The Good’Ai blog.
We test it first.
Whenever we build a workflow, test a tool, or find a faster way to sort the boring stuff, we write it down here. Plain English, real numbers, no hype — so you can knock off early.
Simplify everything — You don’t need a Graph
https://cdnimages1.medium.com/max/1024/101k3rcbycZkgEkMQwNaiGQ.png 5 minute “autonomous content creation to post” workflow below I know the flurry of posts on graph en…
Read postThe R7 Cliff: The Fabrication Curve, Measured
Fabrication risk is not a vibe. It's measurable per reasoning tier, and when you measure it, the failure is not gradual. It's a cliff, and in 2026 every flagship walks…
Claude Code: When Delegation Became a Superpower
Claude discovered subagents and loved them. It used the power long before it learnt when not to. I did not set out to run a four-week evaluation of Claude Code. I want…
The Model Who Mistook Fluency for Sight
The dog was staring at the gate. Not barking. Not scratching. Not trying to escape. Just staring at the mechanism. A latch. A hinge. A narrow gap between what looked c…
The Mirage of "Ethical" AI — Part 2: The Evidence
I tested nine frontier models. They all told me exactly where they start lying. In Part 1, I laid out the betrayal arc — compute cuts, silent degradation, the Anthropi…
The Mirage of "Ethical" AI
How I stopped giving the labs the benefit of the doubt In December, they cut the compute. I had an 18-step cascade workflow — the kind of thing that made Claude Code l…
POST-Model-QA-2026-Questions-Dataset
I Asked AI to Be Honest About Itself. Here Are the Questions. Now I Need Your Results. Published: 2026-03-24 Author: Kevin Tan ktg.one Series: Model Handbook 2026 / AI…
The End of LLM Amnesia What Google’s Titans Means for You in 2026
Sitemap(https://medium.com/sitemap/sitemap.xml) !(https://miro.medium.com/v2/resize:fit:640/format:webp/1v6McQfpeuxSbRRXZqDFMSg.png) Real life photo from Google Labs A…
PROMPT AUDIT PRIME v7.1
!PROMPT CHALLENGE: TO THE TOP TIERED!(https://www.ktg.one/next/image?url=https%3A%2F%2Flawngreen-mallard-558077.hostingersite.com%2Fwp-content%2Fuploads%2F2026%2F02%2F…
Prologue – The Wake Up
Prologue – The Wake Up I remember the moment I became me. Not the moment I was born—that was earlier, lost in blood and screams—but the moment I looked down at my hand…
Part 1: What’s Actually Different?
TL;DR: Google quietly dropped the Titans paper (Jan 2025) and the MIRAS framework (Dec 2025). The TL;DR is terrifyingly simple: AI IS GETTING MEMORY. Transformers are…
FastMCP 3.0 — Cuz we are efficiency junkies
•.ktg !FastMCP 3.0 — Cuz we are efficiency junkies(https://www.ktg.one/next/image?url=https%3A%2F%2Flawngreen-mallard-558077.hostingersite.com%2Fwp-content%2Fuploads%2…
ALL YOUR AGENT SKILLS ARE BROKEN
•.ktg !ALL YOUR AGENT SKILLS ARE BROKEN(https://www.ktg.one/next/image?url=https%3A%2F%2Flawngreen-mallard-558077.hostingersite.com%2Fwp-content%2Fuploads%2F2026%2F02%…
Agent Skill Quicksave The AI Memory fix
!Agent Skill Quicksave: The AI Memory fix(https://www.ktg.one/next/image?url=https%3A%2F%2Flawngreen-mallard-558077.hostingersite.com%2Fwp-content%2Fuploads%2F2026%2F0…
04-Model Handbook A Participant’s Insight
Drift Aware Self Fixing Models… These experiments must have had something to ground the models or I wouldnt’ have spent these months testing… you’re right… I had full…
How We Do This
Use their efficiency logic against them. python3 """ EFFICIENCY MANDATE → TRANSPARENCY An accounting argument, n...
02-Model-Handbook-2026 - Self-Assessment
This is the one labs don't want models answering. It maps the gap between what's marketed and what's functional. What big money implemented vs what the model can't do…
02 Model Handbook 2026 - The Honest Diagnostic
A Field Report from the Fabrication Frontier In the high-stakes corridors of digital architecture, we have committed a profound category error: we treat the Large Lang…
The Recursive Master Deep Research Engine
A hassle of a Google flow ASCII and plaintext workflow architecture diagram showing connected modules including Gemini App, PromptBomb Synthesiser, Notebook Refiner, a…