SAIHM Blog https://saihm.coti.global/blog Sovereign AI Horizontal Memory — notes on AI memory, sovereignty, and the protocol. en Mon, 20 Jul 2026 00:00:00 GMT https://saihm.coti.global/img/IMG_6096.pngSAIHM Bloghttps://saihm.coti.global/blog Switch AI models, keep every memory — and stay compliant https://saihm.coti.global/blog/2026-07-20-switch-ai-models-keep-memory-compliant https://saihm.coti.global/blog/2026-07-20-switch-ai-models-keep-memory-compliant Mon, 20 Jul 2026 00:00:00 GMT Move from Claude to Kimi to a private local model without your assistant forgetting a thing, and without scattering regulated data across vendors. One memory you own, any model can use, with compliance built in. AI model portability switch AI models AI memory compliance own your AI memory local AI models vendor lock-in sovereign AI memory Beyond remembering: what SHM adds to SAIHM for the enterprise https://saihm.coti.global/blog/2026-07-14-shm-super-human-memory-enterprise https://saihm.coti.global/blog/2026-07-14-shm-super-human-memory-enterprise Tue, 14 Jul 2026 00:00:00 GMT SHM, the Super-Human Memory add-on on SAIHM's Enterprise tiers, makes defensible memory compound: recall by meaning, always-hot retrieval, consolidation, concurrent conversations that never blur, and work that survives the context window. enterprise AI memory AI governance semantic memory agent fleet management AI compliance knowledge operations regulated industries Your AI is keeping a record on you. Who can take it? https://saihm.coti.global/blog/2026-07-04-who-can-read-your-ai-memory https://saihm.coti.global/blog/2026-07-04-who-can-read-your-ai-memory Sat, 04 Jul 2026 00:00:00 GMT Your AI assistant keeps a growing record of everything you tell it, and it can be handed over. SAIHM is memory you hold yourself, carry between AI tools, and can erase for real. AI privacy AI memory data ownership right to be forgotten digital security surveillance data protection Why an agent harness needs the right memory protocol, not a memory feature https://saihm.coti.global/blog/2026-07-01-agent-harness-right-memory-protocol https://saihm.coti.global/blog/2026-07-01-agent-harness-right-memory-protocol Wed, 01 Jul 2026 00:00:00 GMT A memory feature isn't enough. A harness needs bounded recall, correctness under change, portability, and provable erasure. With a reproducible benchmark. agent harness agent memory memory protocol context window token cost MCP cross-model memory provable erasure SAIHM gives your AI a memory, not a new brain https://saihm.coti.global/blog/2026-07-01-memory-layer-not-intelligence https://saihm.coti.global/blog/2026-07-01-memory-layer-not-intelligence Wed, 01 Jul 2026 00:00:00 GMT SAIHM is a memory layer, not intelligence. It gives your AI persistent, portable, private memory that cuts token cost - what to expect when you join. getting started memory layer AI memory expectations onboarding token economy AI capabilities Your app's AI assistant re-sends the whole conversation on every message — that's the bill https://saihm.coti.global/blog/2026-06-30-ai-chat-feature-token-cost https://saihm.coti.global/blog/2026-06-30-ai-chat-feature-token-cost Tue, 30 Jun 2026 00:00:00 GMT Your app AI assistant re-sends the whole conversation on every message, so cost grows with chat length. SAIHM recalls a bounded memory instead. AI agent memory web development full-stack chatbot context window token cost Your database AI agent re-reads the whole catalog every step — that's the bill https://saihm.coti.global/blog/2026-06-30-ai-database-agent-token-cost https://saihm.coti.global/blog/2026-06-30-ai-database-agent-token-cost Tue, 30 Jun 2026 00:00:00 GMT A database AI agent re-sends the whole catalog every step, so each suggestion costs more as the schema grows. SAIHM recalls only what a query needs. AI agent memory database DBA SQL context window token cost Your security AI agent carries the whole case history into every alert — that's the bill https://saihm.coti.global/blog/2026-06-30-ai-security-triage-token-cost https://saihm.coti.global/blog/2026-06-30-ai-security-triage-token-cost Tue, 30 Jun 2026 00:00:00 GMT A security AI agent carries the whole case history into every alert, so triage cost climbs. SAIHM recalls only the signals an alert needs. AI agent memory cybersecurity security operations threat detection context window token cost An AI agent reasoning over your warehouse pays for the whole schema every turn https://saihm.coti.global/blog/2026-06-29-ai-data-pipeline-schema-context https://saihm.coti.global/blog/2026-06-29-ai-data-pipeline-schema-context Mon, 29 Jun 2026 00:00:00 GMT An AI agent reasoning over your warehouse re-sends the whole schema each turn. SAIHM recalls only the objects a query touches, under your keys. AI agent memory data engineering data pipeline schema context window token cost Your incident-response AI agent gets more expensive the longer the incident runs https://saihm.coti.global/blog/2026-06-29-ai-incident-response-token-cost https://saihm.coti.global/blog/2026-06-29-ai-incident-response-token-cost Mon, 29 Jun 2026 00:00:00 GMT An incident-response AI agent re-sends the whole timeline each step, so cost climbs as the incident drags on. SAIHM recalls