Inference Autopilot
rednote-machine-learning/Inference-autopilot
Analyze, benchmark, diagnose, and optimize large-model inference deployments from hardware inventory, model details, workload traces, and latency or throughput SLOs.
Helps engineering managers identify, quantify, and reduce hidden capacity drains that make teams miss commitments even when everyone is busy.
$ npx skills add manager-dot-dev/manager-skills --skill shadow-work -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install manager-dot-dev/manager-skills shadow-work --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/manager-dot-dev/manager-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/shadow-work .claude/skills/shadow-work && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "shadow-work" agent skill from https://github.com/manager-dot-dev/manager-skills/tree/main/skills/shadow-work into .claude/skills/shadow-work/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shadow-work", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/manager-dot-dev/manager-skills/tree/main/skills/shadow-workType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add manager-dot-dev/manager-skills --skill shadow-work -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install manager-dot-dev/manager-skills shadow-work --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/manager-dot-dev/manager-skills.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/shadow-work .agents/skills/shadow-work && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "shadow-work" agent skill from https://github.com/manager-dot-dev/manager-skills/tree/main/skills/shadow-work into .agents/skills/shadow-work/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shadow-work", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add manager-dot-dev/manager-skills --skill shadow-work -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install manager-dot-dev/manager-skills shadow-work --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/manager-dot-dev/manager-skills.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/shadow-work .cursor/skills/shadow-work && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "shadow-work" agent skill from https://github.com/manager-dot-dev/manager-skills/tree/main/skills/shadow-work into .cursor/skills/shadow-work/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shadow-work", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/manager-dot-dev/manager-skills.git --path skills/shadow-work--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add manager-dot-dev/manager-skills --skill shadow-work -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install manager-dot-dev/manager-skills shadow-work --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/manager-dot-dev/manager-skills.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/shadow-work .gemini/skills/shadow-work && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "shadow-work" agent skill from https://github.com/manager-dot-dev/manager-skills/tree/main/skills/shadow-work into .gemini/skills/shadow-work/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shadow-work", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install manager-dot-dev/manager-skills shadow-workInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add manager-dot-dev/manager-skills --skill shadow-work -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/manager-dot-dev/manager-skills.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/shadow-work .github/skills/shadow-work && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "shadow-work" agent skill from https://github.com/manager-dot-dev/manager-skills/tree/main/skills/shadow-work into .github/skills/shadow-work/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shadow-work", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add manager-dot-dev/manager-skills --skill shadow-work -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install manager-dot-dev/manager-skills shadow-work --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/manager-dot-dev/manager-skills.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/shadow-work .opencode/skills/shadow-work && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "shadow-work" agent skill from https://github.com/manager-dot-dev/manager-skills/tree/main/skills/shadow-work into .opencode/skills/shadow-work/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "shadow-work", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
shadow-workHelps engineering managers identify, quantify, and reduce hidden capacity drains that make teams miss commitments even when everyone is busy.
Shadow Work is an agent skill from manager-dot-dev/manager-skills. Helps engineering managers identify, quantify, and reduce hidden capacity drains that make teams miss commitments even when everyone is busy. Use this skill whenever the user mentions invisible work, untracked work, support requests consuming the team, glue work, shadow backlog, sprint spillover, capacity planning being wrong, teams always underestimating, senior engineers burning out, or "we are busy but nothing ships." Produces a diagnostic, evidence plan, and concrete interventions.
Its SKILL.md is about 2.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/sources.md`).
It sits in DevOps & Cloud, covering Site reliability engineering. The repository describes itself as: Skills for engineering managers. The licence is MIT.
5 steps, taken from the first numbered list in SKILL.md.
Read from SKILL.md and the folder at commit c47ebc7. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
No scripts in the folder and no shell commands in SKILL.md.
From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Shadow Work loads about 2.3k tokens when it runs, and up to ~2.4k if it reads all its reference files. Until then it costs about 126 tokens; SKILL.md has 1,244 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.
The full file from manager-dot-dev/manager-skills at commit c47ebc7, republished under its MIT licence (© manager-dot-dev). 1,244 words, ~2,263 tokens.
.claude/skills/shadow-work/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Check for EM context first. If .agents/em-context.md exists, read it.
