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TUESDAY // 2026-11-03
48 items
NOV 03
GitHub Trending Weekly #57: hop, coop-anything, nectarlink, omnidiff, t3code, blaze, DuoDesk, shim
PT15M17S
// WATCH
YouTube

GitHub Trending Weekly #57: hop, coop-anything, nectarlink, omnidiff, t3code, blaze, DuoDesk, shim

+12

Github Awesome

I Got Qwen 3.8 Running on 12GB. Here's What It Actually Did
PT13M40S
// WATCH
YouTube

I Got Qwen 3.8 Running on 12GB. Here's What It Actually Did

+3

Eric Michaud

GPT-6.1 Terra Is Fantastic at Some Work and Terrible at Others
PT22M23S
// WATCH
YouTube

GPT-6.1 Terra Is Fantastic at Some Work and Terrible at Others

+2

Matt Maher

Claude Message Threads: 35% Faster First Token, Same Bill
PT2M2S
// WATCH
YouTube

Claude Message Threads: 35% Faster First Token, Same Bill

DIY Smart Code

Wait... I Like this SKILL SO MUCH!
PT10M
// WATCH
YouTube

Wait... I Like this SKILL SO MUCH!

+1

AICodeKing

WorkRB exposes blind spots in skill benchmarks
BENCHMARK// 4m ago

WorkRB exposes blind spots in skill benchmarks

The WorkRB Challenge replaces binary skill-extraction scoring with graded relevance, showing that models often succeed by ranking annotated positives while still surfacing semantic nonsense. Its paper introduces five benchmarks and an LLM-assisted grading cascade validated against human judgments.

workrbbenchmarkevaluationresearchllmrerankerdataset+7+6+5+4+3+2+1
Agentic RAG for Dummies Tackles RAG’s Hard Parts
TUTORIAL// 10m ago

Agentic RAG for Dummies Tackles RAG’s Hard Parts

This LangGraph tutorial pairs hierarchical retrieval with conversation memory, query rewriting, human-in-the-loop clarification, parallel subqueries, and self-correction. Its modular architecture supports local Ollama/Qdrant setups alongside observability and evaluation workflows.

agentic-rag-for-dummiesragagentagent-memoryframeworkopen-source+6+5+4+3+2+1
OpenAI Flex Occasionally Outruns Standard
BENCHMARK// 37m ago

OpenAI Flex Occasionally Outruns Standard

New Artificial Analysis measurements show OpenAI’s discounted Flex tier can occasionally respond faster than Standard, despite being designed for slower, lower-priority workloads. The result highlights how variable inference capacity can overturn tier expectations on individual requests.

openai-flex-processinginferencebenchmarkapipricing+5+4+3+2+1
Reachy Mini Gains Two-Wheeled Mobility
UPDATE// 1h ago

Reachy Mini Gains Two-Wheeled Mobility

Pollen Robotics’ two-wheeled Hoverboard base turns the open-source Reachy Mini Wireless into a mobile robot controlled through joysticks, live camera feedback, or custom code. The accessory is designed for developers experimenting with embodied AI beyond the desktop.

reachy-mini-hoverboardroboticsopen-sourcesdkedge-ai+5+4+3+2+1
Google Makes K-12 AI Opt-In
UPDATE// 25m ago

Google Makes K-12 AI Opt-In

Google is bringing its Guided Learning tutoring experience to Search through a pilot and making it globally available in Google Classroom. Gemini, Gemini Notebook, Gemini in Classroom, and Google Search will be off by default for K-12 student accounts until administrators enable them.

guided-learninggoogle-classroomsearchsafetyethicsguardrails+6+5+4+3+2+1
OpenBot Turns Agent Tasks Into Visual Workflows
UPDATE// 1h ago

OpenBot Turns Agent Tasks Into Visual Workflows

OpenBot’s Workflows tab lets users build task automations on a visual canvas with agent, model, condition, approval, and output steps. Teams can inspect runs, retry failures, schedule workflows, and share the process with new teammates.

openbotagentautomationtool-usedevtoollocal-first+6+5+4+3+2+1
Co-op Anything Brings Multiplayer to Single-Player Games
OPEN SOURCE// 1h ago

Co-op Anything Brings Multiplayer to Single-Player Games

Co-op Anything is an MIT-licensed repository that gives AI coding agents an MCP server, playbook, and skills for finding existing co-op work or reverse-engineering single-player PC games into online or split-screen mods. It also documents engine-specific tooling, bot testing, and Steam-based distribution workflows. [README](https://github.com/cranebeaker/coop-anything)

coop-anythingmcpcoding-agentai-codingdevtoolautomationopen-source+7+6+5+4+3+2+1
Alibaba’s SPAR Lifts 1688 Conversion 15.8%
RESEARCH// 1h ago