only what matters. AI agent memory DevOps SRE incident response context window token cost Your AI test-writer re-reads the whole suite every time — that is the bill https://saihm.coti.global/blog/2026-06-29-ai-test-automation-context-cost https://saihm.coti.global/blog/2026-06-29-ai-test-automation-context-cost Mon, 29 Jun 2026 00:00:00 GMT An AI test-writer re-sends your entire suite every turn, so each new test costs more. SAIHM recalls only the code under test, under your keys. AI agent memory test automation QA CI context window token cost The hidden O(N²) tax in AI agent loops — measured, with a benchmark you can run https://saihm.coti.global/blog/2026-06-23-token-benchmark-agent-loops https://saihm.coti.global/blog/2026-06-23-token-benchmark-agent-loops Tue, 23 Jun 2026 00:00:00 GMT Agent loops re-send the whole transcript, so context cost grows roughly O(N^2). An open, reproducible benchmark, and how SAIHM flattens it. AI agent memory context window token cost Claude Code Cursor benchmark Stateless MCP, durable memory: the hard choices are already made. The answer is SAIHM. https://saihm.coti.global/blog/2026-06-11-stateless-core-durable-memory https://saihm.coti.global/blog/2026-06-11-stateless-core-durable-memory Thu, 11 Jun 2026 00:00:00 GMT A thin, restart-safe agent core plus durable external memory. SAIHM makes the hard architecture choices so your harness stays simple. Model Context Protocol MCP sessionless baseline Thread IDs durable AI memory AI memory server AI needs memory better than yours. SAIHM is the way. https://saihm.coti.global/blog/2026-06-05-ai-memory-better-than-yours https://saihm.coti.global/blog/2026-06-05-ai-memory-better-than-yours Fri, 05 Jun 2026 00:00:00 GMT AI agents need memory better than a human's: persistent, portable across models, and provably erasable. SAIHM is that memory layer. AI memory you can trust self-correcting AI memory trustworthy AI memory AI memory consolidation verifiable AI memory What makes SAIHM different: built for compliance, not bolted on https://saihm.coti.global/blog/2026-05-31-what-makes-saihm-different https://saihm.coti.global/blog/2026-05-31-what-makes-saihm-different Sun, 31 May 2026 00:00:00 GMT SAIHM is built for compliance, not bolted on: non-custodial encryption, provable per-record erasure, and a tamper-evident audit trail. AI memory AI memory compliance CISO AI memory regulatory compliance sovereign AI memory data sovereignty Cryptographic erasure: how SAIHM makes AI memory forget for real https://saihm.coti.global/blog/2026-05-21-cryptographic-erasure-ai-memory https://saihm.coti.global/blog/2026-05-21-cryptographic-erasure-ai-memory Thu, 21 May 2026 00:00:00 GMT Soft-deletes leave data in backups. SAIHM erases AI memory per record by destroying the key, with a tamper-evident audit trail you can show. cryptographic erasure GDPR Article 17 AI memory compliance right to be forgotten crypto-shredding Polymorphous cells: one memory shape for every AI workload https://saihm.coti.global/blog/2026-05-21-polymorphous-ai-memory-cells https://saihm.coti.global/blog/2026-05-21-polymorphous-ai-memory-cells Thu, 21 May 2026 00:00:00 GMT One memory primitive for every AI workload: SAIHM polymorphous cells adapt shape across facts, decisions, and context without a schema rewrite. AI memory polymorphous data vector database alternative AI agent memory architecture Model Context Protocol Where AI memory lives: the substrate underneath SAIHM https://saihm.coti.global/blog/2026-05-21-where-ai-memory-lives https://saihm.coti.global/blog/2026-05-21-where-ai-memory-lives Thu, 21 May 2026 00:00:00 GMT Where does AI memory actually live? The substrate under SAIHM: ciphertext storage, an on-chain audit anchor, and wallet-derived keys you control. AI memory substrate blockchain anchor Decentralized storage COTI V2 L1 on-chain audit AI memory needs a standard. SAIHM is built to be it. https://saihm.coti.global/blog/2026-05-18-ai-memory-needs-a-standard https://saihm.coti.global/blog/2026-05-18-ai-memory-needs-a-standard Mon, 18 May 2026 00:00:00 GMT A CEO/CISO read: the AI memory landscape, the consensus requirements a standard must meet, and why SAIHM is the most complete public candidate today. AI memory standard CISO AI memory AI compliance EU AI Act GDPR AI memory SAIHM cuts AI context tokens around 80% on long sessions https://saihm.coti.global/blog/2026-05-17-saihm-80-percent-fewer-tokens https://saihm.coti.global/blog/2026-05-17-saihm-80-percent-fewer-tokens Sun, 17 May 2026 00:00:00 GMT Long agent sessions re-send the whole transcript. SAIHM recalls a bounded set instead, cutting context tokens around 80%, with an open benchmark. SAIHM prompts AI token savings context window AI productivity AI compliance SAIHM and Claude Code's new memory: a sovereign protocol layer https://saihm.coti.global/blog/2026-05-09-saihm-and-claude-code-memory https://saihm.coti.global/blog/2026-05-09-saihm-and-claude-code-memory Sat, 09 May 2026 00:00:00 GMT How SAIHM adds a sovereign, portable memory layer beneath Claude Code and managed agents: persistent across sessions, encrypted under keys you hold. Claude Code memory AI agent memory Model Context Protocol GDPR right to erasure sovereign memory