Head of Computer Science @ Acıbadem University https://xitter.cf/t.co/nmcdoYRL82 In pursuit of simplicity.

Joined May 2008
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My deck for the keynote talk at Bosphorus Strait AI 2026 drive.google.com/file/d/1O4q…
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Excited to share TokenGate. By teaching LLMs to conditionally skim context tokens, we achieve up to 11.3x faster prefill and drastically reduce peak memory for long-context tasks!
Introducing ✨Token-Gated Language Models✨ for up to 11x faster prefill by learning to skim context, conditionally forwarding only tokens that matter. Akin to the shift from dense models to MoEs, the next frontier of efficient LLMs is conditional computation over a new scaling axis: context tokens🧵👇
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It's like having an employee use their time to learn how to do something one day and then forget it at the end of the day and have to waste time learning the same thing over again the next day, and the next day …
What if the next big leap in AI agents comes from better memory, not bigger models? @theDeepView explores MemCurrent. In our internal benchmark of 114 enterprise tasks, agent success rose from 22.3% without memory to 68.4% with episodic and derived memory. thedeepview.com/articles/why…
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The problem isn’t that AI is intelligent. It isn’t. The problem is that too many adults (but not all) are at once mechanistic, imitative, unimaginative, stupid, formulaic, influenceable, & gullible, arrogant beyond their skill set, & too expensive to maintain.
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Passed by the @CheaperInfer booth at AgntCon. Awesome work @fabrice_mayrand and Eamonn.
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Vincent Van Gogh Church at Auvers
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"A country's assets reside in the tinkerers, the hobbyists, and the risk-takers." - Nassim Nicholas Taleb
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Every new agent can become another integration, policy set and observability stack to maintain. As agents take actions across data, models, tools and business systems, that fragmentation gets expensive fast. The better pattern is shared infrastructure for choice, context and control: 1️⃣ Agent Bricks for building, governing and optimizing agent fleets 2️⃣ Omnigent for composing agents across harnesses 3️⃣ Unity Gateway for centralized access, cost controls and observability databricks.com/blog/how-scal…
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One of those rare photos that makes you stop in your tracks and whisper, "Wow..." "Lochaber at Night" - wintery scene of Loch Linnhe, Caol Shore and Ben Nevis, taken from Corpach Pier by Mark Gillies.
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Do not do good unless you have the strength to endure ingratitude. — Confucius
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[DEMO] With Git worktrees and Lakebase Postgres database branching, each coding agent gets its own isolated, copy-on-write branch to run migrations, test changes, and experiment without affecting other environments. GitHub Actions then creates a fresh database branch per PR to validate migrations and preview the app before anything reaches production. Watch the full workflow: youtube.com/watch?v=RPsyHKiW…
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The Good Samaritan, after Delacroix - 1890 #artbots #vangogh
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“The oppressor would not be so strong if he did not have accomplices among the oppressed.” — Simone de Beauvoir
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An IBM slide from 1979.
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Morning 🌅 ~ We are mosaics - pieces of light, love, history, stars - glued together with magic and music and words. - (Anita Krishan) ~ Venice Artist : Davide Battistin.
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“The wise man is one who knows what he does not know.” ~ Lao Tzu
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𝘋𝘰𝘴𝘵𝘰𝘦𝘷𝘴𝘬𝘺: “𝘐 𝘯𝘦𝘷𝘦𝘳 𝘳𝘦𝘮𝘰𝘷𝘦𝘥 𝘢𝘯𝘺𝘰𝘯𝘦 𝘧𝘳𝘰𝘮 𝘮𝘺 𝘭𝘪𝘧𝘦, 𝘵𝘩𝘦𝘺 𝘢𝘭𝘭 𝘥𝘪𝘦𝘥 𝘪𝘯 𝘵𝘩𝘦 𝘢𝘤𝘤𝘪𝘥𝘦𝘯𝘵 𝘰𝘧 𝘵𝘳𝘶𝘴𝘵.” 𝘕𝘪𝘦𝘵𝘻𝘴𝘤𝘩𝘦: “𝘐’𝘮 𝘯𝘰𝘵 𝘶𝘱𝘴𝘦𝘵 𝘵𝘩𝘢𝘵 𝘺𝘰𝘶 𝘭𝘪𝘦𝘥 𝘵𝘰 𝘮𝘦, 𝘐’𝘮 𝘶𝘱𝘴𝘦𝘵 𝘵𝘩𝘢𝘵 𝘧𝘳𝘰𝘮 𝘯𝘰𝘸 𝘰𝘯 𝘐 𝘤𝘢𝘯 𝘯𝘰𝘵 𝘣𝘦𝘭𝘪𝘦𝘷𝘦 𝘺𝘰𝘶.”
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