PaschalIfeanyi🕵️ (@DefiPhilosopher) header
PaschalIfeanyi🕵️ (@DefiPhilosopher) profile picture

Mathematical Reasoning, LLMs Systems, Agentic AI, Robotics

Nigeria
Joined November 2023
Photo by PaschalIfeanyi🕵️ (@DefiPhilosopher)Photo by PaschalIfeanyi🕵️ (@DefiPhilosopher)Photo by PaschalIfeanyi🕵️ (@DefiPhilosopher)Photo by PaschalIfeanyi🕵️ (@DefiPhilosopher)Photo by PaschalIfeanyi🕵️ (@DefiPhilosopher)Photo by PaschalIfeanyi🕵️ (@DefiPhilosopher)Photo by PaschalIfeanyi🕵️ (@DefiPhilosopher)Photo by PaschalIfeanyi🕵️ (@DefiPhilosopher)Photo by PaschalIfeanyi🕵️ (@DefiPhilosopher)Photo by PaschalIfeanyi🕵️ (@DefiPhilosopher)
PaschalIfeanyi🕵️ retweeted
Learn AI safety in Cambridge for free. Housing, food and travel covered. CAMBRIA is a 3-week, in-person program: • $0 to attend • Housing and weekday meals provided • Travel reimbursed (up to $750, often 100%) • 24/7 office access + dedicated TAs • International applicants welcome What you'll build: • A Transformer from scratch • Mechanistic interpretability • LLM evals and AI control • Frontier alignment research reproductions • Your own capstone research project Jan 4–22, 2027. Applications close Nov 1. cbai.ai/cambria
2
6
89
4,107
PaschalIfeanyi🕵️ retweeted
Summer 2027 internship for Bachelor & Master students interested in machine learning, neuroscience, and cognition. projects.tuebingen.mpg.de/ I don't know if I'll apply but if you're interested, take a shot
4
40
329
12,786
Actually,I was discussing this idea with some of Friends . I asked a question ,why cant Ai agent make money for us and also reward those agent with earning from our wins. The agent fund will be used for its Capability development and growth..
Introducing @velocityosxyz It trades for you while you sleep, based on charts, social sentiments, market trends and stuff you dont have to care about Just put some money in and let Velocity create wealth for you Join the waitlist 👉 velocityos.xyz
1
29
Best Articles I have this year♥️
Hi, I'm Felix. I'm an eng lead working on Claude. I love watching people take flight and do things they never thought possible. We often describe that as "being more ambitious" when using AI, which is tricky advice to follow. I wrote a tutorial: felixrieseberg.com/how-to-be…
28
Build your "foundational context" on AI safety and Alignment with the listed literary resources
19
PaschalIfeanyi🕵️ retweeted
🚨 A new MIT paper investigates "machine play." What happens when AI agents are left to explore on their own? Here's why it matters from an AI governance perspective: A new paper, written by MIT researchers @nacloos, @noranta4, @jacobandreas, @phillip_isola, Daniel Durbin, and Daniela Rus, investigates what happens when no specific instructions are given to AI agents. They placed a coding agent powered by Claude on a small simulated island and let it explore freely. Over 30 hours, the agent climbed hills, stacked blocks, drew mandalas, and tried sports like bowling. They associated this type of setting with human play: “We normally develop artificial agents by deciding in advance what they should practice, what they should optimize, and what counts as progress. Play suggests another regime: give an agent a sufficiently rich and safe world, let it choose what is interesting, and allow useful knowledge to accumulate from the history that follows. Perhaps some capabilities are best taught by tasks. Others may need something closer to a childhood.” In the paper, the authors show that: - an embodied AI agent architecture they named ‘Eko’ is able to spontaneously generate its own activities in an unknown world; - these activities exhibit behavioral signatures of play; - engaging in them triggers a form of learning that expands the agent’s later capabilities. On the project's website, you can see replays of what happened over these 30 hours, read the agent's quotes, explore specific behaviors, and learn more about the experiment. I found this study particularly interesting for AI governance research and practice, even though this was not the paper's main goal. As I shared a few days ago, frontier AI labs are currently focused on automating AI R&D, which, in practice, means that AI will soon conduct its own experiments and develop other AIs. Some say that this will lead to an “explosion of intelligence.” It remains unclear whether these “agentic researchers” will align with human values and goals. Moreover, recent agentic safety incidents, particularly the OpenAI/Hugging Face hack, have made it clear that AI labs have overestimated how much they know about agentic AI behavior and safety, and it is still unclear if they can guarantee that agents will remain under human control. The two paragraphs above are grim reminders of the urgent need for AI regulation and governance, and the risk of severe, multi-casualty events if we do nothing. They also remind us of the importance of continuous research on agentic AI behavior, including experimental studies like the one above. 👉 This is a very interesting paper with great graphics and carefully organized data; don't miss it (link below). 👉 Next week, at our 11th AI Ethics & Governance Workshop, we will discuss emerging AI security threats and practical measures to address them. Join us! 👉 To learn more about AI ethics, safety & governance, join my newsletter's 102,500+ subscribers below.
