CodeEraser’s publisher presents its released repository as a deterministic judge of LLM-induced code and documentation degradation, potentially enabling repeatable quality checks without an LLM grader.
state: expiredheat: lowuncertainty: highknownscott: lowcoding-agents software-quality agent-evaluationCodeEraserskymanbp
What is this?
The supplied case describes CodeEraser as a released repository promoted in a Show HN submission as “a deterministic judge of LLM-induced code and doc entropy,” suggesting checks for AI-generated code and documentation degradation. The case names skymanbp alongside CodeEraser, but the supplied material does not establish that person’s authorship or publisher role. None of the web result snippets directly documents CodeEraser, so its implementation, release status, repeatability, and ability to operate without an LLM grader remain unverified; the web answer asserts capabilities without supporting project-specific snippets.
Why it matters to Scott
CodeEraser’s advertised deterministic quality checks repeat the position Scott already holds in Evaluation-Driven Development and The Deterministic-AI Pendulum: generated work needs repeatable checks rather than reliance on model judgment. The supplied evidence does not verify implementation, coverage, or judge-free operation, so it establishes neither a practical addition to his release gates nor a consequential convergence opportunity; the radar’s Vise and Tracelint pages track related approaches, not CodeEraser itself.
ip:concept.evaluation-driven-developmentip:concept.deterministic-ai-pendulumradar:vise-deterministic-refactor-gatesradar:tracelint-deterministic-agent-trace-checks
queries asked of Scott's wikis
- deterministic evaluation versus LLM-as-judge
- coding agent harness quality gates regression checks
- AI-generated code maintainability technical debt
- agent-maintained wiki documentation drift integrity checks
- repeatable agent evaluation metrics semantic quality
Measured heat
no measured readings yet — the hourly heat pass fills this in
How the heat travelled
no chain yet — the hourly chain pass fills this in
Evidence (2) — ⭐ canonical anchor
Interpretation history
2026-09-10T22:36:53Z
The discovery window has passed without implementation evidence, concrete checks, or an independent usage report; the repository echo remains repeated positioning rather than corroboration. Expire this unverified tool lead without judging its capabilities disproved; substantive release details or demonstrated use could reopen it.
2026-09-08T21:44:47Z
No substantive evidence has arrived: the GitHub echo repeats the Show HN positioning rather than independently establishing a released implementation. CodeEraser remains a tool-discovery lead, with concrete checks, repeatability, and usefulness for Scott’s quality gates unverified.
2026-09-08T21:39:26Z
grounded: known/low — CodeEraser’s advertised deterministic quality checks repeat the position Scott already holds in Evaluation-Driven Development and The Deterministic-AI Pendulum:
2026-09-08T21:35:04Z
case created — A first-party repository establishes a concrete evaluation-tool episode, but the title alone does not establish detection quality.
Decision trace
- 09-11 08:36expireThe discovery window has passed without implementation evidence, concrete checks, or an independent usage report; the repository echo remains repeated positioning rather than corroboration. Expire thi
- 09-11 08:36alert_silentThere is no new consequential delta or identified near-term confirmation to await. The available positioning does not establish a practical change to Scott’s evaluation workflows, so an interruption w
- 09-11 08:36alert_routeThere is no new consequential delta or identified near-term confirmation to await. The available positioning does not establish a practical change to Scott’s evaluation workflows, so an interruption w
- 09-09 07:44repriceNo substantive evidence has arrived: the GitHub echo repeats the Show HN positioning rather than independently establishing a released implementation. CodeEraser remains a tool-discovery lead, with co
- 09-09 07:44alert_silentThe delta contains no new implementation details, access changes, or demonstrated workflow value. Waiting for routine review costs Scott no identified action; the announcement and its echo still provi
- 09-09 07:44alert_routeThe delta contains no new implementation details, access changes, or demonstrated workflow value. Waiting for routine review costs Scott no identified action; the announcement and its echo still provi
- 09-09 07:44alert_silentThe Show HN announcement establishes a new repository offering, but the supplied evidence contains only its positioning, with no concrete checks, workflow integration, or examples showing a consequent
- 09-09 07:44alert_routeThe Show HN announcement establishes a new repository offering, but the supplied evidence contains only its positioning, with no concrete checks, workflow integration, or examples showing a consequent
- 09-09 07:39groundCodeEraser’s advertised deterministic quality checks repeat the position Scott already holds in Evaluation-Driven Development and The Deterministic-AI Pendulum: generated work needs repeatable checks
- 09-09 07:35createA first-party repository establishes a concrete evaluation-tool episode, but the title alone does not establish detection quality.