osbeforeHF_TOKEN = os.environ.get(...), even when Pi already placedimport oslater inapp.py. - Preserves valid
from __future__ import ...ordering while still placing token setup before application code. - Retries runtime payload copy once when a repair re-upload transiently loses a vendored package parent directory such as
longcat_video/audio_process.
See CHANGELOG_V198_26_62.md.
v198.26.61 β Pre-scan Panel Output Authority
- Separates pre-scan input detection from generated-output guessing.
- Adds output confidence, evidence, and authority metadata to model pre-scan results.
- Updates the pre-build panel to label the output as a provisional guess while runtime contracts and Gradio returns remain authoritative.
See CHANGELOG_V198_26_61.md.
v198.26.60 β Linked Validation Output Type From Gradio Returns
- Uses the discovered Gradio endpoint return schema to resolve linked validation output type.
- Lets
/generatereturningVideooverride a stale parentEXPECTED_OUTPUT_TYPE=image. - Records
linked_expected_output_resolution.jsonso false prescan output mismatches are auditable.
See CHANGELOG_V198_26_60.md.
v198.26.59 β Linked Validation Argument Realignment
- Rebuilds incomplete linked validation args from the discovered Gradio schema instead of preserving legacy positional prompt args in media slots.
- Moves a provided prompt string to the actual prompt/text parameter when required image/audio inputs appear before it.
- Preserves real replay payloads when they provide FileData, URLs, or existing file paths, and only falls back to smoke media for unusable media strings.
See CHANGELOG_V198_26_59.md.
v198.26.58 β Linked Validation Media Autofill
- Auto-fills required image/audio/file inputs in linked validation using deterministic local smoke files.
- Prevents required
audio_pathorimage_pathinputs from failing before/generateis called. - Keeps video-output validation aligned with the generated runtime contract while preserving real inference checks.
See CHANGELOG_V198_26_58.md.
v198.26.57 β Recoverable Blocker Space Test Unlock
- Enables linked Space Test for blocked parent runs when a target Space and generation endpoint are available.
- Keeps diagnostic-only/no-generation-endpoint blockers disabled.
- Marks successful recovery validations as
recovered_by_space_test.
See CHANGELOG_V198_26_57.md.
v198.26.56 β Conservative Pre-scan Output Hints
- Detects LongCat/video-avatar model cards as video output even when the model has image inputs and no canonical
pipeline_tag. - Falls back to
anyfor custom libraries without a strong output signal instead of guessing image. - Keeps generated runtime contracts authoritative for final smoke validation.
See CHANGELOG_V198_26_56.md.
v198.26.55 β Linked Validation Recovery Promotion
- Allows a successful linked Space Test to recover a parent run that was marked
technical_blockerby a false automatic validation failure. - Preserves the original build verdict while exposing
recovered_by_space_testas the effective/display status. - Keeps diagnostic-only and no-full-inference blockers non-promotable.
See CHANGELOG_V198_26_55.md.
v198.26.54 β Runtime Output Smoke Alignment
- Uses the generated app runtime contract output type for automatic smoke validation, so a video app is validated as video even when model prescan guessed image.
- Normalizes MIME-style outputs such as
video/mp4before timeout and result checks. - Makes video smoke payloads prefer exact/non-cache acceleration over optional fast cache presets.
See CHANGELOG_V198_26_54.md.
v198.26.53 β Native Kernel Repair Diff Gate
- Allows
NATIVE_KERNEL_RESOLUTION.jsonduring unrelated bounded repairs when it was produced by a successful deterministic native-kernel guard. - Prevents syntax/decorator repairs from being rejected merely because the native-kernel policy sidecar was refreshed.
- Keeps
requirements_policy.jsonquarantined as a benign advisory sidecar while preserving publishable native-kernel evidence.
See CHANGELOG_V198_26_53.md.
v198.26.52 β Native Kernel HF Kernels Policy
- Resolves model-card
flash_attnrequirements throughNATIVE_KERNEL_RESOLUTION.jsonbefore upload. - Prefers HF Kernels backends for Diffusers and Transformers instead of fragile Space source builds.
- Allows documented xformers/SDPA fallback for LongCat-style apps, and blocks unresolved native-kernel source builds before upload.
See CHANGELOG_V198_26_52.md.
v198.26.51 β Final ZeroGPU Torch Guard
- Re-checks
requirements.txtafter model-card convergence and immediately before upload. - Forces unsupported ZeroGPU torch stack pins to the supported ASF policy even if Pi or repair rewrote requirements late.
- Treats Hub
CONFIG_ERROR/CONFIGURATION_ERRORruntime stages as terminal instead of waiting for/health.
See CHANGELOG_V198_26_51.md.
v198.26.50 β ZeroGPU Torch Stack Policy
- Normalizes ZeroGPU-targeted runs to supported torch stack requirements before upload.