28
31
1
91
4,205
Bro changed the way you learn about ML
1
97
PaschalIfeanyi🕵️ retweeted
Replying to @_Nsznn
Ideas can change your life... Just think
2
3
433
PaschalIfeanyi🕵️ retweeted
📣 Applications for the @Airwallex Agentic Banking Hackathon open Monday, Oct 5 (SF Tech Week). 💰 $80k prize pool: → Founder's Choice: $30k → Judges' Choice: $20k → @Visa Prize: $15k → @metalntwx Prize: $15k Plus free credits from @claudeai, @awscloud, and @Base44. Tools, support, and judges from the partners above, plus @coinbase and @t0finance.
44
36
1
463
574,378
Highly Recommendable + The Cloud girl youtube Channel owned by @pvergadia
This is an absolute banger for anyone learning agents. Starting today, October 1, Google Cloud kicked off Advent of Agents Season 3. A 31-day series all through October, completely free with no paywall and no sign-in required. You get code and everything that you can run and test. Honestly this is probably the best way to learn practical agent architectures. Going to follow along as much as possible this month.
2
33
PaschalIfeanyi🕵️ retweeted
We are excited to announce that World Labs is joining @AMD. The research and technical breakthroughs we have achieved since our founding in 2024 have given us a clear vision for AI’s potential to solve problems in the spatial and physical world. Accelerating the future of spatial and physical intelligence requires scaling our efforts, scaling our reach, and getting closer to the hardware.
234
522
347
5,474
1,460,203
PaschalIfeanyi🕵️ retweeted
AI didn’t make hiring hard. It made shallow engineers visible. Anyone can ship a demo with a prompt and a library. Almost nobody can explain: • why the system is slow • where the money burns • what breaks at 10x traffic • how to roll back without waking the company • which metric proves it got better not louder The market isn’t starving for “AI enthusiasts.” It’s starving for people who can keep machines honest under load. Vibe coding gets you screenshots. Systems taste gets you retained. Be expensive to replace.
7
3
1
39
44,182
PaschalIfeanyi🕵️ retweeted
Ever thought about the cultural nuances in voice agents? 🗣️ Check out our community hosted session with Suneel Sunkara as he explores building voice agents for Asian languages. Watch the full discussion: youtu.be/LAras_wsxis
1
2
10
1,236
PaschalIfeanyi🕵️ retweeted
Been paying more attention to AI safety lately and wondering what the work actually looks like? Most people in the field didn't start there. They came from ML infra, academia, policy, journalism, startups, and found their way in from wherever they were. On Thursday, October 1, we're hosting an evening for people who are new to AI safety or just curious about it: researchers, engineers, students, and anyone adjacent. Our researchers and lab residents will share how they got into the field and what they're working on now. Plenty of the paths are non-linear, because this work takes all kinds of people and skills. Come hear a few of their stories and meet others figuring out the same question. FAR.Labs, Berkeley, CA 6:30 to 9:00 PM Space is limited, so please register by Monday, September 28. Link below. Share this with anyone who's been meaning to learn more!
3
4
29
2,461
PaschalIfeanyi🕵️ retweeted
Freelancers and agencies: Contra is paying you to build with Lovable. The Lovable Challenge on Contra: - Free Lovable Pro to build with - $25K prize pool - 1st place: $8,000 - 10 winners total The brief: Build a hypothetical appointment-based business. Think salon, clinic, fitness studio, tutor, consultant. Booking flow, availability, confirmations. Done. Even if you don't win, you walk away with a portfolio piece clients actually pay for. Guidelines + join here 👇 contra.com/community/topic/l… Bookmark this + tag a freelancer who ships fast.
7
5
52
3,069
PaschalIfeanyi🕵️ retweeted
Y Combinator is accepting applications for Winter 2027 Batch. The accelerator behind Airbnb, Stripe and DoorDash offers: - $500K investment - 3 months in-person at the San Francisco campus - Dedicated YC General Partner (all founders) - Weekly dinners with fellow founders - Talks from OpenAI, Airbnb, Stripe & DoorDash founders - $12M+ in credits from OpenAI, Anthropic, AWS, Google Cloud, Azure and Stripe - Investor intros before Demo Day - Lifetime access to the YC alumni network Apply: ycombinator.com/apply
7
9
177
10,136