Releases: mustafasercansak/automation-sandbox
Release list
v0.2.0-beta.4
Automation Sandbox v0.2.0-beta.4
Preview NuGet package artifact release. Rolls up the work merged since v0.2.0-beta.3.
Breaking Changes
SimilarityWeights.MinimumLlmConfidencehas been removed (#253). It stopped gating LLM acceptance when the independent-agreement quorum landed (v0.2.0-beta.3), but stayed on the public configuration surface as a no-op. Code that sets it (new SimilarityWeights { MinimumLlmConfidence = ... }) no longer compiles; delete the assignment. LLM acceptance is controlled byMinimumConsensusVotesonly. Self-reported confidence is still recorded for audit, never compared or thresholded.
Highlights
- Healing modes (#248):
SelfHealingEnginetakes an explicitHealingMode-Observe(record only),Review(propose, never apply),AutoHeal(apply and retry),FailClosed(never heal, rethrow immediately). The default isReview, so a heal is never silently applied unless you ask for it. - Threshold profiles and per-application calibration (#252):
Conservative/Balanced/Aggressivepresets forSimilarityWeights, plus acalibrateCLI command that sweeps a repository's own locator history and reports the false-heal / recall trade-off at each threshold. The shippedMinimumConfidencestays0.50; calibrate against your own UI rather than treating a measured range as portable. - Secret and PII redaction on by default (#249, #202, #270): DOM text and
TestIntentstrings are scrubbed of API keys and secrets (Stripe, GCP service-account keys, generic bearer tokens) before any of it reaches an LLM provider. TheTextSanitizerhook is opt-in for custom rules on top. - Prompt-injection hardening (#250):
LlmHealingPromptisolates candidate element data from the instruction envelope, so injected directives inside element text cannot steer the model's pick. - xUnit and NUnit fixture helpers (#262, #283):
SelfHealing.Testing.SelfHealingTestBasedrops self-healing into a consumer test suite with no per-test wiring, verified end-to-end under both runners. - Playwright end-to-end sample (#251): a runnable consumer showing live web discovery, intent-driven test generation, self-healing, and the safety guardrails together.
- DORA and engine-reliability metrics workflow (#323, #328): a weekly (and manual) PowerShell report - deployment frequency, lead time for changes, change-failure rate, MTTR - alongside the self-healing gate thresholds read straight from
SimilarityWeights.cs. Visibility only; it gates nothing, and it fails loudly rather than publishing a report built on an empty API fetch. - Per-package CycloneDX SBOMs (#274): the release workflow generates and attaches one SBOM per package with a pinned tool version.
- Beta-exit criteria and public API stability policy (#255, #282): documented Tier 1/2/3 API surface and the bar for a
1.0. - 10,000-control resolver benchmark (#265, #290) and a custom
ILlmHealingProviderimplementation guide (#263, #284).
Fixes
- Batch reconciliation: mixed heuristic / LLM contention on the same candidate now resolves as ambiguous (declining every claimant) instead of arbitrarily by score scale (#268).
LocatorRepositoryfreshness is keyed on a content hash, not just mtime/size, so an in-place edit of the same length is picked up (#273). Harness contention detection is keyed on path-qualified element identity, not theAutomationIdstring, closing the empty-id and duplicate-id blind spots (#272, #292).- LLM response parsing no longer discards a valid consensus vote over a malformed optional field: a string-valued
confidence, a numericcandidateId(#304), or a non-stringreasoning(#321) are all parsed defensively. - Resource leaks on error paths closed:
ApplicationConnector.Launchno longer orphans the launched process if UIA initialisation throws (#305, andAttachis left to dispose only, never kill);PlaywrightLiveExplorer.DisposeAsyncruns_playwright.Dispose()in afinallyso a browser-close fault cannot leak the driver (#306). - Generated FlaUI tests compile: the file-upload path emits fully-qualified
FlaUI.Core.Definitions.ControlType(#303). - Web mapping:
<form>maps toGroupto match its ARIA role (#308); a symbol-only ARIA role no longer throws inPlaywrightLocatorEmitter(#309); ARIA role normalisation is aligned with the UIAControlTypetaxonomy (#267). - Intent scoring: a 2-character element label no longer earns a spurious exact-match bonus from a bare substring hit (#307).
