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Production databases fail at the edges: stale replica reads, ambiguous commits, deadlocks, and live migrations can break flows that pass the happy-path tests. The practical takeaway is to enforce invariants at the database boundary with guarded writes, constraints, short transactions, idempotent retries, and explicit recovery procedures.

Thinking Machines has released Inkling-Small, a 276B-parameter mixture-of-experts model with 12B active parameters. The model retains Inkling's multimodal reasoning, variable thinking effort, and 1M-token context window while using substantially less compute.

Reports suggest Apple's 20th-anniversary iPhone, expected to launch in September 2027, will bring a radical redesign with curved, edge-to-edge glass. Two Pro models are rumored, sized around 6.3 and 6.9 inches, potentially dropping the notch or Dynamic Island entirely. A leaker also claims solid-state buttons with haptic feedback could replace mechanical controls for power, volume, and camera.