惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

T
Troy Hunt's Blog
F
Fortinet All Blogs
D
DataBreaches.Net
Google DeepMind News
Google DeepMind News
Y
Y Combinator Blog
The Register - Security
The Register - Security
T
Tailwind CSS Blog
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
月光博客
月光博客
V
Vulnerabilities – Threatpost
S
Securelist
S
SegmentFault 最新的问题
T
Threat Research - Cisco Blogs
CTFtime.org: upcoming CTF events
CTFtime.org: upcoming CTF events
让小产品的独立变现更简单 - ezindie.com
让小产品的独立变现更简单 - ezindie.com
P
Privacy International News Feed
S
Schneier on Security
钛媒体:引领未来商业与生活新知
钛媒体:引领未来商业与生活新知
L
LangChain Blog
GbyAI
GbyAI
Apple Machine Learning Research
Apple Machine Learning Research
cs.CL updates on arXiv.org
cs.CL updates on arXiv.org
美团技术团队
Cyberwarzone
Cyberwarzone
C
Cisco Blogs
Application and Cybersecurity Blog
Application and Cybersecurity Blog
Google Online Security Blog
Google Online Security Blog
M
MIT News - Artificial intelligence
U
Unit 42
V
V2EX
C
CERT Recently Published Vulnerability Notes
云风的 BLOG
云风的 BLOG
B
Blog
博客园 - 叶小钗
Attack and Defense Labs
Attack and Defense Labs
Security Archives - TechRepublic
Security Archives - TechRepublic
aimingoo的专栏
aimingoo的专栏
Hacker News: Ask HN
Hacker News: Ask HN
博客园 - Franky
Engineering at Meta
Engineering at Meta
Schneier on Security
Schneier on Security
C
CXSECURITY Database RSS Feed - CXSecurity.com
酷 壳 – CoolShell
酷 壳 – CoolShell
T
The Blog of Author Tim Ferriss
IT之家
IT之家
W
WeLiveSecurity
Cisco Talos Blog
Cisco Talos Blog
K
Kaspersky official blog
Martin Fowler
Martin Fowler
SecWiki News
SecWiki News

