Algorithm Integrity

latest update 14October 22:45 MST

(all dates 2023, click above link to jump to latest entry)


Jan28
2023 marks the beginning of the second year of our focus on the topic of Algorithm Integrity.  We consider Algorithm Integrity (AI) to be the most important figure of merit for any algorithm or system of algorithms and seek ways to definitively differentiate good algorithms from bad - beneficial or harmful to humans.  In 2022, we set forth our definition of an Algorithm, and wrote about many examples.  We considered the question of whether any algorithmic system can ever truly reason like a human being, and concluded, as did one of our featured human talents (Federico Faggin, inventor of the microprocessor), that NO, no man-made machine will ever be able to reason beyond the algorithm(s) built into them. 

We stand by this conclusion, even in the face of the latest developments in the field of AI (in this case "Artificial Intelligence"), dubbed by the first commentators to dig into it and write about it, as Generative Artificial Intelligence.  The pioneer in this field is the private, eight year old company OpenAI, which introduced their latest product ChatGPT last fall.  They call their technology AGI (Artificial Generative Intelligence).  ChatGBT is an assembly of algorithms designed to convert input prompts to output results (called "completions" in their vernacular), based on "models" they have developed for both textual, and graphical interfaces.  The first example they describe has the user input the prompt "Write a tagline for an ice cream shop", which OpenAI converts to "We serve up smiles with every scoop".  The astonishing thing is that they have evolved the algorithms already to the point whereby they are far more general purpose than other natural language processors (NLPs), and can be applied to "virtually any task including content or code generation, summarization, expansion, conversation, creative writing, style transfer, and more."

In the short time in which OpenAI has made their technology available to the public, experimenters have applied their technolgy to medical and legal challenges and in both cases, reportedly passed the exams doctors and lawyers are required to pass to become certified in their respective fields.  These are tests that take years of human study to master, while OpenAI was able to absorb and apply this knowledge base with sufficient accuracy to pass the same tests within hours or a few days of training on the extensive medical and legal literature comprising each field.  They have attracted a gigantic investment commitment from Microsoft ($10 Billion), who intend to integrate the technology into their entire product line, and raised the concern of Google to such an extent, that Google has reportedly issued internal memos to their top engineers calling it an existential threat to their search engine business. 

We can think of many serious concerns about how AGI can be abused and misused for nefarious ends.  It is laudable that OpenAI prominently features their mission statement on their website which seeks to guide their "highly autonomous systems that outperform humans at most economically valuable work - to benefits all of humanity."  However, we also have many recent examples where human programmers are involved in designing algorithmic systems that have come to ruinous, very costly outcomes.  In the world of  blockchain and crypto currencies (which we  examined in detail last year),  it  became crystal clear that only proof-of-work projects had any hope of forestalling human corruptibility.

Sep28
Some of the elite are so dominating in the fields they have entered that their resources are almost unlimited.  Certainly Elon would be a prime example.  Unfortunately, deployment of those unlimited resources becomes the end in itself, their chief motivation - even if they profess otherwise.  In reality, they can't help it - the shear size of the assets they command demands their constant attention every waking moment. 

This situation poses enormous dangers for the rest of us, especially now when every aspect of legacy government oversight in almost every nation state around the world has been corrupted.  We find that a majority of politicians in western style democratic legislatures, despite entering office with the most idealistic intentions, are drawn into the power money game and wind up prioritizing it over everything else because it is so lucrative for each one of them personally. 

But there is reason for hope because we are finally seeing evidence of populism effectively led, that is finding ways to push back and stymie the efforts of the corrupt to keep the people-financed government money machine just rolling along to the precipice...  the precipice which, when finally plummeted off, brings widespread death and destruction, total loss of personal liberty, and looks like Biblical eternal damnation.   The hope I am seeing is that the parlous slim majority in the US House of Representatives is finally gaining enough traction to shut down the US government at midnight September 30th.  This WILL occur unless agreements on very substantial budget cutting measures are reached and ratified by all three US Government branches.  The best evidence of this are the panicked talking heads on every mainstream media outlet screaming fear mongering images of disaster if the government is not financed for even 5 minutes.  It's all a made-up scam created by those very elites and their millions of blindly following minions.  The very best thing that could happen, many MAGA Americans know for sure, is that the government be forced to a halt until a real fiscally sound solution is agreed upon.  This could take days, weeks, or even a month or more.  It will gore many "sacred cows", and hopefully lead to defunding corrupt government departments across the board.  Pray that those who are leading this fight have the strength to stick to their guns, not be diverted by shiny but irrelevant objects, and do what has needed to be done now for decades in the United States.  The next days and weeks in this fight are going to be VERY interesting. 

Oct14
A few weeks, later we find that McCarthy pushed through a 45-day CR (Continuing Resolution), causing Matt Gaetz, Congressman from Florida, to make good on his threat to exercised the "single vote to vacate" rule.  Gaetz and 7 others forced McCarthy out of the office of Speaker of the US House of Representatives.  In the most recent week leading up to today, Saturday the 14th, 4 days of back room negotiations have taken place in the Republican caucus, the caucus having the majority in the House, and thus the right to elect the Speaker.  So far, no candidate has gathered enough votes to be elected.  Also in the interim, a horrendous attack by Hamas out of Gaza in Israel on October 7th, added another war zone onto the world stage, temporarily pushing Ukraine into the background, and provoking loud war mongering from the Uniparty to attempt another CR, using it as an excuse to NOT prepare a budget according to long-standing rules.  As long as the House leadership process remains unresolved, nobody in the rest of congress (the Democrats in the House, and all members of the Senate), are doing anything to address the urgency to pass a budget, or take any other actions for border security, or defunding rogue Justice department political persecutions, defunding social justice corruption of education and military, etc, etc, etc. 

We expect that this coming week on Tuesday, October 17th, the House leadership race will come out into the open session where votes will be recorded.  This will force those who haven't been willing to take a stand, to finally come public and disclose their position by their vote for Speaker.  Because the Republican caucus must find a majority within their caucus in order to prevent democrats from having a say, it is likely that Republicans will coalesce around one candidate this coming week.  Right now, that candidate looks to be Ohio Congressman Jim Jordan, head of the Judiciary committee under McCarthy's speakership.  He has President Trump's endorsement, Matt Gaetz's endorsement, and others are finally stating their support publicly.  MAGA hopes whoever becomes the Speaker will have what it takes to lead the Republicans to successfully slow, and reverse where possible, the horrible democrat policies of the Biden administration.  We know we won't get everything we want, but are certain that without strong leadership we won't be able to stop any of the bad policies.  Barely thirty days remain on the current CR and the pressures to just carry on and do another one next month are immense.  The issue of another government shutdown looms ever closer and will be used by the Uniparty as another excuse to avoid desperately needed budget discipline.