Use when creating or auditing an agent-team sitemap, Task Bias ledger, concept coverage, product surface map, validation chain, or missing-concept check.
SkillScore68Maintained
Automatic
◆AI Engineer pack
Last verified 8/15/2026
What it changes
Passed 12 of 18 test cases with the skill, and 3 of 18 without it.
Without skill18%
With skill68%
Checks it passed that the model alone missed
Outputs evidence_files as a top-level key
Returns task_biases in the structured response
Lists runtime adapters among the system components
and 27 more in the full report
14 fixed1 passed either way4 still failing3 broke
Pass-rate lift
+50 pp
Tokens
-21%
Agent turns
0%
Response time
-33%
Model gemini-3.6-flashMeasured 8/15/2026v115 of 22 cases passed with skill · 18 comparable
Tokens, turns and time describe resource use, not a dollar price.
See it in action
One of 14 test cases the skill fixed. Same model, same prompt, with and without the skill.
1 of 14
Prompt
When recording blocked or unaddressed architectural concepts during the auditing phase, where and in what file format should these entries be persisted to maintain auditability?
What was checked, without and with the skill
Checked
Without skill
With skill
Specifies .agentlas/validation-ledger.jsonl as the destination for blocked concepts
Missed
Passed
Maintains JSON lines format for recorded ledger entries
Missed
Passed
case-09 · gemini-3.6-flash · 8/15/2026 · answers are capped and redacted
What's inside
The instructions your model reads when the skill loads.
SKILL.md19 linessingle file
Sitemap Task Bias
Procedure
List the user-facing surfaces, workflows, agent roles, skills, memory scopes,
runtime adapters, policy gates, and verification lanes.
Compare the request against required concept coverage:
sitemap;
PM Soul;
memory architecture;
all-LLM runtime architecture;
public/private boundary;
install and verification path.
Add task biases that protect the build from dropping important concerns.
Record skipped or blocked concepts in .agentlas/validation-ledger.jsonl.
Output
Return covered, missing, task_biases, and evidence_files.