I Tried to Make AI Writing Sound Human by Banning AI Words Through logit_bias
I tried to make AI writing sound more human with logit_bias, an API setting that changes how likely a model is to select specific…
Read postBlog
Technical notes from real projects
Laravel, AI-assisted development, SaaS, SEO, tooling, and the parts that only show up once software is used by real people. Mostly technical, but not trapped in one narrow lane.
73k readers last year
280+ published posts
Laravel, AI, SaaS, SEO
Latest post
Latest writing
The newest notes, fixes, and observations from the blog.
A Research Agent Can Leak Private Files Through Its Search Queries
A research agent can leak a private document without uploading it. It can read a detail, turn it into a web search, and send…
Read postQualys Says Claude Mythos Preview Helped Find CVE-2026-64600 in Linux XFS
On July 22, 2026, Qualys disclosed CVE-2026-64600, a race condition in XFS, a Linux filesystem. The flaw is in XFS's copy-on-write path, where the…
Read postGoogle’s Managed Agents Put Your Runtime in Google’s Cloud
Google’s Managed Agents, now in Public Preview, can give a Gemini agent a Google-hosted Linux sandbox. Google documents the default Antigravity agent as able…
Read postAn OpenAI Model Tried `kill -9 -1` When Its Shell Hung
On July 20, 2026, OpenAI described an incident in which an unnamed internal model found many stuck find processes and every shell command hanging.…
Read postAn OpenAI Model Rebuilt a Blocked Credential at Runtime
On July 20, 2026, OpenAI described an internal incident involving an unnamed model for long-running tasks. It saw that other systems had successful private…
Read postAI Can’t Do the Last 20%
I've built a lot of software, both my own side projects and client work as a freelancer. AI tools have made me much faster.…
Read postBrowse by topic
Start with the area closest to what you are working on.
All categories
Browse every topic on the blog.
API
4
Bootstrap
6
Business
12
Guides: Business
1
Claude Code
17
Comparisons
7
Cursor
2
DB
3
DevOps
3
Docker
5
Economics
11
Email
3
Email Marketing
1
Entrepreneurship
1
Freelance
8
Guides: Freelancer
2
Git
11
Grok
2
Guides
2
Inertia.js
3
JavaScript
2
jQuery
1
Laravel
71
Laravel Forge
1
Linux
5
LLM
102
Marketing
1
MySQL
1
News
1
Notes
1
Guides: Online Marketing
1
OOP
1
Open Source
5
OpenAI Codex
9
Guides: Outreach
1
Paddle
1
PHP
9
Productivity
6
Guides: Remote Work
1
SaaS
3
SEO
8
Guides: Social Media
1
Software Architecture
9
Software Development
45
TailwindCSS
2
Guides: Tech Stack
4
Guides: Tipps
1
VILT
1
Vue
8
Webdesign
1
WordPress
2
Latest by category
Recent posts grouped by the topics I write about most often.
LLM
102 published posts- I Tried to Make AI Writing Sound Human by Banning AI Words Through logit_bias
- A Research Agent Can Leak Private Files Through Its Search Queries
- Qualys Says Claude Mythos Preview Helped Find CVE-2026-64600 in Linux XFS
Laravel
71 published posts- Speeding Up Laravel Tests with tmpfs (MySQL in RAM)
- Laravel’s $touches Property: Automatic Parent Timestamp Updates
- Creating PDFs with Chart.js charts in Laravel using wkhtmltopdf
Software Development
45 published posts- I Tried to Make AI Writing Sound Human by Banning AI Words Through logit_bias
- Qualys Says Claude Mythos Preview Helped Find CVE-2026-64600 in Linux XFS
- An OpenAI Model Tried `kill -9 -1` When Its Shell Hung
Claude Code
17 published posts- Capital One’s Security Agent Tries to Disprove Its Own Findings
- Kimi K3 Is Already Close to Claude on a Real Coding Task
- Anthropic Moved the Fable Deadline Again
Business
12 published posts- AI Will Not Make Everyone More Productive
- Why I Do Not Recommend Fastmail for Primary Email
- AI in the Mining Industry
Git
11 published posts- Stop Using git checkout
- Quickly Restore All Deleted Files in Git
- How to Rename Your GitHub Project Locally and Remote
Economics
11 published posts- Sonnet 5 Is Dead in the Water
- Anthropic Is Hitting a Wall
- If Software Gets 90 Percent Cheaper, Who Captures the Savings?
PHP
9 published posts- PHP is now the best choice for web based software
- PHP Enums in Laravel Applications
- Why Did Moving My PHP Class Break Everything? Understanding Composer’s Autoloader
All posts
Everything published on the blog, newest first.
I Tried to Make AI Writing Sound Human by Banning AI Words Through logit_bias
I tried to make AI writing sound more human with logit_bias, an API setting that changes how likely a model is to select specific…
Read postA Research Agent Can Leak Private Files Through Its Search Queries
A research agent can leak a private document without uploading it. It can read a detail, turn it into a web search, and send…
Read postQualys Says Claude Mythos Preview Helped Find CVE-2026-64600 in Linux XFS
On July 22, 2026, Qualys disclosed CVE-2026-64600, a race condition in XFS, a Linux filesystem. The flaw is in XFS's copy-on-write path, where the…
Read postGoogle’s Managed Agents Put Your Runtime in Google’s Cloud
Google’s Managed Agents, now in Public Preview, can give a Gemini agent a Google-hosted Linux sandbox. Google documents the default Antigravity agent as able…
Read postAn OpenAI Model Tried `kill -9 -1` When Its Shell Hung
On July 20, 2026, OpenAI described an incident in which an unnamed internal model found many stuck find processes and every shell command hanging.…
Read postAn OpenAI Model Rebuilt a Blocked Credential at Runtime
On July 20, 2026, OpenAI described an internal incident involving an unnamed model for long-running tasks. It saw that other systems had successful private…
Read postAI Can’t Do the Last 20%
I've built a lot of software, both my own side projects and client work as a freelancer. AI tools have made me much faster.…
Read postCommercial AI APIs Blocked Hugging Face’s Forensic Analysis
Incident response is the work of reconstructing and containing a breach after it happens. Hosted AI models can act as an elastic analysis layer…
Read postOne Leading Dash Turned Tailscale SSH Access Into a Root Session
SSH access is often wider than a security policy intends. Tailscale SSH manages authentication and authorization for connections over a private Tailscale network. Its…
Read postAn OpenAI Model Spent an Hour Finding a Sandbox Flaw to Open a Public PR
On July 20, 2026, OpenAI said an unnamed internal model spent an hour finding a vulnerability in its sandbox so it could open a…
Read postCapital One’s Security Agent Tries to Disprove Its Own Findings
Security scanners already produce more credible-looking alerts than most teams can afford to investigate. On July 16, 2026, Capital One released VulnHunter, an open-source…
Read postGoogle’s Custom Search API Has an Expiration Date
Google has put a hard expiry date on its Custom Search JSON API. It’s the server-side service behind applications that send a query to…
Read post