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Baidu Geek Talk
Baidu Geek Talk
Sep 23, 2026 · Artificial Intelligence

Reproducing Jev's Structured Decision Engine for $0.19: 400 Lines of C++ in llama.cpp

The article details reproducing TypeSafe AI's Jev prototype—a single-forward-pass structured decision engine—using Baidu Qianfan Token Plan, implementing 400 lines of C++ in llama.cpp to achieve 70ms parallel decisions with calibrated probabilities, costing only 1.395 yuan (313.9 credits), and shares prompt engineering practices for AI-assisted development.

AI-assisted developmentBaidu Qianfan Token PlanC++
0 likes · 12 min read
Reproducing Jev's Structured Decision Engine for $0.19: 400 Lines of C++ in llama.cpp
Baidu Geek Talk
Baidu Geek Talk
Sep 10, 2026 · Artificial Intelligence

Agentic Harness Workflow: Engineering AI Coding into a Fixed Pipeline with Specialized Sub-Agents

The author presents a self-built framework that decomposes AI-assisted development into a fixed 12-stage pipeline — from requirement clarification to archival — each executed by a dedicated sub-agent orchestrated by a central Manager, with state persisted to disk, human approval gates at critical steps, and git worktree isolation for parallel requirements.

AI codingAgent workflowGit Worktree
0 likes · 30 min read
Agentic Harness Workflow: Engineering AI Coding into a Fixed Pipeline with Specialized Sub-Agents
Baidu Geek Talk
Baidu Geek Talk
Sep 8, 2026 · Artificial Intelligence

Which Business Experiences Deserve to Become AI Agents? Three Criteria for Turning Personal Tools into Organizational Assets

The article defines three criteria — high consultation frequency, fixed judgment paths, and inconsistent conclusions across people — for deciding which business experiences should be codified as AI Agents, illustrates them with the E-SAGE platform's data-metric and live-streaming cold-start diagnosis Agents, and argues the real barrier is business understanding, not programming skill.

AI AgentsBusiness ExperienceCloud-Native Architecture
0 likes · 15 min read
Which Business Experiences Deserve to Become AI Agents? Three Criteria for Turning Personal Tools into Organizational Assets
Baidu Geek Talk
Baidu Geek Talk
Aug 17, 2026 · Artificial Intelligence

How ACX Pluginization Solves Multi‑Agent Harness Asset Management Challenges

The article analyses the complexity of managing Harness assets (rules, skills, hooks, configs) across multiple product lines, agents and devices in commercial clients, and details a four‑stage evolution—from single‑file sync to full ACX repository pluginization—providing a reproducible, unified governance model with daily auto‑updates and clear host integration.

ACXAI AgentsClaude Code
0 likes · 25 min read
How ACX Pluginization Solves Multi‑Agent Harness Asset Management Challenges
Baidu Geek Talk
Baidu Geek Talk
Aug 5, 2026 · R&D Management

Why AI Speedups Fail to Cut Delivery Time and How AI‑Native Teams with BuilderAgent Close the Loop

The article reveals that despite widespread AI tool adoption, overall delivery cycles remain long because over 80% of time is spent on inter‑role waiting, hand‑offs, and information loss, and it explains how an AI‑Native organization and the BuilderAgent framework restructure the workflow to achieve repeatable efficiency gains.

AIAI-nativeBuilderAgent
0 likes · 14 min read
Why AI Speedups Fail to Cut Delivery Time and How AI‑Native Teams with BuilderAgent Close the Loop
Baidu Geek Talk
Baidu Geek Talk
Jul 6, 2026 · Artificial Intelligence

Who Guarantees Code Quality as AI Writes Faster? AICR Admission in Cloud‑Storage Frontend

With AI‑generated code now accounting for 55.87% of the 2,000 monthly change requests in the cloud‑storage front‑end team, traditional code review pressure has surged, prompting the team to embed a multi‑agent AICR gate into the CI/CD pipeline that automates context extraction, parallel AI inspections, verification, and feedback while controlling latency and mis‑reports.

AI code reviewAICRCI/CD
0 likes · 32 min read
Who Guarantees Code Quality as AI Writes Faster? AICR Admission in Cloud‑Storage Frontend
Baidu Geek Talk
Baidu Geek Talk
Jul 1, 2026 · R&D Management

Reversing Collaboration: Rebuilding Team Management with Agent Logic

The article flips the usual learning direction, using LLM Agent workflows—clear goals, role division, structured prompts, verification, dynamic routing, and rapid feedback—to expose hidden management truths, reduce information loss, and turn team processes into programmable, low‑entropy systems.

AgentSOPcollaboration
0 likes · 19 min read
Reversing Collaboration: Rebuilding Team Management with Agent Logic
Baidu Geek Talk
Baidu Geek Talk
Jun 29, 2026 · Artificial Intelligence

How Information Theory Guides AI Coding: Fighting Entropy to Optimize Prompts and Agents

The article builds an information‑theoretic framework for AI coding, showing how entropy, conditional entropy and mutual information explain why detailed prompts still fail, why new projects succeed more easily than legacy code, and how memory, retrieval and harness engineering can be evaluated to reduce the model's guesswork.

AI codingAgent MemoryHarness engineering
0 likes · 23 min read
How Information Theory Guides AI Coding: Fighting Entropy to Optimize Prompts and Agents
Baidu Geek Talk
Baidu Geek Talk
Jun 22, 2026 · Product Management

When Code Gets Cheaper, What Gets More Expensive? AI‑Powered Product Trade‑offs

The author recounts building the Design.md Token Exporter Chrome extension using ChatGPT, Codex, and Gemini, showing how AI lowers coding barriers but forces product teams to confront costly decisions about feature scope, privacy, permissions, and trust, emphasizing disciplined trade‑offs over unchecked ambition.

AIChrome extensionProduct Management
0 likes · 13 min read
When Code Gets Cheaper, What Gets More Expensive? AI‑Powered Product Trade‑offs