AI
A collection of 14 posts
Databricks says AI Search can now index streaming tables, materialized views and managed Iceberg v3+ tables directly
Which table types Databricks AI Search can index now, what Databricks says replaces the old Delta copy and sync pipeline, and the materialized view setting.
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Dharma-AI's VocabX tokenizer: what the 77% inference cost cut measured
Dharma-AI says its VocabX tokenizer cut a Qwen3-4B essay grader's measured inference cost 77.0%. What was tested, why it worked, and its limits.
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IBM Granite Speech 5.0: which model to use for transcription, translation and meetings
IBM's Oct. 21, 2026 Granite Speech update: 5.0-2b for accuracy and translation, 470m TurboCTC for speed, 4.1-2b-plus for meetings.
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IBM's MIA plugin for vLLM: steering model internals with CUDA graphs still on
IBM's open-source MIA plugin reads and steers vLLM model internals without eager mode. What it does, IBM's speed claims and what it requires.
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NVIDIA Confidential Bare Metal: what it is, what runs it, what's still unknown
NVIDIA's Confidential Bare Metal (Oct 21, 2026) lets model builders run their own stack on rented GPUs while keeping models and data protected.
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NVIDIA plans 2.5x substrate capacity in three years, with partner targets running to 2028
NVIDIA's Oct. 21, 2026 plan: 2.5x substrate capacity in three years, doubled testing and partner dates from Feb 2027 to end-2028.
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Databricks MemCurrent: agent pass rate rises to 68.4% from 22.3% in its own test
Databricks says MemCurrent memory raised AI agent pass rate from 22.3% to 68.4% on its internal benchmark. What was tested, what drove it, and the caveats.
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Apple's SelfCompact: when AI agents should summarize their own context
Apple and Johns Hopkins researchers say an AI agent compacts its context better with a short rubric that says when to summarize and when to wait.
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Mix or tune? Apple researchers say adding English beat hyperparameter tuning for Arabic pre-training
Apple-linked researchers ran about 1,000 Arabic pre-training runs. Mixing in English beat hyperparameter tuning, and the lead grew with model size.
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Microsoft Maia 300 explained: 2027 deployments and a multi-gigawatt plan
Maia 300 is Microsoft's next AI inference chip, planned for production in 2027. Specs, rack design and how to read Microsoft's efficiency claims.
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NVIDIA and Cisco USFP: 400Gb/s-per-lane optics, 4x bandwidth, about 1.3x efficiency
NVIDIA and Cisco's planned USFP optics run 400Gb/s per lane: 4x the bandwidth of 200G modules, ~1.3x the efficiency, no ship date yet.
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Cloudflare Managed Defense beta: how its AI alert reviews work
Cloudflare's Managed Defense beta collects evidence with fixed code, then runs four AI agents and checks their citations. A human analyst still decides.
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Databricks Apps on-behalf-of-user authorization is GA: how it works and how to set it up
Databricks Apps can now act as the signed-in user, with Unity Catalog permissions applied. How OBO works, which scopes to add and what admins control.
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AstaBrief 8B: Ai2's open model for cited research reports
Ai2's open AstaBrief 8B writes cited research reports 3.5x faster than Asta's Claude-powered mode. Benchmarks, training data, limits and how to run it.
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