Rare find

SwarmAI. An AI assistant that gets smarter every time you use it, learning from what you ask it to do.

github.com/xg-gh-25

@xg-gh-25

Problem

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Audience

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Market

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Pricing

The full read on this project is a sign-in away — what it solves, who it serves, and where it sits in the market.

Vaya's read on this project

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Updates

July 2026

fix(security): mark non-security MD5 usages usedforsecurity=False (ba… Jul 14
Kill image-read token bloat: (1) new PreToolUse Read-scoped hook image_r Jul 13
release: v1.25.0 Jul 13
chore(docs): refresh auto-generated metrics Jul 13
Extend _run_knowledge_lifecycle to archive+strip dormant KNOWLEDGE.md en Jul 13
chore(docs): refresh auto-generated metrics and lockfile Jul 13
Fix 3-bug death-chain blocking MEMORY.md auto-decay/archive/index-rebuil Jul 13
chore(chat): remove tab-switch render profiler diagnostic probe Jul 13
Fix pre-existing symlink-following exfiltration in plugin_manager skill Jul 13
projection_layer.copytree exclude __pycache__/*.pyc/*.pyo — root-fix cha Jul 13
test(chat): fix 3 stale E2E warm/resume scenarios blocking chat-brain… Jul 13
fix(security): SSRF egress guard at shared outbound-fetch chokepoint … Jul 13
chore(docs): refresh auto-generated metrics Jul 13
docs(steering): add security coding baseline Jul 13
fix(ddd): add Runtime Traps + What to Watch For to DDD doc templates … Jul 13
fix(ddd): raise PRODUCT-branch entry bar — lone incidental product wo… Jul 13
feat(ddd): confident evidence-driven retire AUTO-APPLIES (reversible)… Jul 13
fix(ddd): stop misrouting reflect process-lessons to PRODUCT#Strategi… Jul 13
test(P0): cross-tab HITL exemption test + comment fix (adversarial fo… Jul 13
fix(P0): dangerous-command approval hang — exempt HITL events from OT… Jul 13
Release —SwarmAI v1.24.1 Jul 10
Release —SwarmAI v1.24.0 Jul 3
Release —SwarmAI v1.23.0 Jul 1

June 2026

Release —SwarmAI v1.22.0 Jun 28
Release —SwarmAI v1.21.0 Jun 25
Release —SwarmAI v1.20.0 Jun 18
Release —SwarmAI v1.19.0 Jun 10
Release —SwarmAI v1.18.2 Jun 9
Release —SwarmAI v1.18.1 Jun 8
Release —v1.18.0 — Streaming Spinner-Hang Root Cause Fix Jun 7