Full time ML Engineer / Product Manager owning product solutions through deployment and scale | Part time F1 knucklehead
My opinions are grounded in Data!
Anthropic is now recommending that companies REMOVE unnecessary subagents from their AI systems.
This is a pretty significant shift in agent architecture, with their team finding that a single agent equipped with skills can frequently outperform complex multi-agent systems, and one customer seeing roughly 2x faster execution.
The emerging rules of thumb:
→ Skills: Teach the agent HOW to do something, including procedures, expertise, and instructions.
→ Tools / MCP: Give the agent the ability to DO things through APIs, actions, and live data.
→ Subagents: Use for parallel work, isolated context, or tasks a single agent struggles with.
The interesting part is progressive disclosure. Instead of spawning specialized agents or stuffing everything into a giant prompt, one agent discovers and loads skills and tools as needed.
Their advice is to fold existing subagents into the main loop, turn their instructions into skills, expose their actions as tools, and run evals to see if performance holds up.
As models have gotten smarter, improving agent architecture is becoming less about what you can add and more about what you can delete.
https://t.co/DNq60Skkmc
@deangelllo I agree with this- TTK is way too fast, the game from beta has massively been slowed down- it can easily do a bit better and raise that and even improve TTK (increase it please)
@ApollosMission Why is multi-player horrific ? I felt the game pacing a tad bit slower - which is kind making it feel like bf6, everything feels a bit clunky
Sam Altman (CEO of OpenAI):
"You no longer need to write prompts."
In just 38 minutes, he explains how to use ChatGPT at a level that most people can't even imagine.
It's a talk he gave to Stanford students. A friend sent me the recording last night.
After watching it, I realized I was only taking advantage of about 15% of what this tool can really do.
Watch it in full and then follow me for more such insightful content
@4k_isn Thats epic. App works good so far- but by default it opens in landscape, possible to open in vertical mode first and like if you go landscape the controls switch? But pretty stable? There is still some flicker when you pan left to right and the brightness can be handled...
Introducing VidUltra Android
> Dynamic Tone Mapping REVERSED ENGINEERED from iPhone 17 Pro Max
> Pipeline Level Gyro Stabilization
> Android's stock ISP and Video pipeline is completely bypassed
> Soft Cinematic "Creamy" video with zero Sharpening
> 14 log profiles
@4k_isn Thank you trying it out on samsung s25 Ultra. Can you make a better photo app for the galaxy series in general? Knowing the iphone, project indigo, lumo engine principles and combine and build a super camera app? Please