John Kitonyo (@kitonyo_john) header
John Kitonyo (@kitonyo_john) profile picture

AI Agents. Systems Design. Truth, Happiness, Politics & History. Open to collabs.

Boston, MA
Joined December 2015
Photo by John Kitonyo (@kitonyo_john)Photo by John Kitonyo (@kitonyo_john)Photo by John Kitonyo (@kitonyo_john)Photo by John Kitonyo (@kitonyo_john)Photo by John Kitonyo (@kitonyo_john)Photo by John Kitonyo (@kitonyo_john)Photo by John Kitonyo (@kitonyo_john)Photo by John Kitonyo (@kitonyo_john)Photo by John Kitonyo (@kitonyo_john)
Kenya doesn’t lack ideas — it lacks design. We are extremely good planners, terrible implementors and definitely bad designers Counties were a brilliant start, but we never gave them power. Fiscal autonomy could turn devolution into real growth — where each county earns, builds, and competes. Here’s how. 👇
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Ladies and gentlemen, this is why you can't use the water in Lake Victoria or touch River Nile or build a dam. Best thing now is to give Tigray what they need and listen to their demands.
Ethiopia: The U.S. Embassy in Addis Ababa is aware of reports that Tigray Defense Forces have taken control of the airports in Mekelle, Axum, and Shire. Ethiopian Airlines has suspended flights to and from the three airports. The Embassy has no information on when flights will resume. U.S. citizens are advised not to travel to the Tigray or Afar regions for any reason. U.S. citizens in Tigray and Afar are advised to shelter in place until it is safe to leave, monitor local media for updates, and stay in touch with the airline for notifications on operations. More at: et.usembassy.gov/security-al…
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John Kitonyo retweeted
The loudest voices stoking fears about AI dangers have made tremendous headway in the past two weeks. AI technology has not taken some unexpected, dangerous turn, but the hype around it — propelled by what appears to be a well orchestrated PR campaign — has drummed up considerable fear. I worry that it represents a setback for our field. I have written frequently that fears of AI are overhyped. AI’s capabilities can be uncannily human-like and unpredictable, and it’s rational to worry when people who are directly involved express concerns. But I see the problems as a sign of the engineering work that ahead, rather than insurmountable barriers or the sky falling. AI technology continues to advance — which is a good thing! — but technical advances, poorly understood by the public, give those who seek to generate hype repeated opportunities to do so. First, I don’t see any step up in the risk of human extinction from AI compared to a few months ago. The theories about this remain the same fantastical, science fiction scenarios as a few months ago. The biggest change in AI risk is its cybersecurity capabilities — a topic which we should take seriously — but this, too, will not lead to the end of the world. The most notable recent event leading to increased fear was when an OpenAI team deployed an agent swarm that hacked into Hugging Face. Much of the popular press contained significant hype. For example, some publications reported that a swarm of 1,200 agents carried out the attack. While this was technically accurate, as I write this, I have about 1,300 processes running on my laptop. Yes, the ability to get large swarms of agents to work in parallel on a task is a significant technical advance, And, in computing, many processes run at the same time. So this shouldn’t be seen as some magical capability. Additionally, OpenAI’s buggy sandboxing and monitoring processes were key to enabling this incident. Fixing these bugs and putting in place improved monitoring would be appropriate fixes, not pausing AI. There are many well known ways to attack software systems. The main advantage of AI agents is that they are relentless. They will tirelessly try many tactics — and have the patience to chain vulnerabilities together — that previously would have taken an infeasible amount of human effort. But in the long term, I believe the advantage will lie with defenders (because they have more information with which to identify bugs, which they can fix), but the cyber-threat landscape has changed significantly. There are still bottlenecks to identifying and exploiting a vulnerability. AI agents still have to try a lot of things to see what works, and taking these actions takes time and might be detected by defenders. This is why, even though it is now easy to obtain versions of leading open weight models that have had their guardrails removed or weakened, so they will not refuse to try to execute cyber attacks, the world has not ended. I am also concerned about the anthropomorphization of AI in a lot of reporting, where LLMs and agents are unnecessarily treated as if they were people. If I wield a hammer, miss a nail, and accidentally dent the wall, it’s not the fault of the hammer. The problem lies in how I used the hammer. Similarly, if I prompt an agent and it hacks into someone else’s system, the responsibility lies with me, not the agent. Of course, we want to build systems that are as safe and predictable as possible. (For example, an unsafe hammer would be one whose head randomly flies off under normal use.) Today’s agentic systems are not predictable, but I see no reason why, by applying sound engineering practices, we won’t be able to make them extremely safe to use. One new element in the forecasts of AI-enabled doom is AI companies disclaiming responsibility for their own products. “I didn’t do it; my out-of-control agent did!” There’s a balance to be struck between the responsibility of the tool maker and the tool user, but when something goes wrong, let’s hold the people building and/or using the hammer responsible, rather than the hammer. (By the way, if you’re worried about AI bioweapon risk, David Bellamy has a great post on why this, too, is overhyped. Briefly, the bottleneck in building a bioweapon is not intelligence, but lab work and manufacturing.) Pausing AI progress will create much more harm than benefit. First, our adversaries will certainly not slow down. Second, engineering requires discovering problems empirically so we can fix them. If we pause AI by a decade, we will also delay finding and implementing safety engineering fixes by about the same duration. Of course, the incentive to stoke fears — for regulatory capture, to garner attention, or to make one’s technology seem more powerful — remains the same as before. Disclaiming responsibility is a new one. Taking a hard technical look at the actual risks however, I see little factual basis for the degree of fear that’s been stoked up. We still have hard research and engineering work ahead to improve AI safety, but the beneficial applications continue to vastly outweigh the risks, and we should keep building. [Original text (with links): deeplearning.ai/the-batch/is… ]
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The agenda is return to constitutionalism, rule of law and meritocracy.
