CircleAI 3.3.0 — HER/JARVIS parity
[3.3.0] — 2026-06-25 — HER / JARVIS parity — always-on, world-aware, embodied, learns-you, reasoner
Closes the gap between the 3.2.0 substrate ("real backends for 24 HER/Jarvis
contracts") and a companion that actually behaves like HER / JARVIS: always
listens, sees what you see, knows your day, controls your home, learns your
voice over years, and reaches you across devices. 28 deliverables across
5 phases (A=always-on, B=world-aware, C=embodied, D=learns-you, E=reasoner)
landed against existing HER/Jarvis interfaces — no new contract surfaces
introduced.
Added — Phase A · Always-on persona
CircleAI.Voice.KwsWakeWordDetector— low-latency ONNX keyword-spotter
on a sliding 1 s window every 100 ms. Replaces the ASR-based
EnergyWakeWordDetectorfor production wake-on-"Hey B". Mel-spectrogram
feature extraction (Hamming + DFT + mel filterbank) or raw-waveform input,
configurable threshold + cooldown.CircleAI.Maui.AlwaysOnService—IHostedServiceper platform:
Android stickyForegroundServicewithmicrophonetype +
circleai-always-onnotification channel; iOSAVAudioSession
PlayAndRecordwithMixWithOthers+AllowBluetooth+
interruption observer.CircleAI.Memory.Sync.CompanionConversationSyncBridge—
ConversationStateDelta(session id, partial transcript, in-flight turn
flag, timestamps) cross-device via the existingSyncableEntrypipeline.
Move a call phone → laptop mid-stream.- End-to-end episodic pipeline wired in
CompanionSession: every
user/assistant turn is jointly embedded viaITextEmbedderbefore
EpisodicMemory.RecordAsyncsoLoadRecentMemoriesAsynccan do
embedding-based recall.
Added — Phase B · World-aware
CircleAI.Integration— base contracts:ICalendarConnector,
IEmailConnector,INewsSource,IWeatherProvider,IRoutingProvider,
IHomeAutomationConnector.CircleAI.Integration.Calendar— Google Calendar v3 (OAuth),
Microsoft Graph v1.0, generic CalDAV (REPORTverb + ICS parser).CircleAI.Integration.Email— IMAP (MailKit), Gmail API v1
(base64url), Microsoft Graph mail.CircleAI.Integration.News— RSS 2.0 + Atom 1.0 dual parser,
NewsAPI / GNews, Bluesky AT-protosearchPosts, Mastodon public /
hashtag timeline.CircleAI.Integration.Geo— Open-Meteo current + hourly with full
WMO weather-code decoder; OSRM driving/bike/foot routing with polyline.CircleAI.Companion.ProactiveBriefingService—IHostedService
with a configurable fire-times schedule that pulls calendar + email +
news + weather, runs an LLM summary, and dispatches via
IBriefingNotifier. InternalTimeUntilNextFirehelper.
Added — Phase C · Embodied
CircleAI.Integration.HomeAssistant.HomeAssistantConnector— REST
bridge over/api/states+/api/services/{domain}/{service}POST
with a Long-Lived Access Token.TurnOnAsync/TurnOffAsync
convenience surface.CircleAI.Vision.IVideoCapture+CircleAI.Maui.MauiCameraCapture—
platform-conditional camera capture mirroringMauiAudioCapture:
Android Camera2 withImageReader+ Y-plane extraction, iOS
AVCaptureSessionwithVideoDataOutputdelegate, Windows
MediaCapturewithMediaFrameReader+ SoftwareBitmap → JPEG.
BoundedChannel-backedFrameQueuefor cross-thread frame hand-off.CircleAI.Vision.OnnxFaceDetector/OnnxFaceEmbedder/
OnnxPlateRecognizer— YOLO-family face detection with letterbox +
NMS, ArcFace 112×112 BGR mean-subtracted 512-D embedder (L2 normalised),
plate-region detector. SixLabors.ImageSharp for cross-platform decode.CircleAI.Maui.HealthBoardBridge—IHostedServicethat polls
Android Health Connect (ContentResolver fallback) or iOS HealthKit
(HKHealthStore) and records intoIWearableBoard.CircleAI.Maui.LocationBridge— AndroidLocationManager
(GpsProvider preferred) / iOSCLLocationManagerwith
RequestWhenInUseAuthorization, feedsIChildSafetyBoard.RecordCheckIn.
Added — Phase D · Learns you
native/mnn-bridge1.4.0 — addsmnn_llm_train_lora_step+
mnn_llm_save_loraC ABI surface. Implementation is gated by
#ifdef MNN_BUILD_TRAIN; when MNN is built without the training
subsystem (the upstream binary release), both functions return the new
MNNBRIDGE_ERR_TRAINING_DISABLED(-12). Bundledlibmnnbridge.dylib
forosx-arm64(built on the Mac with brew cmake + Xcode 26 / AppleClang
17, linked against the macOS framework).CircleAI.Inference.LoRAAdapterManager.TrainStep / SaveAdapter—
managed P/Invoke for the new native surface.NotSupportedException
with the explicit "rebuild MNN with-DMNN_BUILD_TRAIN=ON" guidance
when -12 returns.CircleAI.Inference.FeedbackTrainingQueue— line-delimited JSON
file-backed queue (TrainingSamplerecords) with atomic drain.CircleAI.Inference.NightlyAdapterTrainer—IHostedService
withNightlyAdapterTrainerOptions(MinBatchSize,
MaxSamplesPerRun,LearningRate,LoRARank,AdapterPath,
Interval,ShouldFireNow,Tokenizer). Drains the queue, runs
TrainStepper sample, atomicallySaveAdapter+Apply. Char-level
fallback tokenizer. Re-queues on training-disabled.CircleAI.Memory.Sync.LoraAdapterSyncBridge— base64-encoded
adapter bytes propagate across devices asLoraAdapterSnapshot
syncable entries.
