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Tuesday, July 14, 2026 — top 10 database + AI stories, one card each. Save the image, copy its caption, post.

Phone: tap Share image, pick Save Image in the sheet (LinkedIn's app won't take images from Safari directly), then tap the button again — it opens LinkedIn: start a post, add the photo on top, paste the caption. Desktop: Open → save the image, attach it in the composer, paste the caption.

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OpenAI GPT-5.6 Sol, Terra, Luna now GA on Amazon Bedrock The day's edition as one sketchnote — full stories + sources: https://offnetchat.com/news/2026-07-14.html?s=bc1bfbce6fe160ba#item-bc1bfbce6fe160ba #TechNews #AI

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OpenAI GPT-5.6 Sol, Terra, Luna now GA on Amazon Bedrock ▸ GPT-5.6 Sol targets flagship reasoning with state-of-the-art agentic coding benchmark results. ▸ Terra offers a balanced tier for performance, while Luna provides fast, cost-efficient inference. Summary + source: https://offnetchat.com/news/2026-07-14/s/bc1bfbce6fe160ba.html #LLM #TechNews

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PostgreSQL 19 SQL/PGQ rewrites graph queries to standard joins ▸ SQL/PGQ compiles to standard joins, ensuring predictable plan shapes. ▸ EXPLAIN output reveals the join tree directly without graph-specific nodes. Summary + source: https://offnetchat.com/news/2026-07-14/s/699665d4b881a597.html #Databases #TechNews

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JetBrains releases YouTrackDB, a general-use object-oriented graph database ▸ YouTrackDB is an object-oriented graph database from JetBrains, not just a tracker. ▸ Open-sourced on GitHub, suitable for general-use graph data models. Summary + source: https://offnetchat.com/news/2026-07-14/s/1737b8f3486a3f66.html #Databases #TechNews

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AI agents must prove reliability before touching production, SREs warn ▸ Co-pilots are accepted as assistive tools, but full autonomy is rejected. ▸ AI agents need to prove reliability before accessing production systems. Summary + source: https://offnetchat.com/news/2026-07-14/s/b525d10f0c5711d7.html #AgenticAI #TechNews

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Amazon DocumentDB skill now in AWS Agent Toolkit for AI coding agents ▸ Agents can automate DocumentDB provisioning, migration, and upgrades via best-practice workflows ▸ Reduces manual lookup effort by embedding MongoDB compatibility and well-architected checks Summary + source: https://offnetchat.com/news/2026-07-14/s/199fdbb2050206ba.html #AgenticAI #TechNews

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Aurora PostgreSQL: Rebuild Large Indexes via Blue/Green Deployments ▸ Use Blue/Green Deployments to isolate index rebuilds from production traffic. ▸ NVMe-backed instances enable local storage sorting, significantly speeding up the process. Summary + source: https://offnetchat.com/news/2026-07-14/s/205bf682e1d0f07f.html #Databases #TechNews

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New Theory Proposes Least Autonomy for Agentic AI Systems ▸ Least privilege fails for agents that chain actions and amplify permissions. ▸ Least autonomy provides a formal theoretical basis for constraining AI agency. Summary + source: https://offnetchat.com/news/2026-07-14/s/bb15dbce56c482ef.html #AgenticAI #TechNews

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EvoCUA-1.5 Brings Online RL to Multi-turn Computer-Use Agents ▸ Moves beyond offline imitation learning to online RL for better adaptability in dynamic environments. ▸ Agents interact with executable sandboxes, enabling safe trial-and-error learning. Summary + source: https://offnetchat.com/news/2026-07-14/s/9067a692fc35381e.html #AgenticAI #TechNews

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On-Device Subtitle Translation: Vocabulary Projection Dominates After Quantization ▸ GGUF quantization shifts the bottleneck from Transformer blocks to vocabulary projection. ▸ Shrinking vocab from 151k to 64k tokens reduces compute for on-device inference. Summary + source: https://offnetchat.com/news/2026-07-14/s/f52f0b59d2e6afaa.html #LLM #TechNews

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AI cost models must include task completion rates, not just token usage ▸ Token price is insufficient for accurate AI budgeting without success metrics ▸ Failed tasks incur hidden costs through retries and wasted compute cycles Summary + source: https://offnetchat.com/news/2026-07-14/s/0dc6accc4994fc32.html #LLM #TechNews