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TonyBai
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TonyBai

Tony Bai's tech world (tonybai.com). Not satisfied with just "knowing how", we strive for mastery. Focused on Go language internals, high-quality engineering practices, and cloud‑native architecture, exploring cutting‑edge intersections of Go and AI. Gophers who pursue technology are welcome—follow me and evolve with Go.

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Recent Articles

Latest from TonyBai

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TonyBai
TonyBai
Aug 10, 2026 · Artificial Intelligence

How Cloudflare Scaled AI‑Powered Code Review to 3,600 Engineers and 240K Interceptions

Cloudflare built a three‑layer AI engineering stack—platform, knowledge, and governance—that lets 3,600 engineers (95% of R&D) use AI tools at scale, reduces inference cost by 77% with Workers AI, intercepts over 240,000 standard violations, and keeps per‑review cost under $1 while maintaining high security.

AI EngineeringAI code reviewAgents
0 likes · 23 min read
How Cloudflare Scaled AI‑Powered Code Review to 3,600 Engineers and 240K Interceptions
TonyBai
TonyBai
Aug 9, 2026 · Artificial Intelligence

How Google Built Agent Skills That Earned 15K Stars

Google’s open‑source Agent Skills project grew to over 15,000 GitHub stars, prompting many product teams to contribute, and the company responded with a comprehensive process that includes standardized repository structures, remote MCP tooling, automated pre‑merge checks, continuous evaluation, and dedicated ownership to maintain quality at scale.

AI agentsCI/CDGoogle Agent Skills
0 likes · 12 min read
How Google Built Agent Skills That Earned 15K Stars
TonyBai
TonyBai
Aug 7, 2026 · Information Security

Why Go’s New crypto/passkey Package Could Nail Password‑less Login

Filippo Valsorda’s proposal to add a crypto/passkey package to Go’s standard library introduces a stateless, no‑callback API that simplifies Passkey integration for small‑to‑medium sites by standardising credential storage, redefining user‑ID handling, and trimming unnecessary protocol features.

GoPasskeyStandard Library
0 likes · 15 min read
Why Go’s New crypto/passkey Package Could Nail Password‑less Login
TonyBai
TonyBai
Aug 6, 2026 · R&D Management

Rust Says AI Can Review Code but Not Write It: Inside the New LLM Policy

The Rust core teams have published an LLM usage policy that permits AI to assist with reviewing, analyzing, and suggesting code but forbids AI‑generated code creation, outlining strict disclosure rules, higher quality thresholds, and the impact on reviewers, contributors, and issue reporters while comparing approaches taken by Go, Zig, and the Linux kernel.

AILLMPolicy
0 likes · 17 min read
Rust Says AI Can Review Code but Not Write It: Inside the New LLM Policy
TonyBai
TonyBai
Aug 5, 2026 · Artificial Intelligence

Why Filesystem‑Based Memory Beats Expectations for LLM Agents – 5 Surprising Findings

A new multi‑institution study formalizes LLM‑agent memory as a three‑role filesystem store, evaluates six memory shapes across four dialogue and one skill benchmark, and reveals that structured organization halves retrieval cost but does not guarantee higher answer accuracy, with model personality and toolsets driving the shape of the memory store.

LLM agentsagent managementfilesystem memory
0 likes · 20 min read
Why Filesystem‑Based Memory Beats Expectations for LLM Agents – 5 Surprising Findings
TonyBai
TonyBai
Aug 4, 2026 · Backend Development

Wails v3 Beta Unveiled: Multi‑Window Support, AST‑Based Bindings, and a Transparent Build System

Wails v3 Beta, released after three years of development, introduces an explicit application lifecycle API, native multi‑window capabilities, static‑analysis‑driven Go‑to‑TypeScript bindings, a readable Taskfile build system, experimental iOS/Android support, and a detailed migration path from v2, all illustrated with step‑by‑step code examples.

Beta ReleaseGoWails
0 likes · 24 min read
Wails v3 Beta Unveiled: Multi‑Window Support, AST‑Based Bindings, and a Transparent Build System
TonyBai
TonyBai
Aug 3, 2026 · Fundamentals

Is Go Straying from Its Original Simplicity? A Reddit Thread Uncovers the Community’s Deep Divide

A Reddit discussion about Go’s recent generics and iterator additions reveals a split between supporters who see them as necessary pay‑back for early over‑simplicity and opponents who fear they raise complexity, increase entry barriers, and risk turning Go into a more Python‑like language, especially as AI‑generated code struggles to keep up.

AI code generationCommunity DebateGenerics
0 likes · 18 min read
Is Go Straying from Its Original Simplicity? A Reddit Thread Uncovers the Community’s Deep Divide
TonyBai
TonyBai
Aug 2, 2026 · Artificial Intelligence

Give Claude Code Sessions Human‑Readable Names and Resume with One Click

The article explains how Claude Code sessions are identified by hard‑to‑remember UUIDs, describes the limitations of the native CLI, and introduces the open‑source ccsa tool that lets you assign readable aliases, list sessions across projects, and resume them instantly with a single command.

CLIClaude CodeGo
0 likes · 11 min read
Give Claude Code Sessions Human‑Readable Names and Resume with One Click
TonyBai
TonyBai
Aug 2, 2026 · Artificial Intelligence

Google Study: 260 Experiments Show When Multi‑Agent AI Helps or Hurts

Google Research and MIT conducted 260 controlled experiments across five architectures, three model families, and six benchmarks, discovering that multi‑agent systems boost performance up to 81 % on parallelizable tasks but can degrade it by up to 70 % on strictly sequential tasks, and they built a predictor that selects the optimal architecture with 87 % accuracy.

AI architectureAgent Coordinationmulti-agent systems
0 likes · 12 min read
Google Study: 260 Experiments Show When Multi‑Agent AI Helps or Hurts