Prevent the web of memories from becoming a web of lies.
Before your agents meet the world, they should meet Iktomi.
Your agents already have a memory problem. You just can't see it yet.
AI agents increasingly maintain persistent memory, share information, retrieve context from multiple systems, and use tools to take consequential actions. As they work, they construct an operational picture of reality from documents, conversations, tool results, summaries, people, and one another.
Most organizations cannot clearly see or govern that accumulated state — what an agent currently treats as true, where a memory originated, whether it's still current, what contradicts it, which other agents inherited it, or what decisions it went on to influence.
Cost & inefficiency
Agents repeatedly retrieve and transmit duplicated, stale, irrelevant, or overly verbose context — paying, in tokens and latency, for information they didn't need.
Integrity & security
An unsupported conclusion, hidden instruction, or poisoned memory can persist, spread across agents, and influence future actions long after its source has disappeared from view.
An incorrect answer is temporary. A false memory can become part of the system.
One control plane for what your agents know
Iktomi is a platform-neutral memory integrity layer for AI agents. It connects across models, frameworks, tools, and memory systems to provide one place to see what agents remember, retrieve, and treat as true — what humans can inspect and correct, how information spreads, whether memory is driving suspicious behavior, and how efficiently context is delivered.
Iktomi doesn't treat transcripts, embeddings, summaries, instructions, preferences, and verified facts as interchangeable. Every memory carries an explicit type, source, authority level, validity period, correction history, retrieval scope, and security state.
Iktomi
Loom connects the threads. Web gives them structure. Everything else is built on top.
Loom
Connects agents, models, frameworks, MCP servers, tools, memory stores, and data sources into one event stream — capturing every memory write, retrieval, handoff, and consequential action as it happens.
"Connect every agent without replacing its existing memory infrastructure."
Web
Holds the canonical relationships between memories, claims, sources, agents, people, policies, and the actions they lead to.
"One connected view of what every agent knows, where it came from, and what it influenced."
Mirror
Connects to your existing systems without altering memory or controlling behavior. Surfaces what agents currently treat as true, duplicate and stale memory, contradictions, and suspicious activity.
"See your agent memory before asking Iktomi to manage it."
Keeper
The human interface to agent memory. Inspect sources, verify or correct claims, set expiration, restrict retrieval, and quarantine anything suspect — with every correction preserved and traced to what it affected.
"What do our agents currently treat as true, and who is responsible for correcting it?"
Context
Compiles the smallest, safest package of information each agent needs for each task — deduplicated, current, authority-aware, and measurably cheaper, without a loss in quality.
"What is the smallest, safest context this agent needs to complete this task?"
Watch
Monitors for hidden instructions, poisoned writes, unusual retrieval, cross-agent contamination, and drift away from an agent's stated purpose — alerting before it becomes a consequential action.
"Is an agent's memory or behavior changing in a way that creates risk?"
Witness
Reconstructs the causal thread from source to memory to decision to action — which source produced a claim, which agents inherited it, and what it went on to influence. Built for investigation, compliance, and accountability.
"Why did this happen, and what else did it affect?"
Lab
Deliberately attempts to poison memory, insert deceptive instructions, manipulate retrieval, and exploit agent handoffs. Every confirmed failure becomes a repeatable regression test.
"Can this system be manipulated into doing the wrong thing?"
A trickster once called Wisdom
In Lakota and Dakota tradition, Iktomi is the spider who spins the web connecting every mind to every other — and who knows, better than anyone, how easily a false thread comes to look exactly like a true one. We chose the name deliberately, and we're trying to carry it carefully.