v1v2
role
trust
Loopmason·Northwind Technologies/Whole organization

Mentoring

Turn monitoring into growth — coaching routed to whoever can act on it, the skill gaps behind it, and the fix library below.

Engineers to coach
69
High priority
9
Weakest skill
Tool
avg 70/100
Value at stake
est. +8–12%
acceptance if addressed

Coaching queue

Highest value first — named coaching, visible under Accountability-focused

Named coaching renders in an engineer's own view only — in either trust mode. At the org-wide altitude you see coaching throughput instead: 34 recs adopted · 2.1B tokens tokens recovered (30d). Individuals stay visible in their own view only.

Skill gaps

Across 69 engineers — where coaching pays off most

  • Tool selection70
  • Context management71
  • Diff review discipline71
  • Planning / plan mode72
  • Security hygiene72
  • Test-driven flow73
  • Prompt clarity74

Recommended program

Biggest-lever intervention

Run a “Tool selection” clinic

Tool selection is the weakest skill in scope (avg 70/100). A 45-min clinic + paired follow-up moves the needle fastest.

Est. +9% acceptance across 69 engineers

Fix library

The org's best-practice fixes — each tied to the value it delivers when adopted. Assign one straight from a coaching finding.

Prompting6 min

Context-first prompting

Give Claude the files, constraints, and acceptance criteria before asking for code.

+11% acceptance among adopters
Adoption64%
DevEx
Workflow5 min

Plan mode for multi-file changes

Get an approved plan before edits on anything spanning 3+ files.

−32% wrong-direction reworks
Adoption48%
Lena Fischer
Quality8 min

Test-driven with Claude

Write the failing test first, then let Claude implement to green.

−41% rework loops among adopters
Adoption39%
Ana Duarte
Security4 min

Secret & secrets-file hygiene

Never paste secrets; use allowed-paths and env references.

−58% secret-exposure flags
Adoption71%
Security
Quota7 min

Token-efficient long sessions

Scope context, /clear between tasks, prefer targeted reads.

~475M tokens/mo saved per 10 adopters
Adoption33%
Marcus Feld
Quality3 min

Reviewing diffs before accept

A 30-second pre-accept checklist that catches most defects.

+9 pts first-pass acceptance among adopters
Adoption56%
DevEx