Sung Kim

OpenAI's Symphony

A Linear Board for agents.

github.com/openai/symph...

Teaching LLMs to reason like Bayesians Google researchers demonstrate how Bayesian teaching through supervised fine-tuning enables LLMs to approximate optimal probabilistic reasoning and generalize to new domains.

Teaching LLMs to reason like Bayesians

By training models to mimic optimal probabilistic inference, they improved their ability to update their predictions and generalize across new domains.

research.google/blog/teachin...

No. You can safely assume that I haven’t tried most of the things I post about.

Question: Is ColBERT worth it? I am seeing like ~10X increase in latency and ~30X increase in storage, as compared to dense/sparse vectors.

I liked it when mkbhd said "If you are watching my video on MacBook Neo then a new MacBook Neo is not a computer for you".

What is gog?

GitHub - googleworkspace/cli: Google Workspace CLI — one command-line tool for Drive, Gmail, Calendar, Sheets, Docs, Chat, Admin, and more. Dynamically built from Google Discovery Service. Includes AI... Google Workspace CLI — one command-line tool for Drive, Gmail, Calendar, Sheets, Docs, Chat, Admin, and more. Dynamically built from Google Discovery Service. Includes AI agent skills. - googlework...

Google Workspace CLI

github.com/googleworksp...

Why The Best AI Engineers Are Former Managers | Tolans.com Our most effective ICs all share a common trait: they’re former managers.

- Coach and redirect agents quickly and effectively as they surface for help
- Conduct thorough code reviews of completed work
- Intervene manually when needed to ship well-tested features"

www.tolans.com/relay/why-th...

Why The Best AI Engineers Are Former Managers by Quinten Farmer

"We evaluate Agent Engineering Managers on their ability to:

- Break down ambiguous product problems into well-scoped tasks
delegate those tasks with appropriate milestones and planned checkpoints

Source: x.com/hacker_/stat...

Claude "the hacker"

Sure. For the record, I’ve been consistent in my views and very transparent about them.

Newsom likens Israel to ‘apartheid state,’ questions future military support The California governor’s comments came as he promoted his new memoir in Los Angeles.

He’s an opportunistic politician, but it’s still notable to hear a mainstream politician break from AIPAC and call Israel an “apartheid state.”

www.politico.com/news/2026/03...

Mark Zuckerberg is 'done with' the Meta’s highest-paid employee as company’s reorganisation proves - The Times of India Tech News News: Meta CEO Mark Zuckerberg has quietly begun dismantling the power structure he built around Alexandr Wang, his $14 billion bet to lead the company's AI.

Interesting development… I guess Alexandr Wang is on the way out. That was a bit quicker than I expected. I would have thought he’d be given at least a year of runway.

timesofindia.indiatimes.com/technology/t...

I would defer to the community.

GitHub - Yuan-lab-LLM/Yuan3.0-Ultra: Yuan3.0: Mixture-of-Experts (MoE) Language Model Yuan3.0: Mixture-of-Experts (MoE) Language Model. Contribute to Yuan-lab-LLM/Yuan3.0-Ultra development by creating an account on GitHub.

Full weights (16bit/4bit), code, technical report & training details — all free for the community.

github.com/Yuan-lab-LLM...

Inspur's Yuan Lab released Yuan 3.0 Ultra - their flagship multimodal MoE foundation model, built for stronger intelligence and unrivaled efficiency.

- Efficiency Redefined: 1010B total / 68.8B activated params
- Smarter, Not Longer Thinking
- Enterprise-Grade Agent Engine

FYI: I'm not affiliated with either Meta nor FFmpeg.

FFmpeg at Meta: Media Processing at Scale FFmpeg is truly a multi-tool for media processing. As an industry-standard tool it supports a wide variety of audio and video codecs and container formats. It can also orchestrate complex chains of…

FFmpeg at Meta: Media Processing at Scale

FFmpeg is truly a multi-tool for media processing. As an industry-standard tool it supports a wide variety of audio and video codecs and container formats.

engineering.fb.com/2026/03/02/v...

I just want to say I'm absolutely livid about Trump / Israel / AIPAC. That's it.

GitHub - pboueri/intentc: A compiler of intent A compiler of intent. Contribute to pboueri/intentc development by creating an account on GitHub.

Im trying to build this thing for real again 1 year later: github.com/pboueri/inte...

If specs are truth then you should be able to wipe and rebuild your codebase reproducibly with “small” deviations. I think this is where it lands - like Makefiles

GitHub - microsoft/typeagent-py: Structured RAG: ingest, index, query Structured RAG: ingest, index, query. Contribute to microsoft/typeagent-py development by creating an account on GitHub.

typeagent by Guido van Rossum (you know... python creator)

This is an in-progress project aiming at a Pythonic translation of TypeAgent KnowPro and a few related packages from TypeScript to Python.

github.com/microsoft/ty...

I just discovered a new number that did not existed before!

At Number Research Inc., they are attempting to find and document all* available numbers.

numberresearch.xyz

Announcing CEL-expr-python: the Common Expression Language in Python, now open source Google is announcing the open source release of CEL-expr-python, a Python implementation of the Common Expression Language

Google’s CEL-expr-python: the Common Expression Language in Python, now open source

opensource.googleblog.com/2026/03/anno...

How to Kill the Code Review Human-written code died in 2025. Code reviews will die in 2026.

How to Kill the Code Review by Ankit Jain

Human-written code died in 2025. Code reviews will die in 2026.

www.latent.space/p/reviews-dead

A strong guy

Run long horizon tasks with Codex OpenAI Developer Blog

That loop matters because it gives the agent:

- Real feedback (errors, diffs, logs)
- Externalized state (repo, files, docs, worktrees, outputs)
- Steerability over time (you can course-correct based on outcomes)"

developers.openai.com/blog/run-lon...

Run long horizon tasks with Codex by Derrick Choi (OpenAI)

"In Codex, the loop is roughly:

1. Plan
2. Edit code
3. Run tools (tests/build/lint)
4. Observe results
5. Repair failures
6. Update docs/status
7. Repeat

This guide explains why and how to use it, and includes a faster Polar Express implementation alongside the official and original versions."

LLM Research Kit & Muon Optimizer Guide

"The Muon optimizer is replacing AdamW across the industry (DeepSeek, OpenAI, Meta, Moonshot AI). PyTorch 2.10 now includes an official implementation!

github.com/vukrosic/muo...