HEINI Insights — Blog (EN)Ideas, analysis and practical knowledge for businesses serious about AI.https://heini.app/en-USVerifiable Forgetting in Multi-Tier Memory Systems via Tier-Specific Mutual-Information Thresholdshttps://heini.app/en/blog/verifiable-forgetting-multi-tier-memory/https://heini.app/en/blog/verifiable-forgetting-multi-tier-memory/A defensive publication on a tier-specific mutual-information threshold method for verifying record deletion in multi-tier memory systems used in agentic AI products. Establishes prior art under § 3 Abs. 1 PatG, Art. 54 (2) EPC, and 35 USC § 102(a)(1).Wed, 06 May 2026 00:00:00 GMTtechnical-notesOne line for everything — how the HeiniBar works in the shop and in the back officehttps://heini.app/en/blog/one-line-for-everything/https://heini.app/en/blog/one-line-for-everything/In the shop, the customer describes what they need. In the back office, the bar opens with Cmd+K and queues cases for approval. One bar in two worlds — the same style, the same voice, separated roles and view.Tue, 05 May 2026 00:00:00 GMTthought-leadershipWhat's in HEINI from day onehttps://heini.app/en/blog/whats-in-heini-from-day-one/https://heini.app/en/blog/whats-in-heini-from-day-one/Instead of stitching together five tools — one layer in which product data, variant logic, the passport, approval, German hosting, x-Bar and memory work together from day one.Tue, 05 May 2026 00:00:00 GMTthought-leadershipThe Digital Product Passport Does Not Have to Be a Burdenhttps://heini.app/en/blog/digital-product-passport-not-a-burden/https://heini.app/en/blog/digital-product-passport-not-a-burden/Passport obligations depend on product group and legislation; the battery passport applies to specific categories from 18 February 2027. How mid-sized manufacturers meet the obligation without an ERP migration and without a tool island.Mon, 04 May 2026 00:00:00 GMTthought-leadershipOne Week, Five Trust Stacks for Autonomous Software — and One Morehttps://heini.app/en/blog/five-trust-stacks-for-autonomous-software/https://heini.app/en/blog/five-trust-stacks-for-autonomous-software/OKX, Stripe, Experian, Microsoft, Salesforce and SAP gave very different answers to the same question in three weeks — and none of them solves the DACH problem.Thu, 30 Apr 2026 00:00:00 GMTthought-leadershipThe EU AI Act Without Cryptographic Proof Is an Empty Shellhttps://heini.app/en/blog/eu-ai-act-without-cryptographic-proof/https://heini.app/en/blog/eu-ai-act-without-cryptographic-proof/In 13 weeks the regulation enters full effect in its core provisions. Many companies will meet a requirement they cannot prove.Sat, 25 Apr 2026 00:00:00 GMTthought-leadershipThe Proof Layer for Autonomous Softwarehttps://heini.app/en/blog/proof-layer-for-autonomous-software/https://heini.app/en/blog/proof-layer-for-autonomous-software/Why the next layer of the enterprise stack does not need more intelligence — it needs provability. On logging, tamper resistance and external verifiability for autonomous software.Sat, 25 Apr 2026 00:00:00 GMTthought-leadershipTokenized Assets Without a Proof Layer Are a Legal Riskhttps://heini.app/en/blog/tokenized-assets-without-proof-layer/https://heini.app/en/blog/tokenized-assets-without-proof-layer/What the latest tokenization partnerships expose — and why programmable asset volumes without cryptographic action attestation rest on legally shaky ground.Sat, 25 Apr 2026 00:00:00 GMTthought-leadershipWhy AI agent systems get messy — and why HEINI is built around order, roles, and approvalhttps://heini.app/en/blog/why-ai-agent-systems-get-messy/https://heini.app/en/blog/why-ai-agent-systems-get-messy/Many multi-agent setups have structural problems with coordination, ownership, and common operating state. HEINI answers that with an ordered intake layer, clear roles, and an approval-first workflow.Fri, 24 Apr 2026 00:00:00 GMTthought-leadership