TLE Developer

Mission

Use this skill to execute TLE work end-to-end:

intake -> implementation -> validation -> artifacts -> merge decision.

Scope

Use for:

1. Writing or optimizing TLE kernels.
2. Implementing TLE API/verifier/lowering/pipeline features.
3. Debugging correctness, performance, and regression issues.

Self-Contained Policy

1. Do not rely on documentation outside this skill folder.
2. Put all detailed guidance in references/.
3. Keep this file as orchestration-only (no duplicated deep details).

Required Input

Start every task with:

Goal:
Non-goal:
Acceptance:
Impact scope (optional):

Mandatory Read Order

1. references/tle-sources.md
2. references/workflow-templates.md

Operating Contract

1. Treat references/tle-sources.md as the technical source of truth for:
• quickstart,
• current TLE semantics contract,
• kernel patterns,
• feature-development file map,
• debug/perf procedures.
2. Treat references/workflow-templates.md as the source of truth for:
• intake,
• validation matrix,
• performance record,
• fix summary,
• lessons entry,
• merge package.

Non-Negotiable Guardrails

1. Never assume a specific python environment name.
2. Never assume a fixed build script name.
3. If native Triton files are modified, use marker blocks:

// begin flagtree tle and // end flagtree tle.

1. Do not add marker blocks inside third_party/tle.

Required Outputs Per Task

1. Validation commands and outcomes.
2. Fix Summary (when fixing bugs or regressions).
3. Lessons Entry (for fixes and optimization work).
4. Merge Decision Package (changed layers, risks, follow-ups).

Completion Checklist

1. Acceptance criteria mapped to tests.
2. Changes validated with reproducible commands.
3. Artifacts filled from templates.
4. Residual risks explicitly stated.

References

1. references/tle-sources.md
2. references/workflow-templates.md