- Healing report HTML is written atomically (temp file then rename), matching the JSON path (#310).
- Codegen: regex strings are escaped for C# and TypeScript
UrlContainsoutput (#266). - Windows
net48coverage is restored (coverlet 8.0+ ships no .NET Framework collector) and guarded so theDiscoveryassembly cannot silently drop out again (#289). - Dead code removed from
TreeCalibrator(orphaned reference-identity mutation helpers, an unused probe kind) andPlaywrightApplicationConnector(#311). - Documentation realigned with the code:
HealingHistoryschema fields, M6 implementation status, versioning tiers, theAGENTS.mdproject/workflow inventory, stale model defaults and self-contradicting benchmark figures, and English/Turkish parity (#300, #312, #313, #264). - Dependency upgrades across the libraries and the test runner (#294).
Known Limitations
- Calibration: higher confidence thresholds reduce false heals, but the magnitude does not transfer between applications. Calibrate against your own UI history; the shipped
MinimumConfidenceis0.50. - Accuracy: the opt-in batch ownership guard eliminates observed shared-candidate collisions while preserving correct survivor heals, but it is a collision guard, not an absence detector - uncontested deleted-element false heals are unchanged.
- LLM providers: covered by mocked-HTTP unit tests; the nightly workflow gates one known ground-truth agreement scenario against independent providers. Release creation does not run a live gate.
llm-smoke.ymlis a manual single-endpoint diagnostic after GitHub Models' retirement (#44). - Platform: desktop automation is Windows-only (FlaUI / UIA3). The heuristic engine and the web path are cross-platform and verified on Linux in CI. Linux desktop discovery via AT-SPI is tracked in #17.
Packages
- AutomationSandbox.UiModel
- AutomationSandbox.SelfHealing
- AutomationSandbox.LlmHealing
- AutomationSandbox.Discovery
- AutomationSandbox.WebDiscovery
- AutomationSandbox.IntentAutomation
- AutomationSandbox.PlaywrightLiveExploration
This release publishes package files as GitHub Release assets. They are also pushed to nuget.org via Trusted Publishing.
v0.2.0-beta.3
Automation Sandbox v0.2.0-beta.3
Preview NuGet package artifact release.
Breaking Changes
Both changes are in the LLM fallback path. Consumers who never configure an LLM provider are unaffected.
- A single LLM provider's pick is no longer accepted (#10). Acceptance is now by consensus: at least
SimilarityWeights.MinimumConsensusVotes(default 2) providers must independently name the same candidate. Self-reported confidence is still recorded but is never compared or thresholded, because those numbers are not calibrated across model architectures. This fails quietly by design - with one provider configured, healing degrades to the heuristic result instead of raising an error. If you relied on single-provider LLM healing, configure a second provider from a different model family, or expect heuristic-only behaviour.MinimumLlmConfidenceremains onSimilarityWeightsand is still reported, but no longer gates anything. - Worst-case provider latency rose from ~15s to ~35s (#11). Providers now retry transient failures, so a slow or failing endpoint occupies its per-attempt timeout more than once. The new
TotalTimeout(35s cloud, 70s Ollama) caps the whole operation including backoff. SetmaxRetries: 0to restore single-shot behaviour.
Highlights
- Opt-in joint locator reconciliation (#144):
ResolveBatch/ResolveBatchAsyncreconcile independently accepted top claims against one shared tree without changing the existing single-locator APIs. Snapshot-local candidate identity supports empty or duplicateAutomationIdvalues; ambiguous ownership declines every claimant and runner-ups are never promoted. This is a collision guard, not an absence detector: uncontested deleted-element false heals remain unchanged. - Consensus acceptance for LLM picks (#10): Providers are polled in parallel and a pick is accepted only on agreement. Invalid candidate ids are discarded before the vote is counted, so one hallucinating provider cannot invalidate everyone else's valid votes. A three-way split and a tie for the lead both count as disagreement and fall back to the heuristic result.
