diff --git a/app/page.tsx b/app/page.tsx
index 339b2ec..107afa8 100644
--- a/app/page.tsx
+++ b/app/page.tsx
@@ -76,7 +76,7 @@ export default function Home() {
               <div className="project-links">
                 <a href={project.href} target="_blank" rel="noreferrer">Repository <ArrowIcon /></a>
                 {'secondaryHref' in project && project.secondaryHref && (
-                  <a href={project.secondaryHref} target="_blank" rel="noreferrer">memwalk <ArrowIcon /></a>
+                  <a href={project.secondaryHref} target="_blank" rel="noreferrer">{'secondaryLabel' in project ? project.secondaryLabel : 'Related project'} <ArrowIcon /></a>
                 )}
               </div>
             </article>
diff --git a/data/resume.ts b/data/resume.ts
index 9b70c78..06d594a 100644
--- a/data/resume.ts
+++ b/data/resume.ts
@@ -1,8 +1,8 @@
 export const resume = {
   name: 'Emil Shanayev',
-  eyebrow: 'AI systems · scientific software · infrastructure',
+  eyebrow: 'AI systems · scientific computing · game technology',
   role: 'AI Systems & Scientific Software Developer',
-  bio: 'I build technical products at the intersection of scientific computing, AI-native software and systems engineering — from molecular similarity tools to a Vulkan renderer and production-oriented backend infrastructure.',
+  bio: 'I build AI-native products and developer infrastructure across scientific computing, agent protocols and game technology — from distributed molecular workloads and LLM-controlled worlds to a Vulkan engine and production Telegram services.',
   location: 'Russia',
   availability: 'Open to internships, research collaborations and engineering projects',
   contacts: [
@@ -15,75 +15,77 @@ export const resume = {
     {
       index: '01',
       title: 'Scientific software',
-      text: 'Molecular data processing, cheminformatics workflows, numerical methods and reproducible command-line tools.',
-      stack: ['Python', 'RDKit', 'ChEMBL', 'NumPy', 'Flask'],
+      text: 'Molecular data processing, cheminformatics workloads, deterministic pipelines and reproducible command-line tools.',
+      stack: ['Python', 'RDKit', 'ChEMBL', 'Go', 'PostgreSQL'],
     },
     {
       index: '02',
       title: 'AI-native systems',
-      text: 'MCP integrations, local model tooling, persistent model state and human-in-the-loop workflows.',
-      stack: ['MCP', 'LLM APIs', 'PyTorch', 'SSM / Mamba', 'Computer Vision'],
+      text: 'Agent protocols, recursive research teams, MCP integrations and human-in-the-loop feedback systems.',
+      stack: ['MCP', 'ACP / JSON-RPC', 'LLM APIs', 'TypeScript', 'Python'],
     },
     {
       index: '03',
       title: 'Systems & infrastructure',
-      text: 'Performance-oriented engines, backend services and the infrastructure needed to ship and operate them.',
-      stack: ['C# / .NET', 'Vulkan', 'Go', 'Docker', 'Jenkins', 'Linux'],
+      text: 'Performance-oriented engines, native audio tools, backend services and the infrastructure needed to ship them.',
+      stack: ['C# / .NET', 'Vulkan', 'Rust', 'Docker', 'WebSocket', 'Linux'],
     },
   ],
   projects: [
     {
       number: '01',
       name: 'Cortex Engine',
-      kind: 'AI-native 3D engine',
-      description: 'A 3D engine with a pure P/Invoke Vulkan 1.3 renderer, PBR shading, cubemap-array shadows, Jolt physics and Flecs ECS. An MCP interface exposes scene operations to AI agents, including object creation, transforms and screenshots.',
+      kind: 'AI-native 3D game engine',
+      description: 'A C#/.NET 9 game engine with a pure P/Invoke Vulkan 1.3 renderer, PBR shading, cubemap-array shadows, native Box3D physics and Flecs ECS. Its editor and runtime expose scene operations to AI agents through MCP.',
       highlights: ['Pure Vulkan 1.3 backend', 'PBR + multi-light shadows', 'Playable FPS demo', '7 MCP scene tools'],
-      tech: ['C#', '.NET 9', 'Vulkan', 'SDL3', 'Jolt', 'Flecs', 'MCP'],
+      tech: ['C#', '.NET 9', 'Vulkan', 'SDL3', 'Box3D', 'Flecs', 'MCP'],
       href: 'https://github.com/emil28092005/Cortex_Engine',
     },
     {
       number: '02',
       name: 'SciMesh',
-      kind: 'Scientific computing framework',
-      description: 'A local Python framework for exact molecular similarity search and sparse similarity-graph construction over ChEMBL-style datasets. It streams input data, bounds top-k memory use and avoids dense N×N similarity matrices.',
-      highlights: ['Morgan fingerprints', 'Exact Tanimoto search', 'Block-wise graph construction', 'Tested CLI package'],
-      tech: ['Python', 'RDKit', 'ChEMBL', 'Pytest'],
+      kind: 'Distributed scientific computing platform',
+      description: 'A local-first platform that turns molecular computations into independent tasks, dispatches them to Go workers and deterministically combines checksum-protected artifacts. The Python SDK provides exact ChEMBL workloads without dense N×N matrices.',
+      highlights: ['Python workload SDK', 'Go coordinator + workers', 'PostgreSQL / SQLite modes', 'Cross-platform signed releases'],
+      tech: ['Python', 'Go', 'RDKit', 'PostgreSQL', 'Docker', 'SHA-256'],
       href: 'https://github.com/emil28092005/SciMesh',
     },
     {
       number: '03',
