Agent skill · Audited from source
First Principles Review
skill · GanyuanRan/AegisMIT licenceAudited 18 Oct 2026 · source 177240a262fe
Is it safe? Yes — SAFE, grade B (89/100). We read this skill's source at commit 177240a262fe and found no filesystem, network or shell access and no hard-coded secrets. What it does: Use when asked for first-principles or Occam's-razor review, or when high-risk decisions involve competing constraints, fallback growth, duplicate owners, or architecture direction risk. Ordinary bug fixes stay on the…
Cite
Cite this page
ModelsAtlas. “First Principles Review (GanyuanRan/Aegis)”. Retrieved 18 Oct 2026. https://modelsatlas.com/skills/ganyuanran/first-principles-review
Trust audit
Audit 0.4.1 · source read 18 Oct 2026
SAFE means nothing in the source contradicts what the skill says it does. Grade B is shared by 13,985 of 14,816 audited skills.
What the source does
- FilesystemNone observedNo reads or writes in the source
- NetworkNone observedNo outbound calls in the source
- ShellNone observedNo commands run in the source
- DependenciesPinnedNothing floats
- SecretsNone foundNo keys in source
Five audit layers
| Layer | What we check | Result | Findings |
|---|---|---|---|
L0 Provenance | Repo owner, licence, archive status, activity | PASS | 0 |
L1 Static source | Secrets, path traversal, supply chain, hidden code | NA | 0 |
L2 Instructions | Prompt injection, authority framing, hidden directives | PASS | 0 |
L3 Inventory | The files and declarations match the source | PASS | 0 |
L4 Sandbox | Run in isolation and watch behaviour | SKIPPED why | 0 |
Gates applied: no behavioural pass.
Findings (0)
No findings at any severity. We re-audit when the source changes.
Audit 0.4.1 · source sha 177240a262fe · 18 Oct 2026Report an issue or request a re-scan
Provenance
Who published it, and what the verdict is pinned to
- PublisherGanyuanRan GitHub userOwner of the repository this skill is read from
- Source folderGanyuanRan/Aegis/skills/first-principles-reviewThe exact folder we audited
- LicenceMITAs the repository states it
- Commit pinned for this verdict177240a262feA new audit runs when the source changes
- Repository statusNot archivedPushed today
- Sandboxed runNot runSkills are read, not executed; layer L4 is skipped
What it tells the agent
Full source on GitHub ↗Its description: Use when asked for first-principles or Occam's-razor review, or when high-risk decisions involve competing constraints, fallback growth, duplicate owners, or architecture direction risk. Ordinary bug fixes stay on the…
--- name: first-principles-review description: "Use when asked for first-principles or Occam's-razor review, or when high-risk decisions involve competing constraints, fallback growth, duplicate owners, or architecture direction risk. Ordinary bug fixes stay on the fast path." --- # First Principles Review ## Purpose Use this as a lightweight decision review before another Aegis workflow makes a directional choice. It is a compositional skill, not a standalone workflow. Do not replace `brainstorming`, `systematic-debugging`, `writing-plans`, `requesting-code-review`, or `verification-before-completion`. Use it to clean the decision surface those skills will act on. When this review materially changes the direction, surface `Aegis Visibility` in natural prose: name the first principle, dropped assumption, smallest sufficient path, or owner / retirement falsifier that changed the decision. Keep it advisory and task-specific; do not turn the lens into approval authority or a generic skill trace. ## Use When - The user asks for first principles, first-principles thinking, or Occam's razor. - A design, plan, or fix has multiple plausible paths and unclear selection criteria. - The task has ambiguous goals, competing constraints, or product/architecture direction risk. - Debugging is drifting into repeated fixes, fallback growth, duplicate owners, consumer-side patches, or "just add another branch" reasoning. - A review finds that the implementation may be locally correct but directionally wrong. ## Do Not Use - Simple Q&A, status checks, tiny wording/config edits, or clearly bounded single-owner changes. - Mechanical execution of an approved plan unless a new directional conflict appears. - As a required step for every task, every turn, or every TDD cycle. ## Five-Line Review Answer only what is needed, usually in five short lines: ```text First Principle: What irreducible outcome must this satisfy? Non-negotiables: What constraints cannot be broken? Assumptions to Drop: What is habit, inherited shape, or unproven preference? Smallest Sufficient Path: What is the least complex path that satisfies the first principle? Escalation Signal: What finding would require spec/design/architecture review? ``` When the direction depends on a new mechanism or an unfamiliar