Insufficient reliable low-cost model planning tools
Problem
Users seek a deterministic program that can generate reliable task plans for low-cost models like DeepSeek, enabling measurement of their quality and improvement of success rates for non-frontier models; existing documentation such as AGENTS.md lacks sufficient measurability.
Pain points
- Lack of deterministic planning tools
- Difficulty measuring planning quality for low-cost models
- Existing documentation (e.g., AGENTS.md) does not boost success rates for non-frontier models
Questions to verify
- Do you need more reliable task planning when using low-cost models?
- Would you be willing to pay for or look for alternatives to such tools?
- Does your current planning documentation (e.g., AGENTS.md) meet your needs?
Evidence
quote
i would love a deterministic program that can confidently make plans for lower-cost models like deepseek. ofcourse the LLM part wont be deterministic, but its a lot easier to measure quality like this. you could argue an AGENTS.md is this, but from experience its not enough to make non-frontiers act have a high success rate.
fact
its not enough to make non-frontiers act have a high success rate.
Disclaimer: this card is distilled by AI from community discussions as “pain point evidence”. It is a starting point for need analysis and validation, not a “validated market need”. AI has analytical limits; please open the original discussion above to manually verify before key decisions.