Cookin' something up for @kbgardens x @bot.farms ✨️

#solarpunk #cyberpunk #solar #scifi #art #artwork #MastoArt #artistsonmastodon #lineart #lines #linework #robot #technology #nature #synergy #Arcane #Cluster #arcanecluster

Following up a sci-fi movie classical soundtrack with a sci-fi movie electronic score: The Jupiter Menace by Synergy (Larry Fast) on Passport records #vinyl #electronicmusic #soundtrack #movie #lp #synergy #analog #synths

I"m a sucker for cinematic analog synth brass and strings...

P2: #dailyreport #conferences #synergy #learning #llm #agents
flexible biological programs may be.

In the self-driving car 🚗 speech, I noted an interesting
fact: agents have “prediction” to imagine the near
future before the reasoning step.

RL learns by trial and error with rewards, Imitational
Learning learns by copying experts, often used to "warm
start" RL, but sometimes combined for better
performance. This is simular to how LLM trained first by
self-supervised learning to predict next token and then
by RLHF.

Interesting DevEx practice 👨‍💻 shifts focus from
measuring development output to how the developer feels:
- Cognitive load – lower is better
- Flow state – higher is better
- Feedback loops – earlier is better

One speaker sees the AI future in: 🚀
- Edge computing
- AI assistants-coworkers
- Evolutionary, adaptive applications

P1: #dailyreport #conferences #synergy #learning #llm #agents
#reasoning
I was at the biggest party-conference for IT in Moscow. 🤖

The AIRI Institute head mentioned a very interesting
idea: that LLM reasoning is a form of task
decomposition. It explains why LLMs require additional
enforcement.
I think reasoning is not one process but three:
1) Chaotic search in memory
2) Decomposition heuristic that includes 1. as a substep
3) Logic-checking heuristic

AIRI suggests ways to increase AI agent robustness:
1) Full monitoring (with recording current state in plan)
2) Replanning: add rules to avoid doing something bad,
fallback strategies

The most challenging topic is to make the AI agent
improve its own code.

There was a demonstration of how biological embryonic
cells ꙮ act as small soldiers able to adapt, and how