We Stacked Abstractions Until Nobody Knew How the System Worked. That Was the Plan. A $500 million housing portfolio forced into liquidation because an algorithmic pricing model got too confident. A single, burnt-out, unpaid open-source maintainer in Germany nearly handing hackers the keys to the entire global internet. A friendly corporate chatbot transformed into a foul-mouthed, conspiracy-theorist neo-nazi in less than 24 hours. Entire generations of users digitally excommunicated—and a book title censored into "up Almanac"—by a naive text filter that couldn't grasp context.
These were not isolated glitches. They were the natural consequences of stacking layers of automation, algorithms, and code, hoping the abstractions would protect us from our own complexity. The failures were in the delegation, the feedback loops, and the blind trust we placed in machines because thinking was too expensive.
Fuckup Almanac Vol 2 is a documented, thoroughly researched autopsy of what happens when we let algorithms make decisions, automation run wild, and open-source foundations rot under the weight of global dependency. Sourced with rigour and told with sharp, cynical wit, it breaks down how the layers we built on top turned minor bugs into planetary-scale meltdowns.
What makes this different from every other book on algorithms and AI: 102 real-world cases — from biased machine learning models to open-source backdoors, from high-frequency flash crashes to automated censorship
1000+ verified, archived sources with a free public bibliography (no paper-wasting URL dumps)
38 concept explainers that make machine learning bias, dependency injection, and API rate-limiting readable without an engineering degree
One narrative voice — no sanitised corporate retrospectives, no marketing hype, no AI-first mythology
Written for four audiences: engineers who want to understand the systemic failure modes of the abstractions they use daily leaders who believe "AI will solve it" and need a reality check on algorithmic bias students who want to finally understand how systems scale without falling asleep and curious minds who want to know how our automated world actually runs under the hood. "For anyone wishing to understand the invisible, crumbling scaffolding of the software running our daily lives, Volume II delivers a vital lesson in technical humility" — Independent Book Review
Volume II of a four-volume investigation.
If you've ever wondered why the automated world keeps failing — this is where the answers actually are.
For all orders exceeding a value of 100USD shipping is offered for free.
Returns will be accepted for up to 10 days of Customer’s receipt or tracking number on unworn items. You, as a Customer, are obliged to inform us via email before you return the item.
Otherwise, standard shipping charges apply. Check out our delivery Terms & Conditions for more details.
Returns will be accepted for up to 10 days of Customer’s receipt or tracking number on unworn items. You, as a Customer, are obliged to inform us via email before you return the item, only in the case of:
– Received the wrong item.
– Item arrived not as expected (ie. damaged packaging).
– Item had defects.
– Over delivery time.
– The shipper does not allow the goods to be inspected before payment.
The returned product(s) must be in the original packaging, safety wrapped, undamaged and unworn. This means that the item(s) must be safely packed in a carton box for protection during transport, possibly the same carton used to ship to you as a customer.
Recently Viewed
Don't forget! The products that you viewed. Add it to cart now.
People Also Bought
Here’s some of our most similar products people are buying. Click to discover trending style.