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Practical levers to cut bitterness during Enshi Yulu processing:

• Rolling/shaping drive rises in ECG, quercetin glycosides, and caffeine — main bitterness culprits.
• Metabolomics identified 166 non‑volatile metabolites; 22 showed significant changes linking compounds to off‑flavors.
• Sensomics confirmed hyperoside enhances bitterness — a target to monitor or reduce.
• Practical control: limit rolling (~100 min) and shaping (~20 min) to tame bitterness.

Start with low-friction AI for case intake, reporting, and donor workflows; enforce simple governance (data classification, consent), and use a phased rollout that tracks ROI signals — time saved, faster placements, donor retention.

Product & platform teams: Start with a hub‑centric, schema‑driven API layer, then add a lightweight Model Context Protocol (MCP) for persistent context. Instrument everything (latency, intent accuracy, action success) and provide sandboxes for dev DX.

The ViewModelStore is the single source of truth — ViewModels follow a get-or-create lifecycle: created once per owner, retained until an explicit clear.

Use CreationExtras-driven factories to pass platform params; in Kotlin Multiplatform keep core logic in expect/actual and platform plumbing in actual modules. viewModelScope is thread-safe for...

Quick take: Renton fixes matter — investors will demand measurable proof.

• Operational fix: Photo‑guided checks + 40 pre‑station tasks reduce rework, improve delivery predictability.
• Investor signal: Funds trimmed stakes; insiders mixed — selling outweighs selective buying.
• Catalysts to watch: MAX ramp timing, delivery cadence, margin recovery, 13F flows, FAA defect metrics.

• Near-term signal: Watch statement tone, balance-sheet language, and dot-plot cut timing cues.
• Press conference: Focus on Powell's framing—'patient', 'data-dependent', growth vs inflation emphasis.
• Medium-term risk: Divergent SEP/dot-plot signals risk policy fragmentation and potential 2026 stagflation.
• Trades to consider: hedge with TIPS, shorten cyclicals, add global defensive exposure; watch breakevens.

Claudia Black’s exit over pay exposes a governance fault line at Lucasfilm: talent equity now matters as much as canonical cohesion. Dave Filoni’s public stewardship can’t mask pay/casting instability—fans risk losing trust.

Modernize Carolyn Bessette's boat‑neck with a Gwyneth twist:

• Anchor with a boat‑neck white dress — a clean canvas for one bold accent.
• Swap '90s sandals for bold red pumps or color‑pop block heels.
• Keep accessories minimal: delicate gold, structured clutch; let shoes take center.
• Shop tip: mid‑heel block for day, sculptural stiletto for night — comfort meets drama.

Novak Djokovic — 24 Grand Slams, Career Golden Slam (Paris 2024), 40 Masters 1000 and record weeks at No.1 (plus Davis Cup & Olympic medals). These stats sharpen the GOAT case and raise season expectations.

• Core pattern: Orchestration is the control plane — stateful workflows, retries, observability.
• Infra map: Cloud MLOps (AWS/GCP/Azure) supplies pipelines, feature stores, registries, CI/CD, monitoring.
• Execution: Agent SDKs (Strands TS) run typed, multi‑LLM tasks — deployable from EKS to Bedrock.
• Blueprint: Orchestrator control‑plane → cloud infra for artifacts → agent SDKs; watch lock‑in, latency, governance.