backpressure-drop-degrade-policy SKILL.md skillA

backpressure-drop-degrade-policy from himanshuj16/algo-trading-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add himanshuj16/algo-trading-skills/backpressure-drop-degrade-policy@v2.0.0

Pins v2.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
himanshuj16/algo-trading-skills
Path
skills/backpressure-drop-degrade-policy/SKILL.md
Versions recorded
5
Latest version
v2.0.0, committed Sep 3, 2026
First version recorded
Jul 30, 2026
Size
8,243 bytes
Repository stars
50
License
Apache-2.0

Use when a bounded tick buffer sits at capacity for sustained periods and you must choose a drop, sample or degrade policy per stream instead of inheriting a queue library's blocking default. For momentary spikes see tick-buffering-burst-handling.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

## When to Use

Invoke this once `tick-buffering-burst-handling` has established bounded buffers — this skill defines what happens when a buffer is persistently at capacity, i.e., sustained backpressure rather than a momentary burst. Every real-time trading system eventually falls behind producers; the difference between a robust system and a fragile one is whether that moment is handled by a deliberate, chosen policy or by whatever the underlying queue/library happens to do by default (often "block the producer" — the worst outcome, since it propagates the slowdown back to the WebSocket read loop).

## When NOT to Use

- **For momentary bursts.** A short spike that a bounded buffer absorbs is a buffering problem, not a policy problem — see `tick-buffering-burst-handling`.
- **When the consumer is merely slow-to-start.** Fix the consumer or scale it out before deciding what to throw away; a drop policy applied to a fixable bottleneck permanently degrades data quality to paper over a solvable issue.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add himanshuj16/algo-trading-skills/backpressure-drop-degrade-policy@sha256:5ef56b7aa956e175

The line at the top of this page pins the label v2.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_fc2lxbipq3nczrjc.svg)](https://markdownregistry.com/a/art_fc2lxbipq3nczrjc)

1 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Jul 30, 2026 and Sep 3, 2026, about one every 9 days.

versioncommittedcommitsizeaudit
v2.0.0 latest2026-09-03 8527a51 8,243 BA view · diff
v2.0.02026-09-03 64e8b01 8,203 BA view · diff
v2.0.02026-08-13 097e217 8,167 BA view · diff
v1.0.02026-08-07 89d1436 5,033 BA view · diff
v1.02026-07-30 dfc60c7 5,031 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (8243 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

himanshuj16/algo-trading-skills · 50 stars · license Apache-2.0 · pushed 2026-09-14 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_fc2lxbipq3nczrjc
GET https://markdownregistry.com/api/v1/resolve?ref=himanshuj16/algo-trading-skills/backpressure-drop-degrade-policy
GET https://markdownregistry.com/api/v1/blob/5ef56b7aa956e175c3284ef360328aad1dc68639939b33a4a324f88a07c088f7

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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