Added — Phase E · Reasoner
CircleAI.Companion.ReasoningLoopInnerMonologue— real o1 /
DeepSeek-R1 style inner monologue using
IChatGenerator.StreamFragmentsAsyncwithIncludeReasoning = true.
CapturesReasoning-kind fragments as the thought;Content
fragments form the visible answer. ReplacesTemplateInnerMonologue.CircleAI.Companion.SqliteKnowledgeGraph+
LlmKnowledgeGraphExtractor—kg_nodes+kg_triplesSQLite
triple store with indexes; LLM-driven entity / relation extractor with
JSON-strict prompt + defensive bracket-finding parser. Replaces
AdjacencyPersonalKnowledgeGraph.CircleAI.Companion.SqliteHippoRagStore— real
Personalised PageRank walk over the personal KG (damping 0.85, 32
iterations) seeded from query terms. Multi-hop recall returns top-K
nodes asMemoryHitwith PR mass as score.CircleAI.Companion.BayesianWorldModel— online-learning Naive
Bayes classifier over (observations → outcome) pairs with Laplace
smoothing. Softmax-normalised posteriors. Replaces
FrequencyWorldModel.CircleAI.Companion.SequencePredictiveEngine— variable-order
(default 3-gram) Markov chain over the user's event timeline with
back-off weighting and per-event inter-arrival forecasting. Replaces
the slot-of-weekHistogramPredictiveEngine.CircleAI.Voice.OnnxSpeakerIdentity+
CircleAI.Companion.OnnxSpeakerIdentityAdapter— ECAPA-TDNN-style
speaker embedder (log-mel or raw waveform input) with JSON
enrollment store, running-mean centroid update, cosine-similarity
match. Replaces the MFCCEnergyBandVoiceIdentity.CircleAI.Voice.OnnxSpeechEmotionDetector+
CircleAI.Companion.OnnxSpeechEmotionSensor— wav2vec2-style speech
emotion ONNX with Russell-circumplex arousal / valence mapping per
label. Plugs intoIEmotionSensorvia a base64-audio key in the
fused-signal JSON.CircleAI.SelfBench— new project:BenchTask/BenchResult/
BenchSummaryrecords,BuiltInScorers(exact / substring / regex /
numeric-tolerance),BenchRunner,AbBenchRunnerwith
RegressionGateConfig(mean-score threshold, p95 latency cap,
critical-task regression cap),BenchSuiteRegistrywith a built-in
10-task default suite (math, factual, format, refusal, reasoning).CircleAI.Companion.SelfBenchSelfImprovementLoop— implements
ISelfImprovementLoopby orchestrating SelfBench: baseline vs
candidateIAIService, regression-gated promotion.
Changed
- Version-aligned every 3.x runtime package from 3.2.0 → 3.3.0 (49
packages), seven new packages join the runtime tier at 3.3.0
(CircleAI.Integration,…Calendar,…Email,…News,…Geo,
…HomeAssistant,CircleAI.SelfBench). Touched 1.x packages bumped
one minor:CircleAI.Companion1.2.0 → 1.3.0,
CircleAI.Voice1.2.0 → 1.3.0,CircleAI.Memory1.3.0 → 1.4.0. native/mnn-bridge/CMakeLists.txt— macOS framework search path
(-F${MNN_FRAMEWORK_PARENT}) so<MNN/...>includes inside
MNN.framework headers resolve via the framework name; needed because
MNN/expr/Expr.hppis referenced from MNN's ownllm/llm.hppand
the bundle's Headers directory has noMNN/subfolder.
Fixed
CircleAI.Voice.KwsWakeWordDetector—ReadOnlyMemory<byte>.AsSpan(...)
doesn't exist; replaced with.Span.Slice(...).CircleAI.Inference.csproj— added
Microsoft.Extensions.Hosting.Abstractions+
Microsoft.Extensions.Logging.Abstractions(required by
NightlyAdapterTrainer : IHostedService).CircleAI.Maui.MauiCameraCapture—Android.Media.ImageFormatType
doesn't exist; corrected toAndroid.Graphics.ImageFormatType.
Build verification
CircleAI.Companion(net9.0) — green; transitively builds
Core / Memory / Embeddings / Integration / Domain / Identity / Sync / Languages / Voice / Tools / Hosting / Networking / Inference / SelfBench.- All five
CircleAI.MauiTFMs —net9.0,net10.0,
net10.0-android,net10.0-ios,net10.0-maccatalyst,
net10.0-windows10.0.19041.0— green. CircleAI.Integration.{Calendar,Email,News,Geo,HomeAssistant}+
CircleAI.Vision— green.- Native
libmnnbridge.dylib(osx-arm64) — built on Mac
(Xcode 26 / AppleClang 17), linked against MNN.framework, copied
intosrc/CircleAI.Inference/runtimes/osx-arm64/native/alongside
the stagedlibMNN.dylib(15.7 MB).