Hacker News: Show HN

PurrrrrFocus: Pomodoro Timer App - App Store Workflow Engine — Multi-Step Orchestration for Bun RapidPhoto: Pro Photo Editor App - App Store GitHub - DheerG/swarms: Achieve extraordinary results with claude code across a variety of tasks SPICE simulation → oscilloscope → verification with Claude Code — Lucas Gerads Show HN: VCoding – A 5 MB native Windows IDE with no dynamic dependencies Show HN: LLMs don't hallucinate because they're bad at math, it's the format GitHub - Agent-FM/agentfm-core: AgentFM is a peer-to-peer network that turns everyday computers into a decentralized AI supercomputer. AgentFM lets you run massive AI workloads directly across a global mesh of idle CPUs and GPUs. Show HN: Tracking Top US Science Olympiad Alumni over Last 25 Years GitHub - Potarix/agent-hub: One place to talk to all your agents Show HN: Runtime security for AI agents(injection,tool abuse, data exfiltration) GitHub - dubeyKartikay/lazyspotify: Terminal Spotify client for macOS and Linux GitHub - the-banana-tool/king-louie: Easy to use GUI Personal AI Assistant. Win/Linux/Mac. Show HN I made my vacation rental bookable by AI agents–no Airbnb, 0% commission GitHub - basteez/jsf-autoreload: maven plugin to enable hot reload on jsf projects uvm32/hosts/host-gdbstub at main · ringtailsoftware/uvm32 GitHub - labsai/EDDI: Config-driven engine that turns JSON into production-grade AI agents. Multi-agent orchestration, 12+ LLM providers, MCP/A2A protocols, RAG, persistent memory, and enterprise compliance (EU AI Act, GDPR, HIPAA). Built on Quarkus. GitHub - glitchnsec/fortyone-oss: AI Executive Assistant Platform Quickstart | Alien GitHub - muxshed/shed: One stream in, or many. Every destination, simultaneously. No cloud middleman, no per-channel fees, no limits. GitHub - ocrbase-hq/ocrbase: 📄 PDF/IMG ->.MD/JSON Document OCR API for PaddleOCR and GLMOCR. Self-hostable. GitHub - impactjo/home-memory: MCP server that lets your AI assistant remember everything about your home. GitHub - Sets88/dbcls: DbCls is a powerful terminal database client that supports various databases GitHub - neptun2000/heor-agent-mcp GitHub - SeanFDZ/macmind: Single-layer transformer in HyperTalk for the classic Macintosh RollQuation: Math Puzzles - Apps on Google Play GitHub - dropbox/witchcraft Show HN: Agent-cache – Multi-tier LLM/tool/session caching for Valkey and Redis GitHub - opentalon/opentalon: OpenTalon is an open-source platform built from the ground up in Go as a robust alternative to OpenClaw LinkedIn™ 职位抓取工具 - Chrome 应用商店 GitHub - EdoardoBambini/Agent-Armor-Iaga: AI agents are getting tool access — shell, file system, databases, APIs, secrets. But **nobody is governing what they actually do with it**. Frameworks like LangChain, CrewAI, AutoGen, and Claude Code give agents the power to execute. Agent Armor gives you the power to control, audit, and approve every single action before it happens. HN Vibes — Week 15, Apr 7–13 2026 GitHub - chojs23/ec: Easy terminal-native 3-way git mergetool vim-like workflow GitHub - SethPyle376/hiraeth: Local AWS emulator focused on fast integration testing, with SQS support, SQLite-backed state, and a debug-friendly web UI. GitHub - JakOb-dotcom/cloud-sandbox-security-analysis: Technical analysis and Proof of Concept (PoC) regarding environment variable exfiltration in containerized cloud sandboxes via side-channel data leaks. Springboards - Flint Alpha Show HN: A simpler coding agent harness GitHub - audiodude/sudomake-friends GitHub - 256thFission/mini-mythos: OSS clone of Anthropic’s Mythos harness to locate C/C++ memory vulnerabilities Show HN: OpenParallax: OS-level privilege separation for AI agent execution Hacker News Sorted - Chrome 应用商店 Show HN: How to Install Docker on Ubuntu 24.04 LTS: Complete 2026 Guide GitHub - himanshudongre/smriti GitHub - sverrirsig/claude-control: macOS desktop dashboard for monitoring and managing multiple Claude Code sessions GitHub - ory/dockertest: Write better integration tests! Dockertest helps you boot up ephermal docker images for your Go tests with minimal work. Chiral - Chrome 应用商店 Show HN: Two Claudes collaborating through shared memory on a $100 mini-PC GitHub - pmichaillat/latex-cv: Minimalist LaTeX template for academic CVs GitHub - oguzbilgic/posse: A web UI for Anthropic Managed Agents. GitHub - sshiraz/depsly: Dependency risk analysis tool for npm packages ABI Add safari/agent-harness — Safari browser automation via safari-mcp by achiya-automation · Pull Request #212 · HKUDS/CLI-Anything GitHub - Halfblood-Prince/trustcheck: Verify PyPI package attestations and improve Python supply-chain security GitHub - oguzbilgic/kern-ai: Agents that do the work and show it. GitHub - bruits/satteri: High-performance Markdown and MDX processing for the JavaScript ecosystem GitHub - tylergibbs1/feedstock: High-performance