🙏🏻Always do this in interviews. <Cutting down competition>

🔥Introducing #AgentFlow, a new trainable agentic system where a team of agents learns to plan and use tools in the flow of a task. 🌐agentflow.stanford.edu 📄huggingface.co/papers/2510.0… AgentFlow unlocks full potential of LLMs w/ tool-use. (And yes, our 3/7B model beats GPT-4o)👇 🧩A team of four specialized agents coordinates via shared memory: Planner: plan reasoning & tool calls 🧭 Executor: invoke tools & actions 🛠 Verifier: check memory status ✅ Generator: produce final results ✍️ 💡The Magic: 🌀💫 AgentFlow directly optimizes its Planner agent live, inside the system, using our new method, Flow-GRPO (Flow-based Group Refined Policy Optimization). This is "in-the-flow" reinforcement learning. 📊The Results: AgentFlow (7B backbone) outperforms top baselines on 10 benchmarks, with average gains of: +14.9% on search 🔍 +14.0% on agentic 🤖 +14.5% on math ➗ +4.1% on science 🔬 🏆It even surpasses larger-scale models like Llama-3.1-405B and GPT-4o (~200B). Try it yourself! 🛠️Code: github.com/lupantech/AgentFl… 🚀Demo: huggingface.co/spaces/AgentF… 🤖Model: huggingface.co/AgentFlow/mod… 📊Visual: agentflow.stanford.edu/#visu… 💬Join our Slack: join.slack.com/t/agentflow-c… #agentic #llms #RL #tooluse

Hooo haa

Deepak Mahto (@mahtodeepak05): Exploring PostgreSQL 18: A Developer’s Guide to New Features – Part 1: The COPY Co... postgr.es/p/7hk

Average HR company be like: - are you using cursor - did you have experience to call open ai api and pasting the results - did you have experience with security compliance? Sorry not CVEs, we are interested in prompt injection protection. - no I’m sorry our company doesn’t work on kompElers we provide the best ai first solution to match people with their dream welcome rug. - We have decided to move forward with the other candidate.

Anyone at @googlecloud how to do a one time load of whole data and than use datastream for incremental change without breaking transaction uuid and timestamp metadata?

s3 does vectors now vector databases are officially dead

Workarounds are the duct tape of software dev. Need to store session metadata? Upload doesn’t support it? Just shove it into display_name and pray for future you. If it works, it ships.

Quick question for backend folks: 🧠 Your cache (Redis) is silently returning stale data due to a failed invalidation. • Users are seeing outdated results • The DB isn’t being hammered (yet) How do you detect this in real-time — and fix it without killing performance?

-▬▬.◙.▬▬‐ ▂▄▄▓▄▄▂ ◢◤ █▀▀████▄▄▄◢◤ █▄ █ █▄ ███▀▀▀▀▀▀╬ ◥█████◤ ══╩══╩══ ╬═╬ ╬═╬ Just dropped down to say ╬═╬ Don't ╬═╬ Push To Production On Friday ╬═╬ ╬═╬ ☻/ ╬═╬/▌ ╬═╬/ \

Those days of emergency were dark age of democracy. Imagine having no freedom of speech, speaking what govt wants you to speak, and hearing what govt wants you to hear. Really petrifying. #Emergency1975

Claude models are better than even senior engineers. Most people with jobs just stopped learning.

Tried many agent development tools. @pydanti_ai is the best among all. Not so much low level, neither too rigid. Shouting for great work.

Is it just me or anyone else too hit the monthly limit ? Can't use l @lovable_dev model anymore 😭, managing with openai.

I want to start oss contribution. Tell a weekend size problem you are facing but feel lazy to do it.

A very neatly written blog by @matthiasendler which every engineer should give a read. endler.dev/2025/best-program…

Course links: Introduction to #ComputerVision: eecs.yorku.ca/~kosta/Courses… #DeepLearning in Computer Vision: eecs.yorku.ca/~kosta/Courses…

Snooze == loose

Ruling party changes every year, only the level of corruption in bureaucracy doesn't.