domain, insert one optional line between path and escalation: ```text Known Prior Art: proven external pattern worth adopting or adapting to project constraints (cite source), or `unknown` when precedent cannot be verified here ``` For repair choices, "smallest" means smallest sufficient stable repair, not the smallest textual diff: ```text Minimality Check: - Smallest textual diff: - Correct owner: - Bug class fixed: - New branch/fallback added: - Old path retired or scheduled: - Verdict: sufficient repair | local patch | needs first-principles review ``` ## Decision Hygiene Review Use this escalation only when a design, fix, or plan needs endorsement before it is written into a spec or implementation plan. Escalate from the five-line review when any of these risk signals appear: - multiple plausible paths and no clear selection criteria - a new owner, duplicate owner, fallback, adapter, or compat-only carrier - an old path that may need delete-first handling or a retirement trigger - an unverified assumption that the proposal depends on - user language such as "more elegant", "long-term stable", "first principles", or "Occam" - a plan could encode the wrong owner, abstraction, compatibility boundary, or retirement schedule - an existing object, behavior, responsibility, contract, or relationship may be reinterpreted, narrowed, replaced, or retired, and the proposal could lose a legitimate role or explicit reference while removing invalid authority Use this compact shape: ```text First-principles invariants: - Non-negotiable goal: - Non-negotiable constraints: - Historical assumptions to delete: Bounded preservation reminder: - Evidence-backed behavior that must remain correct: - Highest-risk counterexample: - Material unknown / uninspected surface: - Known explicit anchors / upstream-downstream refs and disposition: - Role-before-value ambiguity, if any: Owner / retirement matrix: - New canonical owner: - Old owner: - Compat-only carrier: - Delete-first / retirement trigger: Falsification matrix (evaluate in order; stop at the first failing gate): - Gate 0 - Premise evidence (stage-graded): design stage accepts spec/logic refs; implementation/runtime stage requires log, telemetry, or test evidence. No evidence -> park as watch-listed, do not enter value evaluation. - Gate 1 - Decidability: no obtainable evidence to judge it -> park as a watched falsifier, do not act. - Gate 2 - Value (any one): lowers future fix probability / shrinks the solution set / exposes a missing actionable acceptance criterion / the same broken assumption is reused elsewhere. Passing here still requires gates 3-5. - Gate 3 - Cost match: change cost vs business priority, costed at the current stage; a valid but deferred counterexample is recorded in the owner doc, never parked orally. - Gate 4 - Goal regression: the constrained solution still meets the original goal; re-read the accepted-constraint list at existing checkpoints (design review, plan approval, pre-completion verification). - Gate 5 - Minimize then classify: boundary-shaped destructive claims must be minimized first; premise attacks classify as destructive directly. Classes: destructive (refactor/retirement track) | supplementary (boundary constraint) | watch-listed (falsifier). Conflicting counterexamples are decided by business-goal ranking, never by stacking constraints. - Gate 6 - Adoption trace: the cheapest checkable form (regression test for destructive; contract, assertion, or checklist line for supplementary), written into the existing owner doc. Verdict: - Adopt / revise / reject / needs evidence: - Blocking
Excerpt, first 6,000 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.
Install
Pinned to the audited commit 177240a
git clone https://github.com/GanyuanRan/Aegis git -C Aegis checkout 177240a262fe
The author documents no install command, so this uses the repository directly. Our verdict covers commit 177240a262fe only.
Works in
The author has not said which agents this skill supports, and we have not tested it in any.
Audit history
Every audit, every source change
- ✓SAFE B 89 / 100
first audit · source
177240a262fe
README badge
For maintainers · shows the latest audit
[](https://modelsatlas.com/skills/ganyuanran/first-principles-review/)
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Questions about First Principles Review
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Sources
- github.com/GanyuanRan/Aegis/tree/main/skills/first-principles-re — the audited source at commit 177240a262fe and every finding aboveObserved · 18 Oct 2026
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Opens with this page as the source. We add nothing else to the prompt.
- What does the First Principles Review skill do?
- Is First Principles Review safe to install?
- What can First Principles Review access on my machine?