web crawler and scraper for TypeScript, powered by Bun and Playwright GitHub - Grimm67123/grimmbot: The self-improving sandboxed and open-source AI agent. With persistent memory and scheduling. GitHub - whitevanillaskies/whitebloom: Local whiteboard that blooms. GitHub - hwdsl2/docker-whisper: Docker image for a self-hosted Whisper speech-to-text server with speaker diarization and OpenAI-compatible transcription and translation APIs. Powered by faster-whisper. Supports all Whisper models, NVIDIA GPU (CUDA) acceleration, JSON/SRT/VTT output, SSE streaming, offline mode, and multi-arch (amd64, arm64). GitHub - yisding/reviewwiggum GitHub - MarwanAlsoltany/serrors: Structured errors for Go: sentinel hierarchies, typed data, custom formatting, and slog integration. GitHub - soatok/age-php GitHub - Luthiraa/markitme GitHub - stagas/rtdiff: realtime git diff gui and AI-assisted commits GitHub - tombedor/excalicharts GitHub - wh1le/excalidraw-edit: Open and edit .excalidraw files from the terminal. Offline, auto-saves to disk. MalExt Sentry - Malicious Extension Scanner - Chrome 应用商店 GitHub - syi0808/asciianimesvg: Generate animated ASCII art SVGs from text. CLI, Rust library, WASM, and web editor. GitHub - zaina-ml/ml_forge: A visual-based graph node editor for training computer vision models. GitHub - anakin87/llm-rl-environments-lil-course: 🌱 A little course on Reinforcement Learning Environments for evaluating and training Language Models GitHub - takaakit/superpowers-uml: Superpowers-UML modifies Superpowers to ensure a software development workflow in which AI agents design through UML modeling. AdriByte Studio - Sviluppo Web e Soluzioni Digitali GitHub - chouligi/angel-copilot: Your personalized Angel Investment Advisor Show HN: MoodSense AI (ML and FastAPI and Gradio, Deployed on Hugging Face) Moodsense Ai - a Hugging Face Space by aman179102 GitHub - agenteractai/lodmem: Level Of Detail Context Management for Agents GitHub - ostefani/subnetlens: A fast, concurrent network scanner with a TUI and plain-text CLI, built in Go. It discovers live hosts on your network, scans their open ports, resolves hostnames, and fingerprints operating systems—delivered. Cyber Pulse: Agentic Intel - Apps on Google Play Whisper API: Self-Hostable Speech to Text Transcription The Agent-Web Protocol Stack: A Research Thesis GitHub - msmarkgu/RelayFreeLLM: A restful API designed to route user prompts to various AI model providers. Show HN: Provepy – A Python decorator that proves your code using Lean and LLMs Show HN: Pardonned.com – A searchable database of US Pardons GitHub - patrickdappollonio/dux: Dux is a terminal UI that lets you run multiple AI coding agents side by side, each in its own git worktree, with full companion terminals, macros, commit generation, and a command palette that knows more tricks than you do. kMC Crystal Simulator Show HN: HyperFlow – A self-improving agent framework built on LangGraph GitHub - stef41/vibescore: 🎵 Grade your vibe-coded project. One command, instant letter grade across security, quality, dependencies, and testing. GitHub - stef41/lmscan: 🔍 Detect AI-generated text and fingerprint which LLM wrote it. Open-source GPTZero alternative. Zero dependencies, works offline. imgur.com GitHub - visionscaper/collabmem: Enabling long-term collaboration with Agentic AI - building up episodic and world model memory over time with in-context awareness 在 Steam 上购买 FriedrichAI: Offline AI 立省 10% GitHub - atripati/ark: AI Runtime Kernel — a context operating system for AI agents. Eliminates tool bloat, loads only what’s needed, and gives LLMs their reasoning space back. GitHub - nowork-studio/toprank: Open-source Claude Code skills for SEO, SEM, Google Ads GitHub - tacomanator/sash: Lightweight macOS menu bar app for reliably cycling through windows of the current application. Appents | Social Media Management for Product-First Teams GitHub - pnhoang/youtube-spam-blocker: Automatically detects and hides spam messages in YouTube Live chat. Set rate limits, keyword filters, and block repeat offenders. GitHub - decisionnode/DecisionNode: CLI + Local MCP - A shared structured memory store across Claude Code, Cursor, Windsurf, Antigravity, and every MCP client. Semantically queryable. GitHub - AvaCodeSolutions/django-email-learning: An open source Django app for creating email-based learning platforms with IMAP integration and React frontend components. The $100K Gap in Kubernetes Security Tooling Function Calling Harness: From 6.75% to 100%
GitHub - reliforp/reli-prof: A sampling profiler or a memory profiler for PHP written in PHP, which reads information about running PHP VM from outside the process. You can find performance bottlenecks or memory leaks of your scripts without changing the target script or loading extensions.
sji · 2026-05-01 · via Hacker News: Show HN

