OctaMem · ระบบความจำที่คงอยู่สำหรับระบบ AI

§ 01Problem & solutionThe cost of forgetting.Abstract№ 01Agents without memory fail in two ways that show up on the balance sheet: they burn tokens re-reading context, and they let hard-won institutional knowledge walk out the door. A memory layer answers both.01The costToken spend compounds every turn.Without memory, the same context is re-sent on every call. Conversations re-explain themselves, prompts balloon, and you pay frontier-model rates to re-read what the model was already told an hour ago.The solutionSend less. Repeat nothing. Pay less.Less context per call — only what's relevant is retrieved and injectedNo repetition — facts and decisions persist instead of being re-sentCheaper models hold their own once the context they receive is sharper02The leakInstitutional knowledge isn't centralised.What your agents and teams learn lives in scattered sessions, local notes, and individual heads. When an employee leaves, it leaves with them. Nothing compounds, and nothing is owned by the organisation.The solutionOne memory the whole organisation owns.Organisation-wide intelligence — every agent reads from one shared layerKnowledge stays when people leave — it lives in the memory, not the personContext compounds across teams instead of resetting every sessionMemory has to be infrastructure — not a patch.See how the architecture solves it§ From failure to system§ 02The ArchitectureMemory in motion.Every request passes through the same disciplined cycle. OctaMem doesn’t fire a generic search across one bucket of text. It rebuilds context from three memory types that each serve a distinct purpose, then reassembles them for the model.Read the technical briefsemanticepisodicprocedural01Appor MCPCaller02SecuritylayerAccess · quota03RetrievalserviceOctaMem agent04MemorylayersThree layers05UnifiedcontextBack to appfig. 1 · Search cycle · stage 1 of 5fig. 1 · Search · stage 1 / 5§ 03File ingestionAny file. Now memory.Hand OctaMem the document itself. Contracts, decks, spreadsheets, emails, PDFs. We parse, structure, and store it as typed memory your agents can query forever.Not embeddings of a blob. Clauses, parties, obligations.Batch upload5 filesAvg pages40Max file30 MBRetentionConfigurableDrop the file. Memory does the rest.contract-v3.pdfPDFMaster Services Agreementparties · term · obligationsParsed memory recordcontract-v3.pdfMaster Services Agreement,v3 · executed 2026-04-12›parties: Acme Corp, OctaMem Inc.›term: 24 months, auto-renew 12›obligations: 99.9% uptime SLA, 30-day deletionSearchable across the account under previous_context: legal-msas.§ From input to inheritance§ 04Compounding intelligenceIntelligence that compounds.Every session without memory is a reset. Every session with memory is an upgrade.Day 1RecognitionDay 30Pattern awarenessDay 180Operational depthfig. 2 · capability over time. Day 360 is off this chart, the curve keeps climbing.0Day 1Recognition.Names, preferences, initial constraints. Conversations feel slightly personalized. The kind a thoughtful intern manages on day one.0Day 30Pattern awareness.The agent remembers your decisions, avoids past mistakes, and follows your workflows without repeated instruction. Fewer questions, fewer corrections.0Day 180Operational depth.Deep institutional context. The agent operates with continuity across teams, releases, and tools. A system of record your AI can actually use.Day 360 isn’t on the chart. The curve keeps climbing.+ Compounds with every sessionOne memory layer. Two paths.Start on the general cloud, or run on a vertical-specific memory cloud tuned to your sector’s schemas, policies, and compliance posture.SEARCH PATHreadsONE MEMORY LAYERSsemanticfacts & knowledgeEepisodicevents & historyPproceduralworkflows & ruleswritesADD PATHfig. 3 · search reads, add writes, same three layers.§ 06Use casesBuilt for real systems.The same memory layer, accessed however your team already builds. No bespoke vertical stack. No rewrite. The platform shapes to the workflow, not the other way around.Coverage at a glanceVerticals08Healthcare, finance, defense, public sector.Runtimes08REST, MCP, SDKs, IDE plugins.Memory layer01Unified across stacks.Stack rewrites00Drop in through existing interfaces.i.Enterprise verticalsii.Builder workflows§ From market to stack§ 07For the enterpriseBuilt for the high-stakes stack.When memory integrity matters, when decisions need traceability, when continuity is not optional. OctaMem is the layer your security, compliance, and infrastructure teams will actually approve.Trust & securityTalk to enterprise§ 08In practiceSame memory. Five runtimes.The full integration. No vector DB to operate. No embedding pipeline to maintain. No chunking. OctaMem holds the memory; you keep your stack — Python, JavaScript, REST, or MCP.›add(). Capture a memory with its previous context.›get() / search(). Recall it from any agent, any session.›MCP. Same operations as tool-calls in any MCP-compatible client.Read the docsSDK referencequickstart.py · pythonfrom octamem import OctaMem

# Your API key from platform.octamem.com.

client = OctaMem(api_key="sk-om-live-...")

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