The four heights
The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.
Execute — do the immediate task
+A junior client called me this morning: they have two offers in product roles, one at a small…
Execute — do the immediate task
+A junior client called me this morning: they have two offers in product roles, one at a small startup and one at a large firm, and want a short memo I can email them today comparing likely compensation trajectory, learning curve, and exit options. Use their current title, three years’ experience, and that they prefer engineering-adjacent roles.
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Improve — make it easier to accept
+Before I send the career advice note to the client, make it easy for them to act: put the three…
Improve — make it easier to accept
+Before I send the career advice note to the client, make it easy for them to act: put the three trade-offs up front, show a two-line scenario for compensation and exit in year three for each role, and flag the single piece of missing info that would change my recommendation.
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Decide — diagnose the stuck moment
+The client just accepted a startup offer and called worried about growth and stability. They have…
Decide — diagnose the stuck moment
+They accepted the small startup offer and asked me if they made a mistake
The client just accepted a startup offer and called worried about growth and stability. They have three years’ experience, care about learning product skills, and didn’t negotiate equity. What is the most likely practical outcome in their first 18 months, what immediate steps should they take to preserve options, and what warning language should I give them so they can sleep tonight?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Become — change the pattern
+Over the last year several clients accepted offers without negotiating equity or vesting terms and…
Become — change the pattern
+Clients repeatedly sign too fast and later regret equity terms
Over the last year several clients accepted offers without negotiating equity or vesting terms and came back unhappy six months later. Where are we losing leverage in offer coaching, what one simple habit would improve later satisfaction, and how should I change our pre-offer checklist to catch this earlier?
Pasted it? When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Where the evidence lives
Who was seen doing this, and what people really ask.
Software tasks in the LLOS Work Atlas come from evidence, never a feature list: careers attested to do the work, real job descriptions, and the questions people actually ask (with their view counts). Facets — feature, workflow, troubleshoot, administer, deploy, scale — are open metadata: the work decides, not a taxonomy.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.
The rest of the map
Same library, five ways in.