memory-consolidation SKILL.md skillA

memory-consolidation from amey-thakur/ai-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add amey-thakur/ai-skills/memory-consolidation@git:20260728.fe84bd4

Pins git:20260728.fe84bd4 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
amey-thakur/ai-skills
Path
skills/ai-memory-rag/memory-consolidation/SKILL.md
Versions recorded
1
Latest version
git:20260728.fe84bd4, committed Jul 28, 2026
Size
1,958 bytes
Repository stars
14
License
MIT

Periodically merge, deduplicate, and abstract accumulated memories so recall stays fast and coherent as volume grows. Use when a memory store has grown large and retrieval returns redundant or conflicting entries.

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

# Memory consolidation

Memory written incrementally accumulates duplicates, near-duplicates,
and superseded facts. Consolidation is the background pass that turns a
log of observations into a coherent store, which is what keeps retrieval
useful at scale.

## Method

1. **Deduplicate on meaning, not on text.** Two differently worded
   records of the same fact are one fact, and near-duplicate detection
   is the bulk of the work.
2. **Merge with the strongest provenance.** When combining, keep the
   earliest establishment and the most recent confirmation, since both
   carry information.
3. **Abstract repeated specifics into a general fact.** Several
   observations of the same pattern become one statement, with the
   instances discardable.
4. **Resolve contradictions explicitly.** Prefer recent and
   user-stated over old and inferred, and record that a change happened
   rather than silently replacing (see long-term-user-memory).
5. **Run it as background work, not inline.** Consolidation is
   expensive and must not sit in the request path (see
   media-processing-queue for the analogous pattern).
6. **Keep the raw records until consolidation is verified.** A bad merge
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add amey-thakur/ai-skills/memory-consolidation@sha256:94c842da89170184

The line at the top of this page pins the label git:20260728.fe84bd4, 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_dgiwqast7bgbhhk6.svg)](https://markdownregistry.com/a/art_dgiwqast7bgbhhk6)

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

Versions

The registry has recorded 1 version of this file, committed on Jul 28, 2026.

versioncommittedcommitsizeaudit
git:20260728.fe84bd4 latest2026-07-28 fe84bd4 1,958 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 (1958 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

amey-thakur/ai-skills · 14 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_dgiwqast7bgbhhk6
GET https://markdownregistry.com/api/v1/resolve?ref=amey-thakur/ai-skills/memory-consolidation
GET https://markdownregistry.com/api/v1/blob/94c842da8917018453a9a845cb9a0687a5353a27768adf00921f780255fd72c6

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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Every file in amey-thakur/ai-skills

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