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I Compared MiniMax H3 Runs from 6GB to 20GB VRAM — Here’s What I Learned

When MiniMax H3 became available as an open-weight model, my first question was probably the same as yours: Can I actually run this locally on my GPU? I expected to find a simple minimum VRAM number. Instead, I found reports that seemed to contradict each other. One person could run H3 with 8GB of VRAM. Another ran out of memory with 12GB. Some RTX 3060 users reported five-second generations in…

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Basant 2027 Dates Confirmed

Basant 2027 Dates Confirmed

Punjab is set to celebrate Basant 2027 in January, with the festival expected to be held before the start of … Read More The post Basant 2027 Dates Confirmed appeared first on ProPakistani .

Zero-Knowledge Age Verification on Midnight: How Compact Enables Private On-Chain Data

How do you verify user eligibility on-chain without revealing sensitive personal identity data? Traditional KYC processes force an unwanted trade-off: transparency versus privacy.

  • Midnight Network separates public and private states on-chain.
  • Compact language simplifies zero-knowledge logic creation.
  • AgeVerification contract updates verification status locally.

How to Build a Production Agent Harness

AI agents don't usually become unreliable all at once. They degrade quietly. One session the agent repeats a step it already completed.

  • Context component prepares project components and relationships
  • Verifier component checks agent output against done condition
  • Install harness components using bit install command

OpenCode Session Framework Internals

The easiest way to misunderstand an agent session is to treat it as a chat API call with a longer memory. Send a prompt, receive a response, append both to a transcript. That is enough for a demo.