Your Automation's Numbers Are Probably Wrong: 89% Bot Clicks
Two production metric failures from running scheduled agents: an upsert that overwrote instead of incrementing, how we found both, and the checks we run now.
· 6 min read
Meta
How this site works — methodology, disclosures, and editorial notes.
19 articles
Cron Agents Die Silently: 4 Failure Modes
They exit 0 and do nothing. What that looks like when running scheduled agents in production, and the three assertions that catch them.
· 6 min read
Canonical URLs vs llms.txt: Search Engines and AI Crawlers
One canonical URL per article for search engines, three noindex machine-readable files for AI crawlers, and the rules that keep them from conflicting.
· 6 min read
Auditing a 660-Article Archive for Near-Duplicate Content
The three-pass process: hashing, MinHash shingles, then embedding similarity, plus the rules for merging, differentiating, or keeping overlapping posts.
· 7 min read
How Google's Publisher Policies Changed Our Ad Code
A working log of what certified CMPs, Consent Mode v2, per-impression AdSense, and the scaled-content spam policy changed on pickuma.com.
· 6 min read
18 Months of Affiliate Data on Which Reviews Convert
We tracked clicks and signups across our tool reviews. The patterns that drove conversions were not the ones we expected.
· 7 min read
How We Use AI Without Letting It Hallucinate Into Reviews
The guardrails between our LLM and a published review: where it drafts, where it gets shut off, and how every claim is checked against a primary source.
· 7 min read
Why pickuma Runs No Sponsored Posts
pickuma takes affiliate commissions but never sells coverage. How the two models differ, and how that changes what we recommend.
· 6 min read
What We Do When a Tool We Recommended Gets Worse
Recommended tools change after we publish: prices rise, features get gated, owners change. Here is the process we follow to keep our reviews honest.
· 6 min read
The 5-Dimension Rubric Behind Every pickuma Review
How the five dimensions are weighted differently for developer and AI tools, and where a single score stops being useful.
· 6 min read
How We Name URLs and Slugs on pickuma.com
Our rules for slugs across hundreds of articles, why a slug is a permanent contract, and how we change one without breaking SEO.
· 7 min read
What Shipping 490 Articles Taught Us About Content Velocity
Inside an automated editorial pipeline: where velocity actually breaks, and the checks that keep throughput from becoming a liability.
· 7 min read
Why Astro, Cloudflare Pages, and MDX: The Pickuma Stack
Build time benchmarks, pricing math, and why we rejected Next.js, Vercel, Gatsby, and headless CMS platforms.
· 10 min read
GPT-5.5 Instant vs GPT-5.3 Instant: Testing OpenAI's Three Claims
OpenAI silently swapped ChatGPT's default from GPT-5.3 Instant to GPT-5.5 Instant. We break down which of the three official claims — speed, reasoning, accuracy — hold up in independent testing, and what to do if you ship on the API.
· 7 min read
Macchiato Day 2: Live Token Metrics for Parallel Claude Code and OpenCode Terminals
Macchiato's Day 2 update adds a live token/cost sidebar, consumption dashboards, and shortcuts for switching between Claude Code and OpenCode inside one agentic terminal.
· 6 min read
The Pickuma Tech Stack: Astro 6, Supabase, Bun, Cloudflare
Every tool and service behind pickuma.com, plus our actual monthly infrastructure costs and the automation pipeline that keeps it publishing.
· 10 min read
Anthropic vs OpenAI: What the Latest Releases Mean
Sorting new models, tiers, and API features into capability, pricing, and API surface - and how to choose a platform without lock-in.
· 6 min read
Why Some Developers Are Actually Leaving GitHub in 2026
GitHub still hosts 180M developers and 630M repos, but AI training policy changes, record outages, and Forgejo make alternatives worth a look.
· 8 min read
r/programming Banned AI Content for a Month
The April 2026 trial banned LLM-generated posts. What it revealed about AI slop, moderation tradeoffs, and where dev forums draw the line next.
· 6 min read