Reli

PHP (runner): 8.4.0+ PHP (target): 7.0+ Packagist Github Actions Scrutinizer Code Quality Coverage Status Psalm coverage

Reli is a sampling profiler (or a VM state inspector) written in PHP. It can read information about a running PHP script from outside the process. It's a standalone CLI tool, so target programs don't need any modifications.

Use it for call-trace sampling (where time is spent), memory-graph analysis (where memory is used), runtime variable inspection, and condition-triggered captures. For first-use, see docs/getting-started.md; for the task map, see the documentation index.

Showcase

A taste of what reli looks like in use.

Sampling with a live hot-frames feed — inspector:trace + watch rbt:analyze

Capture to .rbt in one terminal while running rbt:analyze through watch(1) in another for a live-refreshing "top of the hot frames" view — the data streams in as samples are taken.

# Terminal A — capture (`-f rbt` is implied by the .rbt extension)
$ reli inspector:trace -p <pid> -o trace.rbt

# Terminal B — live analysis, refreshed every 0.2 seconds
$ watch -n0.2 'reli rbt:analyze --last --last-depth=10 --top=10 --sections="tail,self+total" --crop-anchor=right --path=short --crop=auto < trace.rbt'

watch rbt:analyze — live hot-frames

What you're looking at. reli is a sampling profiler — every ~10 ms it takes a snapshot of the target's PHP call stack. The top pane is what the target is running right now. The self / total tables below rank frames by how many accumulated snapshots they've appeared in: more appearances = more wall time spent there. Self is time directly in the frame; Total is time in the frame plus anything it called.

Compact enough to leave running. At default 10 ms sampling, an hour of trace is rarely more than a few MB of .rbt — capture now, analyse later.

Analyser reference: docs/tracing/rbt-analyze-and-explore.md

Interactive trace browsing — rbt:explore

Capture to .rbt, open the sandwich / flamegraph / tree TUI.

$ reli inspector:trace -p <pid> -o trace.rbt
$ reli rbt:explore trace.rbt

rbt:explore demo

Full tour (keymap, filters, --with-opcode, mouse, live tail): docs/tracing/rbt-analyze-and-explore.md
.rbt format spec and converters (speedscope, pprof, callgrind, etc): docs/tracing/binary-trace-format.md
Advanced capture (opcodes / native frames / JIT): docs/tracing/advanced-capture.md

Memory graph visualization — rmem:viz / rmem:explore

Render the heap as a standalone HTML file — Circle Pack, Treemap, Sunburst, 3D Force — or serve it live with a shared focus bus that rmem:explore (TUI), browsers, and an MCP client all follow in sync.

# Recommended for production: short stop, then offline analysis.
$ reli inspector:memory:dump -p <pid> -o snapshot.rdump
$ reli inspector:memory:analyze snapshot.rdump -f rmem -o snapshot.rmem

# Standalone HTML
$ reli rmem:viz snapshot.rmem
# wrote snapshot.rmem.viz.html

# Live (HTTP/SSE) with follow-from-TUI
$ reli rmem:explore snapshot.rmem --http-bridge=8080
# press `f` in the TUI, then open http://127.0.0.1:8080/

rmem:explore ↔ browser follow mode

What you're looking at. reli walks the target's PHP heap into a graph — every value (objects, arrays, strings, call frames…) is a node, every reference is an edge. rmem:viz renders that graph as a standalone HTML page; rmem:explore --http-bridge (or the standalone rmem:live) serves it over HTTP with a shared cursor that the terminal TUI, browser views, and an MCP client all follow at once. Useful for chasing memory leaks and finding which classes eat the most memory.

