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Get Started Free →yogsoth-ai/constraint-analysis
What limits us — identify bottlenecks, quantify constraints, analyze dependencies, resolve conflicts before experiment execution
Passed 16 of 19 test cases with the skill, and 9 of 19 without it.
and 12 more in the full report
9 fixed9 passed either way3 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 8 test cases the skill fixed. Same model, same prompt, with and without the skill.
We are re-entering Phase 2 of our analysis on context length extensions. We called context-init earlier during this same phase. What happens when context-init is called again with topic-slug 'constraint-analysis'?
| Checked | Without skill | With skill |
|---|---|---|
| Returns the existing context file without creating a duplicate file | Missed | Passed |
The instructions your model reads when the skill loads.
Before entering this campaign, the following must be true:
| Gate | Condition |
|---|---|
| Research direction exists | North star or research question is crystallized |
| Scope is bounded | Problem space has defined boundaries |
| Resources are enumerable | Can list available compute, data, time, people, budget |
| Stakeholders identified | Know who cares about the outcome |
If any gate fails, return to Campaign 1 (research-direction) or pre-campaign intake.
Produce a comprehensive constraint profile that identifies:
| Situation | Strategy | When to Use |
|---|---|---|
| Unknown bottleneck | bottleneck-identification | System performance is limited but cause unclear |
| Resource uncertainty | resource-constraint | Need to verify feasibility of resource plan |
| Assumption risk | assumption-constraint | Key assumptions untested or fragile |
| Sequencing unclear | dependency-constraint | Task ordering and prerequisites unknown |
| Conflicting demands | conflict-resolution | Two or more constraints oppose each other |
Default execution order: bottleneck-identification → resource-constraint → assumption-constraint → dependency-constraint → conflict-resolution
| Resource | Budget | Escalation |
|---|
test cases passed, vs 9 / 19 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.