SignalMesh: The Open Source Ambient Context Layer for AI Agent Fleets
99.97% cost reduction on context reads. 1.69µs retrieval. Drop-in with LangChain, CrewAI, AutoGen.
The problem every multi-agent system has
Your agents are making tool calls to read context that hasn't changed. Each one costs:
800ms+ round-trip latency
Scaffold tokens burned on the same boilerplate
Most "agent memory" and "agent context" tools today require sending your data to someone else's...
Here's the number that made me rethink everything I thought I knew about agent architecture: most...
Context engineering matters for two reasons: reliability and cost. If your agent's context window is...
Context engineering decides what your agent can see at decision time. Learn the six inputs competing for every token budget and…
Context windows are a budget, not a fill limit. Learn how longer contexts raise costs and hurt reasoning—and how to keep your AI…
Cost is everything. In just about every agentic conversation, the three things that come up for...
