https://heurion.org/en/blog Technical monographs by Heurion Research on Dual-Surface CRDTs, Clinical Research AI, and Transactional Agent Operating Systems. en-US https://heurion.org/en/blog/dual-surface-crdt-clinical-ai https://heurion.org/en/blog/dual-surface-crdt-clinical-ai Wed, 04 Nov 2026 09:00:00 GMT huizhao@heurion.org (Hui Zhao · Heurion Research) The free-form script-and-overwrite paradigm that excels in software engineering introduces severe failure modes across academic research manuscripts (.docx) and slide decks (.pptx): OOXML formatting destruction, silent overwriting of concurrent co-author edits, and massive token waste. This monograph dissects three foundational mechanisms in Heurion: (1) Dual-Surface CRDT projection with {#id} structural primitives, (2) two-level 100% byte-preserving OOXML splicing and intra-paragraph Run-level LCS patching (patchParagraph), and (3) 0.128ms selective per-turn AI rollback (revertByNodes) with human-priority conflict skipping. https://heurion.org/en/blog/human-agent-capability-parity-ai-native-software https://heurion.org/en/blog/human-agent-capability-parity-ai-native-software Tue, 03 Nov 2026 09:00:00 GMT huizhao@heurion.org (Hui Zhao · Heurion Research) Legacy software was architected for a single actor: a human clicking a graphical user interface (GUI). Integrating autonomous agents into such systems forces AI into either brittle GUI screen-scraping or dangerous privilege-bypassing scripts. This monograph explains why software systems must be rebuilt from the ground up for human-AI collaboration: enforcing strict Capability and Permission Parity ("An Agent’s Permissions Equal the User’s Permissions"), zero-fork in-process loopback invocation, human-gated confirmation cards for irreversible actions, and compile-time route-to-tool parity invariants. https://heurion.org/en/blog/aegis-os-transactional-agent-kernel https://heurion.org/en/blog/aegis-os-transactional-agent-kernel Mon, 02 Nov 2026 09:00:00 GMT huizhao@heurion.org (Hui Zhao · Heurion Research) When one human expert orchestrates 3 to 5 concurrent autonomous agents at second-by-second cadence, Git feature branches in software engineering collapse into worktree fragmentation and merge conflict explosions—while non-code workflows (document vaults, research manuscripts, clinical/financial data pipelines, and binary media assets) lack branches and compilers altogether, suffering 41.2% silent overwrites and half-written file corruption. This monograph presents a universal transactional collaboration paradigm across code, file trees, and multi-agent pipelines: (1) 0.42ms trunk-anchored Copy-on-Write shadow workspaces for both source trees and multi-gigabyte datasets/documents, (2) proactive TTL file claims and piggybacked IPC protecting both text and binary assets, (3) 4-tier LCS auto-merge paired with generalized domain verification gates (compilers, LaTeX/Schema validators, and PHI privacy scanners), and (4) SHA-256 Content-Addressed Storage (CAS) artifact buses, task DAG hand-offs, and hash-chained permission audit ledgers. https://heurion.org/en/blog/from-agent-plugins-to-enforced-runtime https://heurion.org/en/blog/from-agent-plugins-to-enforced-runtime Thu, 05 Nov 2026 09:00:00 GMT huizhao@heurion.org (Hui Zhao · Heurion Research) Most contemporary AI coding and general-purpose agents (Claude Code, Codex, OpenCode, AGY, Hermes) rely on client plugins, PreToolUse hooks, MCP routing, and system prompts to govern tool execution. Under prompt injection or configuration drift, plugin-level governance fails as a security boundary due to uncovered native tools, shared daemon bypasses, self-modifying settings files, and direct host subprocess spawning. This monograph presents the Aegis OS Three-Tier Enforcement Architecture (Advisory / Enforced / Isolated): inverting control via the aegis-os run parent launcher, read-only .git index separation, single-file read-only config locking, a two-tier L4/L7 network gateway, and a generalized transactional commit pipeline across code, documents, datasets, and live applications.