-      name: 'Bioportal Lab',
-      kind: 'Laboratory CV prototype',
-      description: 'A Russian-language prototype for microbiology workflows. PetriCount combines multi-scale computer-vision candidates, a Random Forest classifier and manual correction to support colony counting from Petri-dish images.',
-      highlights: ['Image upload workflow', 'Trainable CV baseline', 'Manual result correction', 'Local analysis API'],
-      tech: ['Python', 'Flask', 'OpenCV', 'scikit-learn', 'JavaScript'],
-      href: 'https://github.com/emil28092005/Bioportal-lab',
+      name: 'AICC Protocol',
+      kind: 'LLM-controlled character protocol',
+      description: 'An engine-agnostic protocol and Python SDK for connecting language-model agents to virtual environments. The reference capsule testbed proves the full loop: perception, movement and interaction over WebSocket with a protocol-conformant bridge.',
+      highlights: ['Async-first Python SDK', 'WebSocket + in-process transports', '9/9 conformance scenarios', 'Vision and navigation demo'],
+      tech: ['Python', 'JSON Schema', 'WebSocket', 'Pydantic', 'LLM agents'],
+      href: 'https://github.com/emil28092005/AICC-Protocol',
+      secondaryHref: 'https://github.com/emil28092005/aicc-py',
+      secondaryLabel: 'aicc-py',
     },
     {
       number: '04',
-      name: 'Shagram',
-      kind: 'Backend & DevOps system',
-      description: 'A real-time WebSocket chat used as an end-to-end infrastructure project: JWT authentication, SQLite persistence, containerized delivery, TLS termination and a Jenkins pipeline connected to a private Harbor registry.',
-      highlights: ['WebSocket rooms', 'JWT + origin validation', 'Multi-stage containers', 'Automated CI/CD on VPS'],
-      tech: ['Go', 'Gin', 'WebSocket', 'Docker', 'Nginx', 'Jenkins', 'Harbor'],
-      href: 'https://github.com/emil28092005/shagram',
+      name: 'Hypothesis Machine',
+      kind: 'Recursive research-agent extension',
+      description: 'A TypeScript extension for the Pi Coding Agent that turns one interactive session into a persistent, recursive research team. It combines parallel agents, recoverable trees, full-text research memory and isolated Docker experiments with independent review.',
+      highlights: ['Recursive / parallel agents', 'Persistent tree recovery', 'SQLite FTS research memory', 'Sandboxed experiment runner'],
+      tech: ['TypeScript', 'Node.js 22', 'SQLite', 'Docker', 'Pi Agent'],
+      href: 'https://github.com/emil28092005/hypothesis-machine',
     },
     {
       number: '05',
-      name: 'Memba + memwalk',
-      kind: 'Experimental model memory',
-      description: 'An experimental stack for saving and restoring persistent state in SSM-based language models. memwalk builds on memba to digest codebases once, cache model state and answer later questions without repeatedly ingesting the same repository.',
-      highlights: ['Portable state snapshots', 'C and Python APIs', 'Manifest-based cache invalidation', 'MCP server for codebase queries'],
-      tech: ['C++', 'Python', 'CMake', 'llama.cpp', 'Mamba / SSM', 'MCP'],
-      href: 'https://github.com/emil28092005/Memba',
-      secondaryHref: 'https://github.com/emil28092005/memwalk',
+      name: 'Bibi Bot',
+      kind: 'Self-hosted Telegram AI assistant',
+      description: 'A production-oriented Telegram assistant for private groups: one-way HLS game streaming in a Mini App, DeepSeek-backed chat, repository-grounded answers, scoped SQLite memory and PostgreSQL-backed team context.',
+      highlights: ['Telegram Mini App + HLS', 'Repository research with partial clones', 'Scoped memory and privacy controls', 'Docker Compose deployment'],
+      tech: ['Python', 'FastAPI', 'Telegram', 'DeepSeek', 'PostgreSQL', 'Docker'],
+      href: 'https://github.com/emil28092005/bibi_bot',
     },
   ],
   tools: [
-    { name: 'Soundgen', note: 'Rust-based 8-bit sound synthesis and feedback tooling', href: 'https://github.com/emil28092005/Soundgen' },
-    { name: 'KimiFleet', note: 'Visible multi-agent orchestrator over ACP and MCP', href: 'https://github.com/emil28092005/KimiFleet' },
-    { name: 'Imagen', note: 'Local text-to-sprite MCP pipeline with rating workflow', href: 'https://github.com/emil28092005/Imagen' },
-    { name: 'MoME', note: 'Sparse-gated personal memory plugin for Hermes Agent', href: 'https://github.com/emil28092005/hermes-plugin-mome' },
+    { name: 'Soundgen', note: 'Rust 8-bit synthesis, MCP generation and human-feedback training loop', href: 'https://github.com/emil28092005/Soundgen' },
+    { name: 'KimiFleet', note: 'Visible multi-agent orchestrator over ACP with live dashboard and handoffs', href: 'https://github.com/emil28092005/KimiFleet' },
+    { name: 'Imagen', note: 'MCP pixel-art generator with transparent backgrounds and rated references', href: 'https://github.com/emil28092005/Imagen' },
+    { name: 'Fractalier', note: 'Procedural fractal evolution game with selection, crossover and mutation', href: 'https://github.com/emil28092005/Fractalier' },
+    { name: 'MoME', note: 'Sparse-gated personal memory plugin with an online-learning router', href: 'https://github.com/emil28092005/hermes-plugin-mome' },
   ],
   education: [
     {