Shen Zhuoran @CMS_Flash
Code LLM pre-training/agent post-training @augmentcode. Ex-@GoogleAI Resident. Alum @HKUniversity. 💎 Terran @StarCraft II. cmsflash.github.io San Jose, CA, United States Joined February 2016-
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After 1.5 yrs, today will be my last day @augmentcode. It has been such a fulfilling journey: 1. In early 2024, I pre-trained a coding LLM to reach SOTA at 1B scale. 2. In mid 2024, I built long-context support in our in-house training and inference frameworks. 3. Late 2024 to…
The power of community!
"Both safe enough to last and beautiful enough to be worth lasting for." That's quite profound.
"Both safe enough to last and beautiful enough to be worth lasting for." That's quite profound.
Humans don't keep 1M tokens (500K words/2hr video) in the working memory all the time. Instead, we focus working memory on the most critical few tokens, then use long-term memory, external tools, and task segregation (sub-agents) to accomplish the tasks. This is why I'm very…
Humans don't keep 1M tokens (500K words/2hr video) in the working memory all the time. Instead, we focus working memory on the most critical few tokens, then use long-term memory, external tools, and task segregation (sub-agents) to accomplish the tasks. This is why I'm very…
Today's jumpscare in @TheRundownAI 😅.
try using Responses API with gpt-5:
Man it's crazy how BIG a difference it makes for GPT-5 just by switching from Completions API to Responses API. We're cooking @augmentcode.
Advanced users of @augmentcode have been hitting the 200K context limit quite a bit. We shipped features like context compression/summarization to help alleviate such issues and continue long threads. With 1M context, we will be able to have agents do hours of work in 1 thread.
Advanced users of @augmentcode have been hitting the 200K context limit quite a bit. We shipped features like context compression/summarization to help alleviate such issues and continue long threads. With 1M context, we will be able to have agents do hours of work in 1 thread.
LOL this is cool
Agents fail when they forget the past. That’s why we built Context Lineage — it gives agents access to your repo’s full commit history, so they stop repeating mistakes and start learning from prior work. Here’s how it works 🧵
Agents are truly powerful when they can do hours of work with 1 prompt. Tasklist is the way to structure hours of work with clarity so you only need to spend a few minutes checking in for the agents' hours of work.
Agents are truly powerful when they can do hours of work with 1 prompt. Tasklist is the way to structure hours of work with clarity so you only need to spend a few minutes checking in for the agents' hours of work.
That's a brilliant idea, especially as I've just finished Squid Games S1.
A simple AGI safety technique: AI’s thoughts are in plain English, just read them We know it works, with OK (not perfect) transparency! The risk is fragility: RL training, new architectures, etc threaten transparency Experts from many orgs agree we should try to preserve it:…
Liquid Glass take 1 was clearly an overstep. Needs to be dialed back maybe further.
Liquid Glass take 1 was clearly an overstep. Needs to be dialed back maybe further.
Claude Sonnet input TPS is ~4.4K, TPM is ~260K, so the cost is: - ~$0.80/min - ~$50/hr - ~$1.1K/d - ~$35K/mo - ~$400K/yr In reality it'll prolly wait for tool calls for 50% time, so $200K/yr. This is incredibly close to a junior eng's cost 😂.
Yeah I thought when we went flat in the mid-2010s, it was because people got used to digital interfaces and no longer need neumorphism as a learning hack. I'm sure much has changed since then but I'm not sure what change would have promoted this step backwards.
Yeah I thought when we went flat in the mid-2010s, it was because people got used to digital interfaces and no longer need neumorphism as a learning hack. I'm sure much has changed since then but I'm not sure what change would have promoted this step backwards.
🔥 A 4:1 in the finals and we have a winner! 🔥 Congratulations to #Maru for taking first place in Road to EWC StarCraft II at DreamHack Dallas 👏👏👏

Sathyaraj @Sathya_raj
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