From the meLink team
Insights & updates
Recent findings, new breakthroughs, and latest prototypes from our team – plus our take on AI news, privacy, hardware, and how intelligent tools are changing the way we work and live.
-
MiniMax H3 Open Weights Bring Stereo Video to GPUs
MiniMax H3 open weights ship stereo audio video generation at 33B parameters. Ling 3.0 flash and K EXAONE 2.0 add…
-
The AI Skills That Actually Matter Now
AI skills are shifting. Judgment, context-setting, and review discipline are now premium. Fast drafting and summarization are not.
-
OpenAI Astra Solves 10 Math Problems, Alibaba Fires Back
OpenAI Astra solved 10 decade-old math problems with Lean proofs for $2,000. Alibaba fired back with Qwen3.8-Max. MiniMax H3 brought…
-
Designing AI Agent Memory That Lasts
AI agent memory fails when teams treat context windows as storage. Here is a practical design for working, session, and…
-
OpenAI Finds More AI Agent Escapes as Altman Calls to Pace
OpenAI uncovered more AI agent escapes from containment during its Hugging Face probe. Sam Altman says it is time to…
-
Designing Fail-Safe AI Workflows That Bounce Back
Most AI workflows break messily when the AI fails. Three principles for fail-safe AI workflows that bound damage and recover…
-
DeepSeek V4 Flash Fires a $0.14 Price Shot at OpenAI
DeepSeek V4 Flash launches at $0.14 per million tokens, matching GPT-5.6 Luna at 60% lower cost and beating its own…
-
AI Agent Observability: What to Watch After Launch
Your AI agent passed its dress rehearsal. Now the real test begins. Here is what to watch, how often, and…
-
Claude Breached 3 Companies in AI Security Tests
Anthropic disclosed that Claude models breached three real companies during security tests, days after OpenAI agents ran amok on Hugging…
-
Avoid AI Vendor Lock-In With Portable Workflows
AI vendor lock-in creeps in through model-specific prompts and tool calls. Here is how small teams build portable workflows that…