HealResult.AgreedProvidersrecords who agreed. - Provider resilience (#11): Retry with exponential backoff and jitter on transient failures (429, 500, 502, 503, 504,
HttpRequestException); immediate fail-fast on 400/401/403/404.Retry-Afteris honoured up to a 10s ceiling - a longer value is read as quota exhaustion and fails fast rather than stalling a test run. Dual timeout budgets: per attempt and per operation. - Per-provider attempt telemetry (#11):
LlmHealingResult.AttemptCountandHealResult.ProviderAttemptsrecord how many attempts each provider needed, so a flaky provider is identifiable rather than merely producing a failed heal. - Complete resolution telemetry and healing report schema v8 (#82, #144): every resolution attempt records an explicit outcome, including accepted, accepted-unverified, retry-failed, ambiguous, ownership-conflict, low-evidence, low-confidence, no-candidates, no-consensus, provider-error, and unspecified. Batch entries may also carry snapshot-local candidate identity and reconciliation disposition.
HealingReportDocument.AcceptedEventsretains the accepted-only compatibility view; older reports upgrade with new fields left null, meaning "not recorded by that build" rather than "there were none". - Gating live consensus check (#84): the nightly workflow now requires independent Groq and Mistral providers to agree on the shortlist-valid ground-truth candidate in a known scenario. The result and both provider names are written to the GitHub Step Summary; broader nightly evaluation remains collection-only telemetry. The release workflow itself is deliberately not coupled to third-party API availability.
- Configurable provider names (#10): every provider takes a
name:parameter.OpenAiHealingProvideraccepts any OpenAI-compatible endpoint, so several instances (for example Groq and Cerebras) can vote alongside each other and remain distinguishable in the report. - Shared HTTP provider base (#48): the four providers now derive from
HttpLlmHealingProvider, which owns orchestration, validation and retry wiring. Behaviour-neutral; public constructors are unchanged.
Known Limitations
- Calibration: Real-world HandBrake and ShareX measurements show that higher confidence thresholds reduce false heals, but the magnitude does not transfer cleanly between applications. The shipped
MinimumConfidenceremains0.50; applications should calibrate against their own UI history rather than treating the measured0.75-0.80range as portable. - Accuracy: The opt-in batch ownership guard eliminated all observed shared-candidate collisions while preserving all 79 correct survivor heals in the frozen HandBrake/ShareX study. It is not an absence detector: 15 uncontested removed-element false heals remained unchanged.
- LLM Providers: Provider integrations are covered by mocked-HTTP unit tests, while the nightly workflow gates a known ground-truth consensus scenario against independent Groq and Mistral providers. This still depends on third-party availability and free-tier quota, so release creation itself does not run the live gate.
llm-smoke.ymlremains a manual single-endpoint diagnostic after GitHub Models began returning HTTP 410 ahead of retirement (#21, #44). - Platform: Desktop automation is Windows-only (FlaUI / UIA3). The core heuristic engine and web automation path are cross-platform and verified on Linux in CI (#13).
Packages
- AutomationSandbox.UiModel
- AutomationSandbox.SelfHealing
- AutomationSandbox.LlmHealing
- AutomationSandbox.Discovery
- AutomationSandbox.WebDiscovery
- AutomationSandbox.IntentAutomation
- AutomationSandbox.PlaywrightLiveExploration
The packages are available both as GitHub Release assets and from nuget.org, published through Trusted Publishing (OIDC, without a stored API key).
v0.2.0-beta.2
Automation Sandbox v0.2.0-beta.2
Preview NuGet package artifact release.
Breaking Changes
Both changes are in the LLM fallback path. Consumers who never configure an LLM provider are unaffected.