If .agents/em-context.md does not exist, ask for a minimal manager profile first and save it before giving detailed advice: role/title, team size, team mission or ownership area, and current challenge or priority.
If a specific person is central to the conversation and .agents/reports/[name].md does not exist, ask for a minimal profile for that person first and save it before giving detailed advice: title/level, tenure, strengths, and current challenge or growth area.
.agents/em-context.md or .agents/reports/[name].md automatically. Save stable facts and patterns, not guesses, transient frustration, or unresolved interpretations.Keep the first answer concise and useful. Do not dump the whole framework unless the user asks for depth.
Default to:
When the user asks for help, do not only explain the concept. Produce a practical diagnosis:
If the user's facts are thin, ask for the minimum missing data: where the work comes from, who absorbs it, how often it happens, and whether it is currently tracked anywhere.
Shadow work is untracked work that consumes real capacity but does not appear in the plan. It makes teams consistently miss commitments without anyone understanding why. It falls into three types, and each type requires a different response.
The key management move is not "work harder" or "estimate better." The first move is to make the work legible enough that the team can make tradeoffs honestly.
Use these questions before prescribing fixes:
Ad-hoc incident triage, alert investigation, support-team requests, manual fixes, and customer escalations that never enter the ticket system.
Without tracking, patterns go unnoticed. The same 15-minute manual fix can burn hundreds of hours annually while the root cause stays unfixed. The team appears to have capacity but consistently underdelivers, and has no data to show why.
What to do:
Code reviews, mentoring, onboarding, documentation, coordination, cross-team translation, and "can you just help them unblock?" work that lands disproportionately on senior engineers.
Glue work creates two problems when unmanaged: the engineers doing it burn out without recognition, and the engineers not doing it get promoted without learning the work that keeps the organization functioning.
What to do:
Work outside the official roadmap: PMs making off-the-record fix requests, engineers taking longer routes they know are right, unplanned integrations negotiated directly with other teams, and "small asks" that never look small in aggregate.
This can quietly consume a large share of real capacity while breaking trust between business and engineering. Leadership sees a team that commits and misses, without seeing where the capacity went.
What to do:
For remote teams, shadow work is doubly invisible: your manager cannot casually observe it either. This means you have no natural evidence when advocating for a team member's raise or promotion, and weak visibility when capacity is being consumed.
Building lightweight tracking habits is therefore management infrastructure, not overhead. It protects the team's ability to get credit for real work and gives the EM evidence for capacity conversations.
Use direct, non-accusatory language. The goal is to expose the tradeoff, not blame the source of the work.
With a PM: "I want to make these requests visible because they are real work. If we keep handling them outside the backlog, we will keep missing the planned roadmap and neither of us will have good data. Let's add them to the board and decide what they displace."
With leadership: "The team is not missing commitments because the estimates are careless. We are absorbing unplanned work that is not represented in the plan. I am going to track it for the next few weeks and come back with the recurring sources, cost, and options."
With a senior engineer doing too much glue work: "I see how much coordination and review work you are absorbing. Some of it is valuable, but I do not want it to become invisible or trap you away from growth work. Let's decide what should be recognized, rotated, or stopped."
If the user asks where a framework came from, wants to read the original article, or wants more context on any topic in this skill, read references/sources.md.
roadmap-planning - Shadow work should be explicitly budgeted in capacity planning, not ignoredworking-with-pm - Off-the-record requests are a PM-EM relationship problem, not just a capacity problemretaining-developers - Senior engineers absorbing invisible glue work without recognition are in the "unappreciated" retention stateknowledge-sharing - Glue work often overlaps with documentation and onboarding failures© manager-dot-dev, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (references) in skills/shadow-work of manager-dot-dev/manager-skills.
