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Linyb Geek Road

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Latest from Linyb Geek Road

100 recent articles max

Linyb Geek Road

Oct 1, 2026 · Artificial Intelligence

MaxKB: Open-Source RAG Knowledge Base with Model-Neutral Design & Zero-Code Embedding

MaxKB is an open-source AI knowledge base Q&A system from Fit2Cloud that uses RAG with pgvector and LangChain to provide model-neutral, out-of-the-box intelligent question answering, supporting Docker deployment, multi-format documents, visual workflows, and zero-code embedding via iframe or API for enterprise knowledge bases, customer service, and developer portals.

DockerLLMLangChain

0 likes · 18 min read

MaxKB: Open-Source RAG Knowledge Base with Model-Neutral Design & Zero-Code Embedding

Linyb Geek Road

Sep 29, 2026 · Artificial Intelligence

Reverse-Engineering Jev: 10K API Calls Expose Closed-Source Model Architecture

An independent researcher reverse-engineered TypeSafe's closed-source Jev classification model using 10,000 API calls, revealing its architecture uses a classification head with shared prefix inference, listwise scoring, and exceptional calibration (ECE 0.0313), challenging assumptions about black-box security.

CalibrationJevMixture of Experts

0 likes · 22 min read

Reverse-Engineering Jev: 10K API Calls Expose Closed-Source Model Architecture

Linyb Geek Road

Sep 28, 2026 · Artificial Intelligence

Jev Decision Model: Extracting Structured Judgments from LLMs for Code-Driven Routing

This article details the Jev decision model from TypeSafe, which provides typed answers (Choice, Score, Noul) with probabilities instead of text, enabling code-driven routing, verification, and retrieval reranking with lower latency and cost than LLMs, while explaining its four architectural patterns, confidence gating, atomic decomposition, and limitations.

AI-powered softwareDecision ModelJev

0 likes · 25 min read

Jev Decision Model: Extracting Structured Judgments from LLMs for Code-Driven Routing

Linyb Geek Road

Sep 26, 2026 · Artificial Intelligence

Graphify: One-Command Knowledge Graphs for AI Coding Assistants (120k Stars)

Graphify builds queryable knowledge graphs from codebases using local tree-sitter parsing for code and LLMs for docs, enabling AI assistants to traverse real code relationships via query, path, and explain commands, with benchmark results showing 0.497 recall@10 on LOCOMO versus 0.048 for mem0.

AI coding assistantLOCOMO benchmarkTree-Sitter

0 likes · 9 min read

Graphify: One-Command Knowledge Graphs for AI Coding Assistants (120k Stars)

Linyb Geek Road

Sep 24, 2026 · Artificial Intelligence

How Jev Cuts Agent Orchestration Costs 80% with Dynamic Harness Generation

Jev, a specialized classification model, reduces agent orchestration costs by 80% by handling routing, evaluation, intent decomposition, and dynamic harness generation at a fraction of GPT-4o's cost, enabling self-orchestrating multi-agent systems while maintaining quality, though plan-level error detection remains an open challenge.

Agent OrchestrationCost OptimizationJev

0 likes · 12 min read

How Jev Cuts Agent Orchestration Costs 80% with Dynamic Harness Generation

Linyb Geek Road

Sep 23, 2026 · Artificial Intelligence

Jev: TypeSafe's Decision Model for High-Frequency Agent Tasks

This article analyzes TypeSafe's Jev, a specialized decision model that returns structured choices, scores, or boolean judgments for high-frequency agent tasks like game AI, browser automation, and ticket triage, offering lower latency and cost than LLMs by narrowing training to calibrated classification with confidence gating.

Agent RoutingConfidence CalibrationDecision Model

0 likes · 17 min read

Jev: TypeSafe's Decision Model for High-Frequency Agent Tasks

Linyb Geek Road

Sep 20, 2026 · Artificial Intelligence

Two AI Diagram Skills That Supercharge DeepSeek for Architecture Visuals

The author demonstrates how two open-source skills, fireworks-tech-graph and architecture-diagram-generator, enable DeepSeek to generate professional architecture diagrams in multiple styles from natural language prompts, eliminating manual drawing effort.

AI-assisted designDeepSeekHTML diagrams

0 likes · 7 min read

Two AI Diagram Skills That Supercharge DeepSeek for Architecture Visuals

Linyb Geek Road

Sep 19, 2026 · Backend Development

Archify: AI Agent Skill Generates Validated Interactive Architecture Diagrams from Code

Archify is an AI agent skill that analyzes code repositories to produce validated, interactive architecture diagrams in five types — Architecture, Workflow, Sequence, Data Flow, and Lifecycle — with a rigorous JSON Schema and layout validation pipeline, an interactive HTML viewer supporting search, path tracing, role comparison, and Architecture Delta for PR diffing, all delivered as a single shareable HTML file.

AI AgentArchifyMIT license

0 likes · 11 min read

Archify: AI Agent Skill Generates Validated Interactive Architecture Diagrams from Code

Linyb Geek Road

Sep 17, 2026 · R&D Management

Practicing AI Specs with OpenSpec and OpenCode: A Step-by-Step Tutorial

This tutorial demonstrates how to use OpenSpec and OpenCode for spec-driven AI-assisted development by building a fund real-time valuation desktop app with Tauri, covering project planning, UI design with Pencil, OpenSpec's three-phase workflow, and incremental feature implementation.

AI SpecsOpenCodeOpenSource Tools

0 likes · 18 min read

Practicing AI Specs with OpenSpec and OpenCode: A Step-by-Step Tutorial

Linyb Geek Road

Sep 16, 2026 · Artificial Intelligence

Merging OpenSpec & Superpowers: 7 Integration Pitfalls & the Bridge Skill That Fixes Them

The author details seven integration pitfalls when combining OpenSpec's specification-driven development with Superpowers' disciplined TDD workflow, demonstrates a real Go microservice JWT authentication case, and provides a custom bridge Skill to automate spec-to-plan translation, dual review, and verification.

AI-assisted developmentGoJWT Authentication

0 likes · 29 min read

Merging OpenSpec & Superpowers: 7 Integration Pitfalls & the Bridge Skill That Fixes Them