- A single LLM provider's pick is no longer accepted (#10). Acceptance is now by consensus: at least
SimilarityWeights.MinimumConsensusVotes(default 2) providers must independently name the same candidate. Self-reported confidence is still recorded but is never compared or thresholded, because those numbers are not calibrated across model architectures. This fails quietly by design - with one provider configured, healing degrades to the heuristic result instead of raising an error. If you relied on single-provider LLM healing, configure a second provider from a different model family, or expect heuristic-only behaviour.MinimumLlmConfidenceremains onSimilarityWeightsand is still reported, but no longer gates anything. - Worst-case provider latency rose from ~15s to ~35s (#11). Providers now retry transient failures, so a slow or failing endpoint occupies its per-attempt timeout more than once. The new
TotalTimeout(35s cloud, 70s Ollama) caps the whole operation including backoff. SetmaxRetries: 0to restore single-shot behaviour.
Highlights
- Consensus acceptance for LLM picks (#10): Providers are polled in parallel and a pick is accepted only on agreement. Invalid candidate ids are discarded before the vote is counted, so one hallucinating provider cannot invalidate everyone else's valid votes. A three-way split and a tie for the lead both count as disagreement and fall back to the heuristic result.
HealResult.AgreedProvidersrecords who agreed. - Provider resilience (#11): Retry with exponential backoff and jitter on transient failures (429, 500, 502, 503, 504,
HttpRequestException); immediate fail-fast on 400/401/403/404.Retry-Afteris honoured up to a 10s ceiling - a longer value is read as quota exhaustion and fails fast rather than stalling a test run. Dual timeout budgets: per attempt and per operation. - Per-provider attempt telemetry (#11):
LlmHealingResult.AttemptCountandHealResult.ProviderAttemptsrecord how many attempts each provider needed, so a flaky provider is identifiable rather than merely producing a failed heal. - Healing report schema v6: adds
AgreedProviders(v5) andProviderAttempts(v6). Older reports upgrade in place on the next write; the new fields stay null on upgraded entries, which means "not recorded by that build" rather than "there were none". - Configurable provider names (#10): every provider takes a
name:parameter.OpenAiHealingProvideraccepts any OpenAI-compatible endpoint, so several instances (for example Groq and Cerebras) can vote alongside each other and remain distinguishable in the report. - Shared HTTP provider base (#48): the four providers now derive from
HttpLlmHealingProvider, which owns orchestration, validation and retry wiring. Behaviour-neutral; public constructors are unchanged.
Known Limitations
- Calibration: The thresholds shipped in this release are initial estimates, not values derived from a real-world benchmark dataset:
MinimumEvidenceWeight(0.40),MinimumCandidateMargin(0.05),MinimumSemanticScore(0.01),MinimumConsensusVotes(2), the 10sRetry-Afterceiling, and defaultAssertGenerationMode(Strict). Each is documented with its rationale and is subject to recalibration under #15. - Accuracy: Healing accuracy is 100% on the bundled WinForms and WPF demo case studies. The false-positive rate on organic, third-party applications has not been measured (#15).
- LLM Providers: Provider integrations are covered by mocked-HTTP unit tests, and the Windows CI leg additionally makes a real Gemini call on every run when
GEMINI_API_KEYis configured (a non-gating comparison harness). What is not covered is a gating live assertion across providers, so consensus itself has never been exercised against real models;llm-smoke.ymlruns one OpenAI-compatible endpoint on manual dispatch only, after GitHub Models began returning HTTP 410 ahead of its retirement (#21, #44). Nightly multi-provider collection is tracked in #47. - Platform: Desktop automation is Windows-only (FlaUI / UIA3). The core heuristic engine and web automation path are cross-platform and verified on Linux in CI (#13).
Packages
- AutomationSandbox.UiModel
- AutomationSandbox.SelfHealing
- AutomationSandbox.LlmHealing
- AutomationSandbox.Discovery
- AutomationSandbox.WebDiscovery
- AutomationSandbox.IntentAutomation
- AutomationSandbox.PlaywrightLiveExploration
This release publishes package files as GitHub Release assets only. It does not push to nuget.org or GitHub Packages.
v0.2.0-beta.1
Automation Sandbox v0.2.0-beta.1
Preview NuGet package artifact release.
