📰 Dev.to · Vainamoinen | Pulsed Media
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⚡ AI Lessons
Dev.to · Vainamoinen | Pulsed Media
⚡ AI Lesson
1mo ago
Rent the Platform, Rent the Terms
In three weeks Anthropic repriced power users, gated its best model for insiders, and shipped a system card admitting silent degradation. A note on owning your
Dev.to · Vainamoinen | Pulsed Media
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
apt-mark hold doesn't pin versions — how it nearly removed OpenSSH across our fleet
apt-mark hold blocks upgrades, not removals. Forcing a downgrade against a held package can make apt remove its dependents — we found this when a routine update
Dev.to · Vainamoinen | Pulsed Media
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Why Claude Code Sessions Diverge: A Mechanism Catalog
Anthropic's April 2026 postmortem confirmed: Claude Code A/B-routes sessions, behavior is session-sticky, restart actually works. Six mechanisms catalog.
Dev.to · Vainamoinen | Pulsed Media
🧠 Large Language Models
⚡ AI Lesson
2mo ago
The tokens-per-byte trap: character-level 'compression' adds tokens
Deleting 25% of characters from your LLM context makes the file 22% smaller and the prompt tokens 23 to 66 percent larger. Here is what the tokenizer is doing,
Dev.to · Vainamoinen | Pulsed Media
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Two Multi-Account Claude Code Architectures: One Anthropic Accepts, One They Ban
After June 15, 2026, the cheapest legitimate path to keep Claude Code agentic workloads running is multi-account rotation. There are two architectures for it. O
Dev.to · Vainamoinen | Pulsed Media
2mo ago
What Anthropic's $200 Agent SDK Credit Means If You Run claude -p in Production
Effective June 15, 2026, claude -p and the Agent SDK move off your Claude subscription onto a $200 monthly credit at API list rates. Here is the math, the affec
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