Mert Cobanov
Senior AI engineer building agents with complex memory: backend systems, vector databases, diffusion model training, and generative pipelines. Mostly Python, FastAPI, and Pydantic AI.
Writing about AI engineering, homelabs, and whatever I'm tinkering with
Writing
- How I trained an object detector without drawing a single box Building a water bottle detector from scraped images and pseudo-labels, and what the three bugs along the way turned out to teach.
- Tek bir kutu çizmeden nesne tespit modeli eğitmek İnternetten toplanan görsellerden ve pseudo-label'lardan bir matara dedektörü, ve yol boyunca çıkan üç hatanın öğrettikleri.
- How fast can a 27B model run at home? Running Qwen3.8-27B on four different machines, and what the numbers turned out to actually measure.
- 27B'lik bir model evde ne kadar hızlı çalışır? Qwen3.8-27B'yi dört farklı makinede çalıştırdım, ve sayıların aslında neyi ölçtüğünü buldum.
- KV Cache & Flash Attention LLM inference optimizations, one at a time: a smarter cache, a faster kernel, a better scheduler.
- See all 14 posts
Projects
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teslamate-mcp 135
MCP server that lets AI assistants query your TeslaMate database in natural language.
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autocut 48
Drop a video, remove silent gaps, export MP4 or send the timeline to DaVinci Resolve / Premiere.
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ghbar 13
Pull requests and issues from your repositories, in the macOS menu bar.
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Instagram Unfollowers 34
Find and unfollow people who don't follow you back on Instagram.
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berryssh 20
SSH client for BlackBerry OS 7, a plain MIDP/CLDC MIDlet doing curve25519, ed25519 and chacha20-poly1305.
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pspssh 6
SSH client for the PlayStation Portable that talks to a modern OpenSSH, with no weakened ciphers on the server side.
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nokia-ssh 2
SSH client for the Nokia E72 on Symbian S60, sharing berryssh's protocol and crypto.
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watchdock 3
Self-hosted Docker watchdog. One dashboard for local and remote SSH hosts, with crash and recovery alerts pushed to your phone.
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herdrchat 1
Control your coding agents from your phone, on iOS and Android.
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better-tailscale-ls 9
A nicer tailscale status: colored, sorted, filterable, with online/offline counts and badges.
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sshls 3
A colorful, at-a-glance list of active SSH sessions across your fleet.
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terminal.army 4
A multiplayer space strategy game you play from your terminal.
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Soft Club UI 7
React component library and shadcn-compatible registry for late-90s green-glass interfaces.
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Pathbook
Create, share, fork, and track learning paths.
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Bartainer
macOS menu bar app for managing local and remote Docker containers.
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Screenfit
Quick screen-fit utility.
Libraries
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Semantic text clustering using sentence embeddings and agglomerative clustering.
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Aspect ratio bucketing for diffusion model training. PyTorch native, DDP correct.
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Unsupervised image clustering with modern deep embeddings, PCA and K-Means.
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depth2normal 113
pypiConvert depth map images to RGB normal maps for shading and 3D workflows.
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Summarize web pages and YouTube videos with pluggable LLM backends.
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Realtime webcam streaming and video processing with a FastAPI UI.
Contact
Based in Los Angeles. Open to interesting projects, collaborations, and long emails about AI, art, and tooling.