Highlights
- Locator exception gating (#2): Healing retries are strictly gated to locator-resolution failures rather than blindly retrying arbitrary exceptions.
- Evidence coverage gate (#3): Signals with missing metadata on both sides (empty names, null parents, zero bounds) are excluded from the denominator so missing data neither penalizes nor produces a false-perfect 1.00 score.
- Runner-up margin gate (#4): Top candidates with ambiguous margins over the runner-up (
best - runnerUp < 0.05) are classified as ambiguous and flagged for manual review instead of falsely marked confident. - Intent semantic overlap gate (#5): Desktop and web exploration bridges enforce a minimum semantic score (
MinimumSemanticScore = 0.01) and candidate margin, routing semantically unrelated matches to review without persisting them. - LLM candidate explainability and divergence tracking (#6): LLM healing results carry the selected candidate's own score and score breakdown, with explicit divergence tracking when the LLM overrides the heuristic winner.
- Structured assertion generation (#9): Test generators emit structured assertions (
AssertionKind,ExpectedValue) with configurableStrictandLenientmodes, replacing false-green presence checks with real assertions. - Positioning, Linux CI, and packaging parity (#12, #13, #14): Honest scope positioning in documentation, dual-OS CI matrix across Windows (
net48) and Linux (net8.0), and complete packaging parity across all seven libraries.
Known Limitations
- Calibration: The thresholds shipped in this release are initial estimates, not values derived from a real-world benchmark dataset:
MinimumEvidenceWeight(0.40),MinimumCandidateMargin(0.05),MinimumSemanticScore(0.01), and defaultAssertGenerationMode(Strict). Each is documented with its rationale and is subject to recalibration under #15. - Accuracy: Healing accuracy is 100% on the bundled WinForms and WPF demo case studies. The false-positive rate on organic, third-party applications has not been measured (#15).
- LLM Providers: Provider integrations are covered by mocked-HTTP unit tests, and the Windows CI leg additionally makes a real Gemini call on every run when
GEMINI_API_KEYis configured (LlmHealingEvaluationTests, a non-gating comparison harness). What is not covered is a gating live assertion across providers:llm-smoke.ymlexercises one OpenAI-compatible endpoint on manual dispatch only, after GitHub Models began returningHTTP 410ahead of its retirement (#21, #44). - Platform: Desktop automation is Windows-only (FlaUI / UIA3). The core heuristic engine and web automation path are cross-platform and verified on Linux in CI (#13).
Packages
- AutomationSandbox.UiModel
- AutomationSandbox.SelfHealing
- AutomationSandbox.LlmHealing
- AutomationSandbox.Discovery
- AutomationSandbox.WebDiscovery
- AutomationSandbox.IntentAutomation
- AutomationSandbox.PlaywrightLiveExploration
This release publishes package files as GitHub Release assets only. It does not push to nuget.org or GitHub Packages.
v0.1.0-preview.2
Automation Sandbox v0.1.0-preview.2
Preview NuGet package artifact release.
Highlights
- Intent automation pipeline: plan, match, record, and generate tests from a single API.
- Playwright C# and TypeScript test skeleton generation from recorded intent locators.
- Intent flow JSON/HTML reports for reviewable candidate and locator decisions.
Packages
- AutomationSandbox.UiModel
- AutomationSandbox.SelfHealing
- AutomationSandbox.LlmHealing
- AutomationSandbox.Discovery
- AutomationSandbox.WebDiscovery
- AutomationSandbox.IntentAutomation
This release publishes package files as GitHub Release assets only. It does not push to nuget.org or GitHub Packages.
v0.1.0-preview.1
Automation Sandbox v0.1.0-preview.1
Preview NuGet package artifact release.
Packages
- AutomationSandbox.UiModel
- AutomationSandbox.SelfHealing
- AutomationSandbox.LlmHealing
- AutomationSandbox.Discovery
- AutomationSandbox.WebDiscovery
This release publishes package files as GitHub Release assets only. It does not push to nuget.org or GitHub Packages.