fresh-context-verify
Use when a value, address, offset, or assumption has become load-bearing and you have relied on it for many steps without an independent check — especially in long reverse-engineering or autonomous-loop work that keeps hitting inconsistencies. Re-derive the value in a FRESH context that cannot inherit your current reasoning, and halt if it disagrees. The structural fix for sunk-cost grinding on a wrong-but-consistent anchor.
- License 许可
- MIT
- 最近更新
- 2026-11-02
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01 前言 Front Matter
- name
- fresh-context-verify
- description
- Use when a value, address, offset, or assumption has become load-bearing and you have relied on it for many steps without an independent check — especially in long reverse-engineering or autonomous-loop work that keeps hitting inconsistencies. Re-derive the value in a FRESH context that cannot inherit your current reasoning, and halt if it disagrees. The structural fix for sunk-cost grinding on a wrong-but-consistent anchor.
03 SKILL.md 正文
Fresh-Context Verify
Same-context self-checking ("am I sure?") is proven unreliable — a wrong anchor stays wrong because the reasoning that produced it is still in the window (intrinsic self-correction degrades reasoning; Huang et al., ICLR 2024). The only fix is an EXTERNAL oracle: re-derive the value in a clean context that never saw your assumption.
When to run
- A periodic FALSIFY-CHECK prompt told you to (you have made many edits on one assumption).
- You keep hitting inconsistencies / contradictions and the work is not converging.
- A single number / address / offset / field is load-bearing for a long chain of work.
- Before committing days more effort to a path built on one unverified value.
Protocol
- Name the anchor. State the exact value or assumption and the ONE claim everything downstream depends on (e.g. "the date gate is checked at sub_X" or "field +Y holds the timestamp").
- Spawn a clean re-derivation. Use the
Agenttool (Exploreor general-purpose) with a prompt containing ONLY the raw evidence (the binary / file / data + the question) and NOT your reasoning or your current answer: "Independently determine X from this evidence. Do not assume any prior value." The fresh agent cannot inherit your wrong anchor. - Compare. Match → the anchor survives; continue with higher confidence. Differs, or the fresh agent cannot reproduce it → STOP. The anchor is suspect — that is your 2-day-waste early-warning.
- On mismatch: do not patch around it. Re-derive from the disagreement; if the two derivations still conflict, surface both to the user.
Why a subagent, not "re-check yourself"
The subagent runs in a separate context window — it is the independent sample / fresh reviewer the evidence demands. Re-reading your own chat is not independent; it re-confirms the bias. Keep the fresh agent's input minimal and bias-free, and never tell it your current answer.
04 同仓库更多 Skills
clarify-requirements
Resolve genuine pre-execution ambiguity by scanning repo context, generating 1-6 grounded options, and asking 1-3 focused questions via AskUserQuestion. NOT for mid-task use (injection risk); NOT when the goal is already unambiguous; use to disambiguate vague prompts before any file edits.
openmm-md
Run FREE, open-source, Windows-native GPU molecular dynamics via the openmm-md MCP (OpenMM + CUDA on the local NVIDIA GPU). Use for protein / protein-ligand MD when you want a free stack or are on Windows without a Schrodinger license. Covers the full workflow (prepare, solvate, minimize, equilibrate, production, analyze, mmgbsa) AND an honest decision guide vs Schrodinger Desmond, including how to run Desmond legitimately on Linux or a cloud GPU with a real license. This is a deliberately LESSER free alternative and does NOT replace the schrodinger MCP tools. Do NOT use it to pick a free tool when a validated FEP+, WaterMap, IFD-MD, or Prime MM-GBSA result is actually required.
visual-review
Take screenshots of web pages and UI using Playwright for visual review and iteration
status
Diagnostic status report — shows metaswarm installation state, project setup, and potential issues
start
Use when starting work on any task, when the user mentions metaswarm, or when the user wants to begin tracked development work
setup
Interactive project setup — detects your project, configures metaswarm, writes project-local files