— change the world with what you create — technologist | futurist | educator — CTO @thisisartium — stoke by Onewheel 🇵🇹🇺🇸🇬🇧
UK, US, Portugal
Joined July 2007
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sto·chas·tic
(adjective technical)
randomly determined; having a random probability distribution or pattern that may be analyzed statistically but may not be predicted precisely.
#LLMs #HumanInTheLoop #TechReflection #AIEducation #ArtificialIntelligence #FutureOfAI
Last week’s Instagram post by @ri_science featuring Geoffrey Hinton’s lecture titled ‘Frontier Models: Capable of In-context Scheming?’ attracted a mix of responses. I now add mine.
A thread 🧵
5 yrs ago Lidar sensors were €57k, now under €950. Edge computing — processing directly on a device, not on distant servers — runs on just 11 watts, less than an LED bulb. Open-source tools now give small teams capabilities that once required massive departments #AIEconomics
We built a system with about fifteen agents. Individually strong. Together brilliant… and broken. A thread 🧵
They loop. Repeat tasks. Skip steps. Burn tokens like we have cash to spare.
The issue isn’t hallucination. It isn’t prompt failure. It's awareness failure.
Each agent needs to know:
- What’s already been done?
- What matters now?
- What still needs doing?
So stop micromanaging.
Instead, give each agent tools to manage their agency and fix their own problems.
Not more storage.
Better context delivery.
This isn’t about building one big “memory system.”
It’s about coordinating cognition in a distributed architecture.
I show you how we did it (failures included) over on substack.
caurijaye.substack.com/p/the…
We're wasting money and time on a solvable problem in enterprise agentic architecture - #AI #software #AIagents open.substack.com/pub/caurij…
Too many doom-mongering pieces on model collapse, which happens when #AI learns from AI-generated content, errors compound until it’s all garbage, but these articles identify the problem, slap a scary headline on it, and call it a day. Excellent clickbait but rubbish analysis.
When various #AI & humans communicate, we can use what we learn from each other ethically or not. This collaborative & mutually beneficial interaction turns Artificial Intelligence into Augmented Intelligence
#ArtificialIntelligence #FutureOfAI #AItrends #AgenticWeb
Consider that AI doesn’t make assumptions about your identity like humans can, boxing you in. You may even do it to yourself, though you embody a constantly shifting collection of possibilities, not a fixed set of characteristics.
Read more: medium.com/@cauri/the-identi…
#AI
