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Compilation of AI Failures — Signal vs Narrative general
2026-03-27 21:10:21.825000

Free article for Arpeggio / LinkedIn


Thesis

We are not seeing a tooling gap. We are seeing a structural mismatch between probabilistic generation and load‑bearing systems.

Despite heavy investment, multiple independent signals point to the…

Fibo Party Crasher software-engineering
2026-03-22 00:00:00

I previously wrote a paper arguing that LLMs behave more like Type-3 (regular) machines than true reasoners. This challenge was, in part, a small experiment to test that claim against a familiar problem under unfamiliar constraints.

Zenodo author page:…

hero
Why I Benched My AI Agent general
2026-03-21 17:55:54.678000

Foreword

Well then, this is a story about the one time I allowed my AI agent to co-write a complex library, and what I learned from the experience.

The following post is my subjective experience, and part of the reason I published independent…

nbody
2-Body Problems and the Intelligence Illusion tech-labor
2026-03-18 00:00:00

Why Language Models Fail When Truth Is Co-Defined

Abstract

Most commentary on large language models still frames their limitations in terms of intelligence, hallucination, or benchmark performance. That framing is too coarse. The more…

ppt
The Ledge & The Sludge tech-labor
2026-03-18 00:00:00

Practical categories where AI still struggles

1. Ownership and lifecycle design

  • Deciding who owns a value, not just how to wrap it
  • Borrowing versus retention across module boundaries
  • Lifetime management across async work
  • Destruction as…

