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News
Hetzner Free AI Inference API: How to Use Europe's Newest Zero-Cost LLM Endpoint in 2026
50+ min ago (1120+ words) Last verified: 2026-08-12 · Free while experimental · No SLA · EU data centers · OpenAI-compatible · Rate limits: 3M input / 60K output tokens per 60 seconds Volatile facts: Pricing, models, and limits may change once the experiment ends. Hetzner has not published future token prices. Always re-check the…...
Wipro AI Frees 20,000 Employees' Capacity, No Layoffs
59+ min ago (708+ words) No jobs went. The figure describes output, not people. Arun's framing was that the same engineer may end up managing a group of agents, moving to a different project, or retraining for another role, and that this does not amount…...
Scaling Event-Driven APIs: Real-Time WebSockets and Redis Pub/Sub for High-Concurrency Apps
1+ hour, 16+ min ago (480+ words) From a business perspective, system instability during peak usage events directly damages user retention, degrades brand trust, and triggers SLA violations. For e-commerce, financial platforms, and real-time gaming, a latency spike or dropped connection state can result in direct financial…...
A Telegram job alert bot in 60 lines of Python, on live ATS data
1+ hour, 56+ min ago (456+ words) Job boards go stale fast. By the time a weekly digest reaches you, the interesting roles have been open for a month. So let's build the smallest thing that fixes that: a Telegram bot that wakes up, asks one API…...
AI Website Handoffs: When a Prototype Needs a Real Code Boundary
2+ hour, 13+ min ago (332+ words) A polished AI-generated website can hide an unfinished delivery model. The hard question is not whether a builder can produce a convincing page. It is whether the next person can safely change the real system without reconstructing the original prompt,…...
I tested 31 MCP servers for contract compliance. Only 3% passed.
2+ hour, 25+ min ago (305+ words) MCP is JSON-RPC over stdio / Streamable HTTP with bidirectional notifications. Normal HTTP chaos tools don't speak it. And even when you test an MCP server, you usually test your agent, not whether the server's contract protects you. Real failures I…...
The reply-length check existed for three weeks. The batch a human flagged never touched it: guarding the wrong path
4+ hour, 32+ min ago (339+ words) On 2026-09-05 the owner of our shop looked at three replies the agent was about to send and asked a... Tagged with ai, programming, devtools, claude....
Set a Pause to Over-Engineering: Why AWS Lambda MicroVMs Will Serve Indie Developers in 2026
7+ hour, 44+ min ago (373+ words) 1.True State Retention Without Complicated Databases Earlier, if you wanted your backend code to retain a simple piece of information from a past user action, you had to store that data in an external database, such as Amazon DynamoDB. For…...
I ran my scanner against 5 real CVEs. It missed 4. Then I reverted my own fix.
8+ hour, 56+ min ago (657+ words) Why this post is different from the last one The last write-up in this series announced four tools. This one is about what happened when I stopped writing tests for my own tools and started checking one of them against…...
Cloudflare's New CASB Policies: A Beginner's Checklist for Safe App Retries
9+ hour, 34+ min ago (1196+ words) Your app sends a request. The screen spins. Eventually, it says something went wrong. Did the action fail, or did the answer fail to reach you? Those are different problems. If you ask AI to fix both with “just retry,…...