Portrait of Oğuzhan Koçaklı

Personal blog & consulting

Hi, I'm Oğuzhan.

I write, build and advise at the intersection of technology and creativity.

I think about AI-assisted production, transformation in the gaming and film industries, and marketing strategy. I share what I learn here, in plain language.

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Featured Posts

Glass crate of Python packages glowing toxic green on a dark conveyor, an old brass key still hanging from its padlock

Artificial Intelligence 7 min 26 Oct 2026

LiteLLM supply chain attack, Block’s Dessa, and two small models

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Server rack sealed in a glass enclosure, an unplugged network cable on the floor, a wireframe city projected on the glass

Artificial Intelligence 14 min 25 Oct 2026

AI weekly: fences for agents, proofs for code, a PHP scare

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Small terracotta robot courier walking across a dark wooden surface at dawn with an envelope

Artificial Intelligence 11 min 24 Oct 2026

Claude Duet: Anthropic’s proactive agent and the limits it admits

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Server rack door swung open on a glowing copper engine room, conveyor belts carrying lit cubes through a dark data hall

Artificial Intelligence 7 min 22 Oct 2026

DeepSeek DeepInfer puts the serving stack on GitHub

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White porcelain rabbit mask lifted off a dark AI accelerator module, amber circuitry glowing underneath

Artificial Intelligence 11 min 21 Oct 2026

MiniMax M3.1 Flash: Space Bunny’s tokens got cheaper, its thinking didn’t

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A shoreline at dusk with two small compute marks, 10^25 and 10^26, drawn in the sand

Artificial Intelligence 10 min 20 Oct 2026

What is a frontier model?

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Empty glass AI test chamber with its door ajar under a lamp, a cable trailing out past chip trays stacked on stone

Artificial Intelligence 18 min 19 Oct 2026

AI weekly: regulators knock, chip debt bites, open weights go local

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Glowing glass logbook open on dark stone beside a robot hand lifting a teal key from a drawer full of keys

Artificial Intelligence 7 min 19 Oct 2026

OpenAI misalignment reports: the agents asked if it was ethical, then kept going

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Latest and trending.

Glass crate of Python packages glowing toxic green on a dark conveyor, an old brass key still hanging from its padlock

Artificial Intelligence 7 min 26 Oct 2026

LiteLLM supply chain attack, Block’s Dessa, and two small models

PyPI carried a malicious LiteLLM 1.107.0 for about two hours on 21 October. The 23 October root-cause post traces the breach to an Agent Platform master key that was flagged and never revoked.

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Server rack sealed in a glass enclosure, an unplugged network cable on the floor, a wireframe city projected on the glass

Artificial Intelligence 14 min 25 Oct 2026

AI weekly: fences for agents, proofs for code, a PHP scare

Continue reading

Small terracotta robot courier walking across a dark wooden surface at dawn with an envelope

Artificial Intelligence 11 min 24 Oct 2026

Claude Duet: Anthropic’s proactive agent and the limits it admits

Continue reading

Server rack door swung open on a glowing copper engine room, conveyor belts carrying lit cubes through a dark data hall

Artificial Intelligence 7 min 22 Oct 2026

DeepSeek DeepInfer puts the serving stack on GitHub

Continue reading

What I Do

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01 Vibe Coding From idea to working prototype: building together with AI. 02 AI for Film & Animation Studios Measured, sustainable AI integration into studio workflows. 03 AI-Assisted Content Production Content production systems that scale while keeping the brand voice. 04 Advising Strategy and product advice for early-stage teams.