Archive

rfc8252 software-engineering
2026-03-17 00:00:00
# The In-App Browser Tax I mostly work in backend data pipelines. That is where I have the most fun. But every product eventually drags you into UX, and this one started with what sounded like a trivial problem. I posted a link. Someone cli…
The Wall software-engineering
2026-03-17 00:00:00
# The Problem That Is Still Hard Dario Amodei pushed harder than most, predicting in March 2025 that AI would soon be writing 90% of code and might eventually be writing essentially all of it.[1] That line sounds outrageous until you look a…
Number One AI Skill tech-labor
2026-03-13 00:00:00
# The #1 Skill to Learn in the Age of AI ## The New Abundance Artificial intelligence has changed the experience of building things. Tasks that once required days of work can now begin in minutes. A prototype can appear quickly. A system ca…
Finding Fidelity software-engineering
2026-03-09 00:00:00
# Finding Fidelity Where Software Engineering Moves in the Age of AI ## Preface I started rebuilding a lighter version of Hadoop because I wanted to see how much of the old machinery still mattered once you stripped away the bulk. If you…
The AI Productivity Trap general
2026-03-02 05:26:18.175000
# The AI Productivity Trap ## I. The Block Moment On February 26, 2026, Block announced a 40% workforce reduction, explicitly attributing the decision to AI-driven productivity gains. The stock surged 24% the same day. The narrative was cle…
The Mispriced AI Bet general
2026-03-01 20:04:27.263000
# The Mispriced AI Bet Arpeggio — Applied Engineering Notes There are two very different claims circulating right now. 1. AI makes engineers 10Ɨ more productive. 2. AI changes how engineers explore and search. Only one of these survives c…
CE & the Zombie SaaS tech-labor
2026-02-28 00:00:00
# Cognitive Easing & The Rise of Zombie SaaS There was a time when intelligence was scarce in the economic sense. If you wanted a marketing strategy, you hired a strategist. If you wanted distributed systems, you hired engineers. If you wan…
Agentic AI: Standing at the Precipice of Digital Telomere Decay general
2026-02-27 01:21:46.825000
# Agentic AI: Standing at the Precipice of Digital Telomere Decay ## Thesis Agentic AI is not merely a productivity tool. It represents the large-scale introduction of a probabilistic replication engine into technical ecosystems that were h…
Privacy Posture of the Frontier AI Labs general
2026-02-26 17:40:41.041000
# Privacy Posture of the Frontier AI Labs ## A Structural Comparison of OpenAI, Anthropic, and Google Debates about AI privacy often collapse into slogans. "X trains on your data." "Y is safer." "Z respects users." Those framings obscure th…
Waterfall revisited tech-labor
2026-02-24 00:00:00
# Waterfall Strikes Back ## Agentic Development as the Return of Big-Batch Software --- ## Abstract Agentic development promises autonomy, speed, and exponential leverage. In practice, many implementations resemble a familiar pattern: large…
Burning Code tech-labor
2026-02-23 00:00:00
# Coding Is ā€œSolvedā€? ## Why Formal Theory Explains Both the Productivity Boom and AI‑Driven Outages --- ## Abstract AI has dramatically increased engineering productivity in pattern‑heavy domains. At the same time, AI‑driven systems have t…
The Efficiency Illusion tech-labor
2026-02-11 00:00:00
# The 99% Illusion Claims that AI agents can build complex systems to ā€œ99% completionā€ deserve careful interpretation. The missing 1% is not evenly distributed work. It is not a handful of edge cases waiting to be patched. In real syste…
Repent The End Is Nigh general
2026-01-29 00:00:34
# Repent The End Is Nigh > repent (verb): to change one’s way of thinking after recognizing a flawed assumption. Tech as labor is not ā€œending tomorrow.ā€ It’s declining. Possibly halving in 10 years. Layoffs keep coming. Amazon is cuttin…
The Collapse of the Mechanical Tier general
2026-01-20 06:54:51
## The Collapse of the Mechanical Tier ### Why Tech’s Golden Age Was an Accident — and Why It Isn’t Coming Back For a brief and historically strange moment, technology enjoyed a privilege almost no other field has ever had. It wasn’t just h…
The Intelligence Inflation Loop general
2026-01-14 17:16:47
# The Intelligence Inflation Loop This is not a moral argument. It is a mechanical sequence. When intelligence is tokenized, priced per unit, and made abundant, the following dynamics follow a predictable trajectory. ### 1. Compression (Eup…
Moonshot: Designing a Pareto-Optimal Solar-Electric System moonshot
2026-01-02 00:00:00
Moonshot: Design Assumptions and Tradeoffs Moonshot is not an attempt to maximize any single metric. It is an attempt to reduce fragility. The system is shaped by a few constraints that aren’t obvious if you come from either traditional…
Tech employment is losing relevance general
2025-12-30 19:32:18
### Tech employment is losing relevance Tech employment has been bleeding for long enough that it no longer feels like a crisis. It feels like background conditions. Layoffs recur. Reorgs stack. Compensation bands flatten. Expectations rise…
When AI Reads Comics: A Panel-by-Panel Comparison Between Gemini, Claude, and ChatGPT art-c
2025-12-29 00:00:00
# šŸ“˜ When AI Reads Comics: A Panel-by-Panel Comparison Between Gemini, Claude, and ChatGPT ### …and Why I’m Still Using ChatGPT for Creative Work (For Now) By Alwyn Art-C Chronicles --- ## Introduction: Letting Three AIs Read One Com…
AI Doesn’t Need to Be Smart to Wreck Tech Careers tech-labor
2025-12-29 00:00:00
# AI Doesn’t Need to Be Smart to Wreck Tech Careers I still see posts claiming ā€œAI won’t replace developers, it makes dumb mistakes.ā€ Yes, it does. Think of the infamous Taco Bell ordering bot that spat out 18,000 drinks. MIT research als…
FSIQ vs. GAI in the Age of GPT — Rethinking Tech Hiring hiring
2025-12-29 00:00:00
# FSIQ vs. GAI in the Age of GPT — Rethinking Tech Hiring A memo for teams that want builders, not answer sheets. --- ## TL;DR GPT now produces canonical coding answers in \~30 seconds. If your loop measures recall under pressure, y…
The Renaissance Developer Inside AWS: A Closer Look aws
2025-12-29 00:00:00
# The Renaissance Developer Inside AWS: A Closer Look AWS has recently popularized the idea of a ā€œRenaissance developerā€ā€”a modern builder who moves fluidly across domains, draws connections between fields, and operates with the kind of inte…
Many in Tech Are About to Become Unemployable — And They Can’t Even Fix Their Own Sink agency
2025-12-29 00:00:00
# Many in Tech Are About to Become Unemployable — And They Can’t Even Fix Their Own Sink ... ## High Pay, Low Agency In the past, white-collar workers enjoyed both money and autonomy. A strong job market and steady demand for engineers mean…
Unwritten: The Pages You Sold For 30 Cents manifesto
2025-12-29 00:00:00
# Unwritten: The Pages You Sold For 30 Cents ### I. The Arithmetic of a Life Sold Short Do the math people don’t want to do. Forty hours a week at your ā€œcushyā€ job. Add fifteen more because ā€œwe’re counting on youā€ and reliability is…
On the Relative Cheapness of a Home That Is a Boat general
2025-12-25 13:22:18
# On the Relative Cheapness of a Home That Is a Boat (a formal argument) Warning: contains unnecessary amounts of set theory. --- ## Abstract We present a simple formal model showing that a home that is a boat (HB) is cheap. The res…
Starbucks: Turnaround or Tailspin? A Comprehensive Analysis general
2025-12-25 13:22:18
# Starbucks: Turnaround or Tailspin? A Comprehensive Analysis Introduction: Starbucks stands at a critical crossroads, navigating substantial financial distress, worsening labor relations, strategic ambiguity, and a challenging macroeco…
Starbucks at a Crossroads: Macro Headwinds vs. Micro Control general
2025-12-25 13:22:18
# Starbucks at a Crossroads: Macro Headwinds vs. Micro Control ## Macro vs. Micro Control When Brian Niccol turned Chipotle around after its salmonella outbreaks, he faced a problem of micro control. That crisis was solvable by changing v…
The Amazon Vet Way: The Hidden Cost of Overwork general
2025-12-25 13:22:18
## The Amazon Vet Way: The Hidden Cost of Overwork If I asked to borrow $100, you’d probably hesitate. You might ask when I’ll pay it back. But if your employer borrows ten hours of your life every week, you don’t flinch — because in bi…
Sail Away general
2025-12-25 13:22:18
# Sail Away ### By Alwyn (Draft for RTC-zined) --- ## I. Introduction: From Golden Ticket to Golden Cage For years, the H-1B visa program was portrayed as a golden ticket into the heart of the American dream. The story was simple: come to t…