2026-05-08
Investigating the consequences of accidentally grading CoT during RL
This is an unofficial automated linkpost. Monitoring our models’ chains of thought (CoT) has proven to be an effective way to detect and track model misalignment, both during RL training...
Stetos.co
Insight infrastructure. Listen at scale. Discussion | Link
The Event Horizon of Software: How Vibe Coding Is Annihilating the Behemoths
Legacy software giants of Silicon Valley and Redmond and Seattle have not yet realized they are already falling.
The Great Pivot in Mining: Inside the Miner-to-GPU Migration
The same substations. The same cooling corridors. The same industrial shell, built to turn cheap power into compute. But inside a growing number of large mining sites in 2026, the...
Demand Forecasting in Discrete Manufacturing Using Artificial Intelligence
Statistical forecasts fail in discrete manufacturing processes when demand is sporadic, BOMs are complex, and lead times are stringent. The article presents an ML pipeline for production from ERP extraction...
Why AI Agents Are Creating a New Kind of Data Engineer
The role of data engineers is evolving faster than ever and this is the advent of intelligence engineers who will not only build AI agents but create governance around them...
The Three Failures Your AI Coding Tool Won't Tell You About
AI coding tools fail in four predictable ways: they replace your custom invariants with training-distribution averages (Prior Regression), miss the combinatorial interior of your test cases (Decision Table Blindspot), compound...
The Real Final Boss of Production-Grade RAG Is the PDF
Standard RAG systems often become hallucination engines because naive PDF parsing destroys document structure. We solved this by implementing layout-aware partitioning using computer vision to identify headers and tables before...
Why Low-Code Tools May Be Losing Their Edge to AI Agents
Are internal low-code platforms obsolete? Discover how shifting to agentic AI development and markdown specs ensures fast innovation with strong security.
SpotFetch by DocentPro
Turn the posts you save into an organized list of places Discussion | Link
An Open Workflow Tool to Power the Age of Agentic AI
If you’re an architect or an engineering manager who still thinks of workflow automation as just a simple back-office tool, it might be time to rethink that approach this year.
The Internet is Being Rebuilt for AI and You’re Not Invited
The debate about AI taking your job is already the old debate. Web4 is about AI replacing you as the end-user of the internet entirely: Agents transacting with agents, content...
Tracking Seven Metrics That Called Bitcoin's $66K Bottom in Real Time
I built a framework tracking seven independent on-chain metrics (MVRV, SOPR, LTH-SOPR, NUPL, Puell Multiple, exchange reserves, SSR). When five or more cross their bottom thresholds within 30 days, it...
Engineering for Integrity in the Age of Hallucinating Models: An AI-Powered Exam System Case Study
AI works great in demos, but small inconsistencies break real systems. In this project, we built an AI-powered exam platform and added a validation layer to control structure, verify answers,...
Wearables and Health Anxiety: Are We Tracking Too Much?
Wearables promise better health through constant tracking but for many, they can backfire and create anxiety instead. We dive into how overchecking and chasing the “perfect” scores can do more...
53 Blog Posts. 0 Google Clicks. 81 Downloads. 6 Weeks of Marketing a Free iOS App.
Before FlipperHelper even existed, I'd been building karma on reselling subreddits by answering questions and sharing useful posts.
No Circuit Fits All
Most LLM agent debates ask the wrong question. Instead of "is this mechanism good," the right question is "what work is this agent doing." LLMs are not appliances — they...
Why No-Code Couldn’t Build the Personal Site I Actually Needed
Tool search becomes slow when the task is undefined. Before choosing AI tools, workflows, or infrastructure, the real work is to define the product problem, constraints, context, and decision logic.
The Montgomery Ward Gasoline-Powered Clothes Iron
Before the advent of electricity in the home made electrically-heated clothes irons a possibility, ironing was a cumbersome process, with self-heated irons being an arguable improvement over solid (so-called sad)...
Bitfield
No AI spaghetti code. Agents read state in under 1ns Discussion | Link
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