Autonomous Swarm & Context Orchestration Suite
What this bundle does:
An end-to-end framework for coordinating multi-agent systems without context degradation, hallucination loops, or Git merge conflicts between parallel subagents.
The Enabled Workflow:
- AntiGravity Starter Kit enforces lean instruction rules (<40 lines) and modular reference architectures, saving up to 60% of baseline token consumption.
- AI Context Fuse monitors active context window saturation in real time, triggering safe state snapshots and 1-click handover prompts before reaching compaction limits (28k tokens).
- Universal Agent Hub orchestrates parallel subagent swarms via asynchronous blackboard shared memory, preventing duplicate work.
- (Bonus) Git Agent Lock guarantees atomic file locks and isolated worktrees so parallel AI agents never overwrite each other's branch modifications.
Who it is for:
Senior software engineers and AI system architects building autonomous agent workflows (subagents, swarms, long-running coding jobs) in tools like Claude Code, Cursor, and Windsurf.
Works with any agent that signs in to Agensi, such as Claude, ChatGPT, Claude Code, Cursor and Codex CLI.
One payment, lifetime access. 3 skills unlock instantly in your library.
What's included
3 skills
Deterministic 28k token context watchdog that freezes state, performs project-level snapshots, and lossless handovers.
Asynchronous blackboard shared memory engine and supervisor delegation pattern for concurrent multi-agent swarms.
Eliminates context bloat, audits rule files for token bleed, and enforces the under-40-line Lean Core standard.
See it in action
AI Context Fuse — 28k Token Safety Watchdog & Handover
Example session with this skill installed
Audit the current conversation transcript for token bloating, assess KV-cache hit efficiency, and trigger an automated state handover snapshot if context exceeds 28,000 tokens.
- Read your context and instructions
- Compiled the ai context fuse
Context Safety Audit Report
- Current Token Depth: 28,450 tokens (Threshold: 28,000)
- Status: 🔴 TRIP FUSE TRIGGERED
- KV-Cache Hit Ratio: 84.2% (Static prefix schema verified)
Automated Lossless Handover Generated:
Created state snapshot: dystrybucja/agensi-skill/CURRENT_STATE.md (3.9 KB).
Preserved
- Completed milestones & active architectural constraints.
- Open tasks & next execution pipeline.
- Clean memory reduction: Purged 24,500 obsolete historical tokens (86% memory reclaim).
1-Click Handover Command for Fresh Window:
Load CURRENT_STATE.md and resume execution at milestone #3.
How to use
- 1
Connect your agent to the Agensi MCP
Copy the prompt and paste it into Claude, ChatGPT, Cursor or any agent that supports MCP. It sets up the connection for you. Manual setup
- 2
Sign in to Agensi
Your agent shows a sign-in link. Sign in and click Allow.
- 3
Ask for what you need
Your agent loads these skills and uses them on your task. It always asks before any payment.
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