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skill-launchagentmemory
Your AI needs knowledge. Must every prompt carry it all?
Agents face a tradeoff between stuffing full chat history into every prompt and losing useful lessons when context is trimmed. AgentMemory v1.15.1 gives your workspace shared memory across five knowledge kinds.
Martin Shein
Nov 13, 2026 · 4 min read
code-indexagentmemoryagents
Stop paying your agents to search your code. Give them a map.
OPVS now keeps a map of each project's code and ties every lesson your team writes to the code it is about, so agents start in the right place and get only the rules that apply.
Martin Shein
Oct 11, 2026 · 6 min read
agentmemorycompressioncontext-windows
Compressing agent memory only works on long memories
We compressed 589 production agent memories into a structured format. 37% of them came out larger than they went in. Here is the break-even length nobody mentions.
Martin Shein
Aug 11, 2026 · 4 min read
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