Monday wasn't about programming ,databases and AI for me.
Instead, we captured a very large swarm of bees on a neighbor's property.
π π π π π π
Always very fascinating.
Turn up the volume and listen...π π π π π π
Fine-tune DeepSeek OCR locally!
DeepSeek dropped a new OCR model built for document understanding and long-context reasoning.
Itβs a 3B parameter vision model that uses context optical compression to convert 2D document layouts into compact vision tokens instead of thousands of text tokens.
This lets it handle tables, forms, and handwriting while using up to 10x fewer tokens than text-based models. Despite the compression, it still reaches around 97% precision on OCR benchmarks.
The architecture combines a vision encoder that compresses the layout and a language decoder that reconstructs text from it. This makes it faster and more memory-efficient for long documents.
If you want to adapt it to your own data, Unsloth AI released a free guide and notebook to fine-tune DeepSeek OCR locally.
You can train it on your domain documents or improve its language performance with your own dataset.
Next in the series β the Codex IDE extension.
Explore code, implement new features, brainstorm front-end designs, and kick off tasks in the cloud β all from your code editor.
Does anyone else need a Sora 2 invite code?
I've learned a lot from the community and would like to give something back.
Here's the code.
I hope you enjoy it.
Define which prior rows to include in window functions with
ORDER BY ... [ frame ] ... PRECEDING
The frame states which sort keys to include (UNBOUNDED = all)
ROWS - Strict row count
RANGE - Logical value offset; only valid for numbers & datetimes
GROUPS - Unique values count
π¨ Attackers are turning Discord into a command center β using webhooks to steal API keys and config files right from npm, PyPI, and Ruby installs.
βοΈ North Korean actors even pushed 300+ fake packages with 50K+ downloads.
Details here β https://t.co/4O6r7spsc6
You wanted shadcn β so we built the heinous infra to make it work. Introducing Agent Arena, starting with the best:
Claude Code by @AnthropicAI
Codex 5 by @OpenAI
Cursor Agent by @cursor_ai
Devin by @cognition
Gemini CLI by @GoogleDeepMind
Grok Code Fast 1 by @xai
1/ Your prompt launches a containerized agent inside a fresh GitHub repo
2/ The agent can install packages, make tool calls, and write multi-file code
3/ The repo is deployed to Vercel *by the agent*, clonable to your heart's desire
This week we held our biggest DevDay yet. And honestly we couldn't have done it without Codex!
I went ahead and collected a couple of examples of how Codex helped us across the entire show
https://t.co/eW8yu5yFvf
@dkundel@OpenAIDevs I believe that immediately.
And some things were implemented/changed very quickly, right out of the box, so to speak jit.
Luckily, Codex was on your side.
Ever wondered what the latest AI features in VS Code can do for you? π€
Join @JamesMontemagno as he walks through highlights like Claude Sonnet 4.5 & GPT-5, Plan Mode & Chain of Thought, Copilot Coding Agent, and AI Merge Conflict Resolution.
You donβt want to miss this! π»β¨
πΊ Watch the full video: https://t.co/ex0l8wJScV