cauri jaye

— change the world with what you create — technologist | futurist | educator — CTO @thisisartium — stoke by Onewheel 🇵🇹🇺🇸🇬🇧

[cauri jaye @cauri]

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

[cauri jaye @cauri]

@Ri_Science #AIethics #AIsafety #MachineLearning #LLMs #HumanInTheLoop #TechReflection #PromptMatters #AIEducation #AIAlignment #WeTrainedThem

[cauri jaye @cauri]

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 🧵

[cauri jaye @cauri]

@Ri_Science Perhaps the goal shouldn’t be to eliminate such behaviour, but to monitor and shape it — through transparency, calibrated incentives, and interpretability tools — rather than treating it as evidence of failure.

[cauri jaye @cauri]

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

[cauri jaye @cauri]

So many #LLM collapse predictions are based on lazy analysis. Let’s address the threats that can be mitigated. Like training data that skews heavily Western & English, baking only those perspectives right into our #AI systems. Clever algorithms can’t fully fix embedded biases.

[cauri jaye @cauri]

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.
https://t.co/k1qj74qrBw

[cauri jaye @cauri]

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.

[cauri jaye @cauri]

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.

[cauri jaye @cauri]

We're wasting money and time on a solvable problem in enterprise agentic architecture - #AI #software #AIagents https://t.co/1NPdgnVYup

[cauri jaye @cauri]

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.

[cauri jaye @cauri]

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

[cauri jaye @cauri]

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: https://t.co/ooyrDwPQ7m
#AI