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Open-weights models struggle with rigid developer instructions

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Open-weights models struggle with rigid developer instructions
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// 46d agoNEWS

Open-weights models struggle with rigid developer instructions

A developer using the minimalist Pi Coding Agent and Ollama Cloud reports significant issues getting open-weights models like Kimi K2.5, GLM 5.1, and MiniMax M2.7 to follow project-level rules for dependency management and comment formatting. The struggles highlight a persistent gap in instruction-following capabilities between frontier models and open-weights alternatives.

// ANALYSIS

This is a classic "vibe coding" vs "engineering" clash — open-weights and mid-tier models often collapse under the weight of strict negative constraints and formatting rules.

  • The highly specific comment style rules (imperative mood, specific punctuation per line type) are notoriously difficult for smaller models, which tend to revert to their pre-training distributions
  • Pi Coding Agent relies entirely on standard Markdown files like `AGENTS.md` to steer behavior, meaning success depends completely on the underlying model's system prompt compliance
  • While models like Kimi and GLM are improving at coding logic, they still trail behind GPT-4o and Claude 3.5 Sonnet in rigid adherence to multi-part instructions
  • The thread underscores that high "reasoning" settings do not automatically translate to high instruction fidelity
// TAGS
pi-coding-agentollamaopen-weightsllmai-codingprompt-engineeringreasoning

DISCOVERED

46d ago

2026-04-13

PUBLISHED

46d ago

2026-04-13

RELEVANCE

8/ 10

AUTHOR

FrostyCurrent