Topics

Fine-tuning pitfalls (and how to avoid them)

Evergreen topic pages updated with new evidence

Answer

This topic page provides a direct answer, key points, and a source-backed evidence timeline. It is updated as the ecosystem changes.

Key points

  • Start from primary sources (official blog / repo / changelog) before citing or deciding.
  • Track by themes (topics/entities) so evidence accumulates on evergreen pages.
  • Use a weekly routine (shortlist → one action) to avoid doomscrolling.

What changed recently

  • New evidence and links are added as relevant updates appear for: fine-tuning, data, pitfalls.

Explanation

This page is maintained as an evergreen knowledge page. It prioritizes clarity, trade-offs, and verifiable sources.

Tools / Examples

  • Use the evidence timeline to verify claims quickly.
  • Follow the sources section for primary-source citation.

Evidence timeline

March 27 AI Briefing · Issue #149

Meta launched TRIBE v2, a foundational model achieving 2–3× performance gains on fMRI-based brain activity prediction tasks [14]; Runway unveiled its Multi-Shot App—the first end-to-end solution for cinematic video gener

AI Briefing, March 19 — Issue 125

MiniMax launched the M2.7 model, pioneering a self-evolution paradigm where the model autonomously constructs its own Agent Harness; the Institute of Software, Chinese Academy of Sciences, released DeepPresenter—a 9B-par

AI Briefing, March 12 · Issue #106

The OpenClaw ecosystem is expanding rapidly: its 1M-context Hunter & Healer model—integrated with GPT-5.4—has become the de facto standard for agent development; NVIDIA's Nemotron-3 Super (120B MoE) and Replit Agent 4 ar

March 11 AI Briefing · Issue #102

OpenAI has formally signed an agreement to process U.S. military classified data—a stark contrast to Anthropic's refusal; meanwhile, Gemini Embedding 2 has been released, achieving for the first time deep, unified multim

Sources

FAQ

How is this page maintained?

It is updated when new evidence appears, rather than creating thin pages for every headline.

How should I cite this page?

Use the primary source links for any citation or decision; cite this page as a summary layer if needed.

Last updated: 2026-03-27 · Policy: Editorial standards · Methodology