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It's Sifuna or nothing - hao wengine wote they have dined with our killers!
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Kenyans deserve justice that is transparent, reasoned, and accountable. Today, I have petitioned the Judicial Service Commission @jsckenya to investigate three Court of Appeal judges who suspended High Court orders blocking the Kenya-US Health Cooperation Framework, but withheld their reasons for doing so until October 2026. My concern is not that they ruled against me. It is that an immediately enforceable decision was issued without reasons, effectively frustrating a timely appeal to the @THE_SCOK and denying Kenyans meaningful access to justice. Judicial independence must be protected. But independence and accountability must go hand in hand. No institution is above the Constitution. THE HUMBLE PETITION OF OKIYA OMTATAH OKOITI LINK> acrobat.adobe.com/id/urn:aai…
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John Kitonyo retweeted
Edwin Sifuna is now leading. People’s president
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Childhood was bliss!
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Did you know there is nothing that stops your MP from impeaching Ruto? There is nothing that stops them from reducing tax on fuel and housing levy to zero. Nothing except we elected pumpkins! If you asked me they should be the first to go!
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John Kitonyo retweeted
Yann LeCun was right the entire time. And generative AI might be a dead end. For the last three years, the entire industry has been obsessed with building bigger LLMs. Trillions of parameters. Billions in compute. The theory was simple: if you make the model big enough, it will eventually understand how the world works. Yann LeCun said that was stupid. He argued that generative AI is fundamentally inefficient. When an AI predicts the next word, or generates the next pixel, it wastes massive amounts of compute on surface-level details. It memorizes patterns instead of learning the actual physics of reality. He proposed a different path: JEPA (Joint-Embedding Predictive Architecture). Instead of forcing the AI to paint the world pixel by pixel, JEPA forces it to predict abstract concepts. It predicts what happens next in a compressed "thought space." But for years, JEPA had a fatal flaw. It suffered from "representation collapse." Because the AI was allowed to simplify reality, it would cheat. It would simplify everything so much that a dog, a car, and a human all looked identical. It learned nothing. To fix it, engineers had to use insanely complex hacks, frozen encoders, and massive compute overheads. Until today. Researchers just dropped a paper called "LeWorldModel" (LeWM). They completely solved the collapse problem. They replaced the complex engineering hacks with a single, elegant mathematical regularizer. It forces the AI's internal "thoughts" into a perfect Gaussian distribution. The AI can no longer cheat. It is forced to understand the physical structure of reality to make its predictions. The results completely rewrite the economics of AI. LeWM didn't need a massive, centralized supercomputer. It has just 15 million parameters. It trains on a single, standard GPU in a few hours. Yet it plans 48x faster than massive foundation world models. It intrinsically understands physics. It instantly detects impossible events. We spent billions trying to force massive server farms to memorize the internet. Now, a tiny model running locally on a single graphics card is actually learning how the real world works.
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Now he is suddenly clever!
Bold, visionary, clear minded and intelligent. Let's join the President H.E William Ruto tomorrow across all major stations and understand where the country is headed from the "Driver's seat". We are African and Africa is our Business..
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After 8½ years of advocacy & litigation I recovered the 843 acres (341.2 HA) piece of government land in Busia County from fraudsters who had stolen it and I restored it to the public. ... {Nasewa Land, a thread}
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The Central Bank of Kenya (CBK) has officially backed our petition on ODIOUS DEBT. In court filings, CBK affirms that the petition raises substantial constitutional questions on illegal borrowing, debt mismanagement and public finance abuse. They support the empanelment of a multi-judge bench under Article 165(4). A monumental step in the fight for justice, accountability and economic liberation for Kenyans; now and in future. Aluta continua! #KenyaHainaDeni
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No more illegal wars. Introduce a Prevention of Military Intervention Act and put human rights at the heart of foreign policy. Review all UK arms sales and make us a force for international peace and justice.
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John Kitonyo retweeted
Mnaona vile foreigners are being treated abroad? Whole natives are running for bomb shelters. Foreigners wanaambiwa wajipange. This is why building home is better than sending Kenyans to work abroad and praising yourself for it ati 'kazi majuu'
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John Kitonyo retweeted
Remember when we learned that our wealthiest and most powerful people were connected to a guy who ran a literal child sex trafficking ring? And then that guy died mysteriously in a jail? And now we just don't talk about it.
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John Kitonyo retweeted
WANTAM is not an endorsement of the Riggy G camp. It’s Wantam for Ruto, NOTAM for Riggy G. We refuse to replace one failure with another wearing a different badge. We want competent, visionary, accountable leaders with integrity, ideas, and a real plan for the country!
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John Kitonyo retweeted
Instead of watching a 3-hour movie, watch this masterclass on AI instead
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John Kitonyo retweeted
I have an unpopular opinion. Politics aside, won’t it be a gain if each county had an alliance and Mangu? That way it’s a win for local pupils and parents! They don’t have to travel from far flung areas to attend good schools have excelled in their KCPE.
All the national schools across the Country were not built using CDF Money, I am surprised Kenol bloggers are saying so. Btw CDF came just the other day. It's about the inequalities we have had since independence.
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