What is ML_RandD_Server CLAUDE.md?

A project instruction file for the Bioliminal ML and analysis server. It documents file organization, equipment records, documentation rules, and privacy requirements for sensitive biometric-like data.

Use it when changing the RnD server, its documentation, equipment database, or data involving sEMG, consent, or retention.

It gives coding agents the project context and constraints needed to place files correctly and handle regulated data carefully.

How Bioliminal/ML_RandD_Server configures Claude Code

Reuse

Borrowing it

Nothing to install: this file belongs to Bioliminal/ML_RandD_Server. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file

curl -O https://raw.githubusercontent.com/Bioliminal/ML_RandD_Server/main/CLAUDE.md

Clone the repo

git clone --depth 1 https://github.com/Bioliminal/ML_RandD_Server

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

README.md

[![agentmods](https://agentmods.dev/badge/instructions/bioliminal/ml_randd_server/claude-md/github.svg)](https://agentmods.dev/instructions/bioliminal/ml_randd_server/claude-md)

Your own site

<a href="https://agentmods.dev/instructions/bioliminal/ml_randd_server/claude-md"><img src="https://agentmods.dev/badge/instructions/bioliminal/ml_randd_server/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

Your own site · 80×15

<a href="https://agentmods.dev/instructions/bioliminal/ml_randd_server/claude-md"><img src="https://agentmods.dev/badge/instructions/bioliminal/ml_randd_server/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>

Per session 1,337 This file is loaded in full into every session.

When invoked 1,337 The same file — it is already loaded in full.

Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.

Origin original No closer match found in the catalogue.

Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

Model	Per session	Once invoked
Fable 5.1	$0.01337	$0.01337
Opus 5.5	$0.00535	$0.00535
Sonnet 5.5	$0.00267	$0.00267
Haiku 4.5	$0.00134	$0.00134

Measured 2mo ago against content hash 62967ee924ba, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ML_RandD_Server CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

CLAUDE.md · 62 lines

How it starts

The opening of the file, as written. The whole thing — 62 lines — stays where its author put it; the contents beside it link to each section on GitHub.

RnD_Server — ML & Analysis Server

Updated: 2026-04-21 Owner: AaronCarney

Project-wide context (team, pipeline architecture, constraints, GitLab label taxonomy) lives in the parent CLAUDE.md at projects/bioliminal/CLAUDE.md. This file covers repo-specific file organization and conventions.

Documentation conventions: see https://gitlab.com/bioliminal/bioliminal/-/blob/main/CONVENTIONS.md — header schema (Status / Created / Updated / Owner), git-author → gitlab-handle mapping, and the delete-over-archive rule for superseded content. Follow the header schema for every new doc under docs/.

Compliance & Privacy Posture

Not HIPAA. Binding regimes: WA MHMDA (opt-in, $7,500/violation, private right of action), FTC HBNR (~$53k/violation), GDPR Art 9 in EU (no wellness exception). IL BIPA HB 2984 pending would add neural data. sEMG is functionally biometric — 90–97% re-id from 0.8s of 4-channel data. Schema changes that touch sEMG, session consent, or retention must treat these as load-bearing constraints, not compliance theater.

Full analysis (always read, do not restate from memory): projects/bioliminal/research/synthesis/deep-read-semg-privacy-regulation-2026-04-15.md. Parent hub: projects/bioliminal/CLAUDE.md § "Compliance & Privacy Posture".

File Organization

Placement Rules

Files go where their primary purpose lives. This repo is public; internal strategy/ops/session content lives in the private bioliminal-ops repo, and literature content lives in the private research repo.

If the file is primarily about...	It goes in...
A physical component, sensor, actuator, or form factor	`hardware/` in this repo
Buying, sourcing, or pricing components	`hardware/bom/` in this repo
Engineering decisions safe for public view: license audits, algorithm implementation notes, library comparisons	`docs/research/` in this repo
Training scripts, model configs, dataset processing	`ml/` in this repo
Application code, UI, API	`software/` in this repo
Mobile/server contract handoffs (Dart interfaces, JSON schemas, fixtures)	`operations/handover/mobile/` in `bioliminal-ops`
Build tooling, CI, Docker, scripts	`tools/` in this repo
Literature: papers, synopses, synthesis docs, deep reads	`research` repo (private)
Strategy: commercial viability, GTM, investor-facing framing, L1/L2 plans, cross-domain decisions	`bioliminal-ops` repo (private)
Competitors, market sizing, pricing, regulatory strategy	`market/` in `bioliminal-ops`
Cross-team internal comms, session handoffs, progress files	`operations/comms/` or `sessions/` in `bioliminal-ops`

Read the full file on GitHub · 62 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

2mo ago First seen · 62 lines · 1,337 tokens per session scan A 62967ee924ba

Subscribe to this mod's changes

ML_RandD_Server CLAUDE.md is an instructions file published in the GitHub repository Bioliminal/ML_RandD_Server (43 stars, last pushed 6mo ago), licensed MIT. It adds 1,337 tokens to every session, about $0.0053 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

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ML_RandD_Server: Instructions file for Claude Code