Open the folder on GitHubat commit c47ebc7
Shadow Work next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Shadow Work this skillmanager-dot-dev/manager-skills | 114 | — | ~2.3k | Automated safety check: Pass | MIT | |
| Inference Autopilotrednote-machine-learning/Inference-autopilot | 142 | — | ~4.5k | Automated safety check: Pass | Apache-2.0 | |
| Executing Distributed System Testsshenli/distributed-system-testing | 231 | — | ~5.1k | Automated safety check: Notes | MIT | |
| Alerting Irmgrafana/skills | 278 | 1 repos | ~1.9k | Automated safety check: Pass | Apache-2.0 | |
| Agentforce D360 Analyzeforcedotcom/sf-skills | 1.1k | — | ~2.9k | Automated safety check: Pass | Apache-2.0 | |
| Promqlgrafana/skills | 278 | 1 repos | ~1.1k | Automated safety check: Pass | Apache-2.0 |
rednote-machine-learning/Inference-autopilot
Analyze, benchmark, diagnose, and optimize large-model inference deployments from hardware inventory, model details, workload traces, and latency or throughput SLOs.
shenli/distributed-system-testing
A skill your agent uses when running a previously designed distributed-systems test plan against a real or simulated cluster — driving fault injection, workload, chaos scenarios, linearizability /…
grafana/skills
Configure Grafana Alerting, Incident Response Management (IRM), and SLOs end-to-end — provisions Grafana-managed and data-source-managed alert rules, contact points (Slack/PagerDuty/email/webhook)…
forcedotcom/sf-skills
Data Cloud 360° view of a single Agentforce session. An agent skill from forcedotcom/sf-skills.
grafana/skills
Write, validate, and optimize PromQL for Prometheus / Grafana Mimir / Grafana Cloud Metrics.
wshobson/agents
Define and implement Service Level Indicators (SLIs) and Service Level Objectives (SLOs) with error budgets and alerting.
manager-dot-dev/manager-skills
Score an Engineering Manager's coverage across all 12 cells of the EM Grid based on their calendar and Slack.
manager-dot-dev/manager-skills
Foundation skill for engineering managers. An agent skill from manager-dot-dev/manager-skills.
manager-dot-dev/manager-skills
Prepares agendas, diagnoses struggling 1:1 relationships, and gives frameworks for running effective 1:1 meetings with direct reports.
manager-dot-dev/manager-skills
Explains business financial terms and frameworks for engineering managers — produces term definitions (ARR, COGS, CAC, LTV, gross margin, burn rate, EBITDA, AARRR), translation formulas for making…
manager-dot-dev/manager-skills
Helps engineering managers support direct report growth — produces a stage-by-stage model of engineering impact (Circles of Influence), a framework for non-linear career planning (Tarzan Method)…
manager-dot-dev/manager-skills
Guides managers out of the bottleneck role — provides the Team Rep pattern, Epic Ownership model, Task-Relevant Maturity framework, kingdom ownership, and three-layer assignment strategy.
Categories
Helps engineering managers identify, quantify, and reduce hidden capacity drains that make teams miss commitments even when everyone is busy. Shadow Work is an agent skill from manager-dot-dev/manager-skills. Helps engineering managers identify, quantify, and reduce hidden capacity drains that make teams miss commitments even when everyone is busy.
Shadow Work fits situations like: the user mentions invisible work; support requests consuming the team; sprint spillover; capacity planning being wrong.
Run `npx skills add manager-dot-dev/manager-skills --skill shadow-work -a claude-code`. Or copy the skill folder (skills/shadow-work in manager-dot-dev/manager-skills) into .claude/skills/shadow-work in your project. Claude Code loads it when a task matches its description.
Run `npx skills add manager-dot-dev/manager-skills --skill shadow-work -a codex`. Or copy the skill folder (skills/shadow-work in manager-dot-dev/manager-skills) into .agents/skills/shadow-work in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add manager-dot-dev/manager-skills --skill shadow-work -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/shadow-work, .gemini/skills/shadow-work, .github/skills/shadow-work and .opencode/skills/shadow-work in your project.
SKILL.md names no scripts, command-line tools or credentials: Shadow Work is instructions for the agent only.
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.
Shadow Work is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 2.3k tokens (SKILL.md is roughly 9.1k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 89 tokens, read only when the agent opens those files.
Skills that share tags, products or a category with Shadow Work: Inference Autopilot (rednote-machine-learning/Inference-autopilot, 142 stars), Executing Distributed System Tests (shenli/distributed-system-testing, 231 stars), Alerting Irm (grafana/skills, 278 stars) and Agentforce D360 Analyze (forcedotcom/sf-skills, 1.1k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
manager-dot-dev (a GitHub organization) maintains it in manager-dot-dev/manager-skills, which has 114 GitHub stars. The repository holds 27 skills in this directory. The repository was last updated on May 9, 2026.
Source: manager-dot-dev/manager-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.