- Replaces incompatible generated torch pins with
torch==2.11.0when the app needs torch on ZeroGPU. - Normalizes
torchaudioandtorchvisiononly when the app imports them or requirements already declare them. - Leaves non-ZeroGPU/CPU apps on the existing lighter dependency policy.
See CHANGELOG_V198_26_50.md.
v198.26.49 β Run Stats Linked Test Reconciliation
- Fixes Run Stats showing
0 linked testswhen a Build Run is already effectively validated by a linked Space Test. - Counts durable validation facts from
post_build_validationandmanual_validation_status, not only explicitlinked_validationsrows. - Keeps Effective Success and Linked Space Tests aggregate counts consistent after linked validation deletion/reconciliation.
See CHANGELOG_V198_26_49.md.
v198.26.48 β Linked Space Test Deletion UI
- Lists linked validation runs directly in the Space Test panel for the selected Build Run.
- Adds a per-row delete button that reuses the existing delete confirmation modal.
- Keeps Build Run deletion cascading through linked validation run folders, while validation-run deletion refreshes parent linked validation metadata.
See CHANGELOG_V198_26_48.md.
v198.26.47 β Space Test Multi-Choice Candidate Retry
- Fixes Gradio choice retry when multiple schema-compatible arguments share the rejected value, for example
width=512andheight=512. - Updates all matching schema-backed choice parameters instead of toggling only the first matching argument.
- Adds regression coverage for duplicate
512width/height candidates.
See CHANGELOG_V198_26_47.md.
v198.26.46 β Space Test Alternate Choice Retry
- Adds a bounded second retry for Gradio choice errors when the first schema-choice retry still fails.
- Handles ambiguous
str/intrendering where Gradio prints both rejected values and choices as512, making the first correction direction unknowable. - Writes
generation_smoke_payload_retry_2.jsonfor the alternate primitive retry path.
See CHANGELOG_V198_26_46.md.
v198.26.45 β Space Test Numeric Choice Retry
- Fixes linked Space Test retries for ambiguous Gradio choice errors such as
Value: 512 is not in the list of choices: [512, 768, 1024]. - Adds a fallback that toggles numeric-looking choice arguments from
int/floatto string when Gradio renders the current value and choices identically but still rejects the payload. - Adds a regression test in the existing Space validation payload.
See CHANGELOG_V198_26_45.md.
v198.26.44 β Space Test Payload Completeness Audit
- Adds missing Space Test finalizers/imports needed after a linked validation succeeds or fails.
- Ensures linked Space Test can write
summary.jsonandartifact_manifest.jsonfrom its own worker payload. - Adds a no-network success-path test for
VALIDATE_EXISTING_SPACE_WORKER_SCRIPT.
See CHANGELOG_V198_26_44.md.
v198.26.43 β Space Test Choice Retry Helper
- Includes
coerce_smoke_args_from_choice_errorinside the linked Space Test worker payload. - Prevents Space Test from failing with
NameErrorwhen the Gradio schema-choice retry path is reached. - Keeps the existing schema-choice retry behavior instead of disabling the fallback.
See CHANGELOG_V198_26_43.md.
v198.26.42 β Smoke Missing Dependency Repair
- Classifies generation-smoke
NameError: name '<package>' is not definedasmissing_python_dependencywhen the missing symbol looks like a Python package. - Marks those smoke failures as
repair_candidate=true,failure_owner=app_runtime, instead of leaving them as opaquegeneration_smoke_error. - Preserves the v198.26.41 PRXPixel prevention rule, but ensures similar missing optional dependencies can trigger the normal smoke repair path.
See CHANGELOG_V198_26_42.md.
v198.26.41 β PRXPixel Runtime Dependency Guard
- Adds
ftfyautomatically when a generated Space usesPRXPixelPipeline/Photoroom/prxpixel-t2i. - Classifies
NameError: name 'ftfy' is not definedasmissing_python_dependency:ftfyinstead of a generic runtime error. - Keeps the repair scope narrow: requirements/app import repair only, with no inference fallback or placeholder output.
See CHANGELOG_V198_26_41.md.
v198.26.40 β Conservative Dependency Policy
- Preserves stricter generated/model-specific
transformers>=...lower bounds during requirements sanitization. - Prevents the platform dependency sanitizer from downgrading requirements such as
transformers>=4.57to ASF's generictransformers>=4.51.0base policy. - Keeps the strict upload integrity guard after sanitize/convergence, but reduces avoidable repair churn before that guard.
- Adds explicit policy evidence in
requirements_policy.jsonwhen a stricter generated minimum is preserved.
See CHANGELOG_V198_26_40.md.
v198.26.39 β Repair Upload Convergence Ordering
- Runs model-card dependency convergence before strict upload preflight, so repair uploads are not blocked before their requirements are normalized.
- Accepts evidenced
diffusers.git@mainstale-ref repairs for deleted model-card branches such asprx-pixel-pipeline. - Restores explicit model-card minimums such as
transformers>=4.57after platform requirements sanitization. - Keeps unaudited dependency deviations blocked.