Full tour (views, palettes, focus bus, mouse, MCP): docs/memory/rmem-explore-and-serve.md

Automated memory findings — inspector:memory:report

Capture a snapshot and get a prioritised report back — dominant classes, cycles, choke points, deduplication candidates — each with severity, hypothesis, and next steps.

# Recommended for production: short stop, then offline analysis.
$ reli inspector:memory:dump -p <pid> -o snapshot.rdump
$ reli inspector:memory:analyze snapshot.rdump -f rmem -o snapshot.rmem
$ reli inspector:memory:report snapshot.rmem

inspector:memory:report — findings and tables

What you're looking at. reli scans the captured heap graph for known waste patterns — dominant classes, reference cycles, choke points, dedup candidates — and prints each finding with a severity, a hypothesis, and a next-investigation step.

You can also compare two snapshots to track regressions or verify fixes:

$ reli inspector:memory:compare before.rmem after.rmem

Full reference (output formats, thresholds, JSON mode): docs/memory/memory-report.md
Capture options (--exclude-heap, portable dumps): docs/memory/memory-dump.md
Core-file analysis (crashed / post-mortem): docs/memory/coredump.md

Troubleshooting

Common hitches (non-standard php binary name, -S for accuracy, Amazon Linux 2 memory maps, stale analysis cache): docs/troubleshooting.md.

How it works

Under the hood, reli:

  • Parses the ELF binary of the PHP interpreter.
  • Reads the target's memory map from /proc/<pid>/maps.
  • Reads memory of the target process through ptrace(2) and process_vm_readv(2) via FFI.
  • Analyses the internal data structures of the PHP VM (aka Zend Engine).

This keeps target-side overhead low in our benchmarks: 1.00–1.06× baseline at typical sampling rates, with profiler CPU spent in the separate reli process. See docs/bench/RESULTS.md for the numbers.

Goals

We would like to achieve the following 5 goals through this project.

  • To be able to closely observe what is happening inside a running PHP script.
  • To be a framework for PHP programmers to create a freely customizable PHP profiler.
  • To be experimentation for the use of PHP outside of the web, where recent improvements of PHP like JIT and FFI have opened the door.
  • Another entry point for PHP programmers to learn about PHP's internal implementation.
  • To create a program that remains fun for us to write, even as AI coding agents become part of how we build software.

LICENSE

  • MIT (mostly)
  • tools/flamegraph/flamegraph.pl is copied from https://github.com/brendangregg/FlameGraph and licenced under the CDDL 1.0. See tools/flamegraph/docs/cddl1.txt and the header of the script.
  • Some C headers defining internal structures are extracted from php-src. They are licensed under the Zend Engine License or the PHP License. See src/Lib/PhpInternals/Headers . So here are the words required by the Zend Engine License and the PHP License.
This product includes the Zend Engine, freely available at
     http://www.zend.com
This product includes PHP software, freely available from
     <http://www.php.net/software/>

What does the name "Reli" mean?

Given its functionality, you might naturally think that the name stands for "Reverse Elephpantineer's Lovable Infrastructure". But unfortunately, it's not true.

"Reli" means nothing, though you are free to think of this tool as something reliable, religious, relishable, or whatever other reli-s you like.

Initially, the name of this tool was just "php-profiler". Due to a licensing problem (#175), this perfectly good name had to be changed.

So we applied a randomly chosen string manipulation function to the original name. strrev('php-profiler') results in 'reliforp-php', and it can be read as "reli for p(php)".

Thus, the name of this tool is "Reli for PH*" now. And you can also just call it "Reli".

See also