See CHANGELOG_V198_26_39.md.
v198.26.38 β Model-Card Stale Git Ref Deviation Guard
- Allows a narrow model-card git dependency deviation when the explicit branch/tag is proven unavailable and the replacement is the same official repo on default/main.
- Fixes the
Photoroom/prxpixel-t2iloop where Pi repaired the deletedprx-pixel-pipelineDiffusers branch, then the model-card guard rewrote or rejected the repair. - Keeps unaudited dependency deviations blocked before upload.
- Preserves deterministic convergence for other explicit model-card requirements such as
transformers>=4.57.
See CHANGELOG_V198_26_38.md.
v198.26.37 β Pre-Upload Payload Repair-First Convergence
- Adds deterministic payload convergence before
runtime_payload_too_largebecomes terminal. - Prunes optional example/sample/demo media when those assets alone push the runtime payload over budget.
- Keeps
app.py,README.md,requirements.txt,src/, andweb/protected from silent pruning. - Writes
runtime_payload_convergence.jsonwith the repair outcome before failing closed. - Preserves v198.26.36
ref_spaces/exclusion and Git LFS pointer detection.
See CHANGELOG_V198_26_37.md.
v198.26.36 β Runtime Payload Reference-Space LFS Guard
- Excludes
ref_spaces/snapshots from the generated Space runtime payload. - Detects unresolved Git LFS pointer stubs before upload and records
git_lfs_pointer_without_object. - Fixes the failed
Photoroom/prxpixel-t2irun whereref_spaces/examples/ex*.pngLFS pointer files were sent to the commit endpoint. - Keeps v198.26.35 ZeroGPU actionability repair and fixed-GPU fallback behavior.
See CHANGELOG_V198_26_36.md.
v198.26.35 β ZeroGPU Actionability Repair & Hardware Fallback
- Runs ZeroGPU actionability repair before Space creation, so ASF does not create a
zero-a10gSpace from a payload missing@spaces.GPU. - Reuses the deterministic decorator repair to add
@spaces.GPUaround the generated/generatepath when possible. - Falls back to the configured fixed GPU hardware before creation when ZeroGPU remains non-actionable and fallback is allowed.
- Writes
zero_gpu_actionability_resolution.jsonand clearer failure metadata for remaining non-actionable manual-hardware payloads. - Keeps v198.26.34 model-card convergence and the default Pi assistant model
zai-org/GLM-5.2.
See CHANGELOG_V198_26_35.md.
v198.26.34 β Model Card Repair Convergence & GLM Default
- Adds deterministic model-card repair convergence after Pi repair: simple leftovers such as
transformers>=4.51.0when the card requirestransformers>=4.57are patched directly and re-checked. - Keeps pre-upload repair alive while Pi budget remains, relaunching Pi with direct guard deviations when model-card/template guards still fail.
- Writes
model_card_repair_convergence_patch.jsonwith exact requirement changes, removed local artifacts, and README cleanup. - Cleans stale local Diffusers wheel artifacts and README βvendored wheelβ claims when the final strategy follows an official model-card git dependency.
- Changes the default Pi assistant model in the Launch Build form and backend fallback to
zai-org/GLM-5.2. - Preserves v198.26.33 model-card instruction authority, local requirement sanity, health-to-repair propagation, terminal repair reconciliation, and v198.26.32 quick links.
See CHANGELOG_V198_26_34.md.
v198.26.27 β Pi Repair Execution Guarantee & Model-Family Runtime Recipes
- Executes a targeted Pi repair when pre-upload integrity still has repairable defects after deterministic compile/API/decorator patches.
- Guarantees smoke-repair terminal outcomes: no more
repair_candidate=true/triggered=truewithpost_repair_validation=not_startedand no patch reason. - Adds SDXL-LoRA text-encoder mismatch classification and a smoke-primary error packet so Pi repairs from the real
/generatefailure even when Space runtime logs are unavailable. - Preserves the worker stabilization, schema coercion, token/cache guards, manual-hardware actionability, and terminal UI hydration from v198.26.14βv198.26.26.
See CHANGELOG_V198_26_27.md.
v198.26.24 β Worker Stabilization & Regression Replay
- Converts known repairable pre-upload integrity failures from fail-fast to repair-first.
- Adds deterministic
@spaces.GPUinsertion for ZeroGPU apps that expose/generatebut missed the decorator. - Archives rejected pre-upload payloads under
generated_rejected/withpre_upload_integrity_failure.jsonfor audit and regression replay. - Keeps recent safeguards for Diffusers duplicate token injection, writable HF cache paths, manual hardware actionability, and Gradio schema coercion.
See CHANGELOG_V198_26_24.md.
v198.26.13 β Runtime Stage Granularity
See CHANGELOG_V198_26_13.md.
v198.26.12 β OAuth Recovery
See CHANGELOG_V198_26_12.md.