Alibaba’s SPAR Lifts 1688 Conversion 15.8%

Alibaba’s SPAR framework uses per-merchant episodic memory and a shared strategy playbook that evolves through causal attribution, without parameter updates. In a live A/B test across more than 200,000 1688 merchants, it reports a 15.8% conversion lift and 35.8% growth in high-intent merchants.

sparagentagent-memorycontext-engineeringevaluationresearch+6+5+4+3+2+1
Raylight 2.0 gives Claude a 3D canvas
LAUNCH// 1h ago

Raylight 2.0 gives Claude a 3D canvas

Raylight 2.0 turns Claude-directed motion graphics into editable layers, animation blocks, and 3D scenes instead of one-shot renders. Its MCP integration, available through Raylight (https://www.raylight.app/) and its MCP server (https://www.raylight.app/mcp), lets AI assistants inspect shots, apply changes, and verify rendered frames on a live canvas.

raylightmcpvideo-gen3d-gentool-usedevtool+6+5+4+3+2+1
Mailcheap adds live cursors to newsletters
UPDATE// 2h ago

Mailcheap adds live cursors to newsletters

Mailcheap now lets newsletter teams write together while watching each other’s cursors move in real time. The update adds collaborative editing to its low-cost, open-source, AI-agent-ready publishing platform with REST API and MCP access.

mailcheapmcpapiautomationopen-sourcehosted-service+6+5+4+3+2+1
ImageToolbox Keeps Background Removal On-Device
OPEN SOURCE// 2h ago

ImageToolbox Keeps Background Removal On-Device

ImageToolbox is a free, open-source Android editor whose FOSS build runs automatic background removal locally with ONNX instead of Google ML Kit. It also bundles filters, OCR, EXIF editing, batch processing, and image enhancement in one privacy-focused toolkit.

imagetoolboxedge-aivisionopen-sourcelocal-first+5+4+3+2+1
App Store Connect CLI 6.4.0 streamlines releases
UPDATE// 2h ago

App Store Connect CLI 6.4.0 streamlines releases

The update adds app-bundle workflows, security-key authentication, and consolidated commands that reduce multi-step App Store Connect operations to single calls. It makes Apple release automation more practical for terminal-first developers and CI pipelines.

app-store-connect-cliclidevtoolautomationci-cdsecurityopen-source+7+6+5+4+3+2+1
AI Resist List Turns AI Critique Into Action
NEWS// 25m ago

AI Resist List Turns AI Critique Into Action

Terence Eden uses an Ocado customer-service exchange to argue that obviously AI-generated replies can make legitimate technical complaints feel dismissed, while a later human response restores trust. The [AI Resist List](https://airesistlist.org/) provides a broader framework for documenting harms, challenging hype, refusing unnecessary automation, and building alternatives.

ethicssafetyregulationautomationai-resist-list+5+4+3+2+1
Slash Shows AI Video’s Swordplay
VIDEO// 2h ago

Slash Shows AI Video’s Swordplay

Kōda shares a 24-second AI-generated animated sword sequence featuring a hooded runner crossing a minimalist blue-and-pink scene. The post showcases visual motion and style control rather than launching a standalone product.

slashvideo-genmultimodalvision+4+3+2+1
Creem Dashboard Gets Keyboard-First Command Palette
UPDATE// 2h ago

Creem Dashboard Gets Keyboard-First Command Palette

Creem’s dashboard now offers ⌘K navigation for jumping between pages and stores, switching test/live mode, and changing themes. The update strengthens Creem’s keyboard-first workflow for AI builders managing payments and billing.

creemdevtoolautomationhosted-serviceapicli+6+5+4+3+2+1
Google Paper Turns Agent Swarms on XLA Bugs
RESEARCH// 2h ago

Google Paper Turns Agent Swarms on XLA Bugs

Google’s “XLA from the Trenches” paper details a production framework combining fuzzing, real workload traces, differential debugging, and AI-agent swarms to resolve over 142 XLA compiler bugs, with 103 more under review. Silent miscompilations are especially dangerous because they can corrupt numerical results or buffers without triggering compiler errors.

xla-from-the-trenchesagenttputraining-infratestingdebuggingresearch+7+6+5+4+3+2+1
Adif Plans AI Agent For Rail Control
INFRA// 2h ago

Adif Plans AI Agent For Rail Control

Spain’s transport minister Óscar Puente says Adif will develop control-center software with automatic alerts, electronic checklists, clearer train tracking, an AI agent, and a digital twin of the rail network. The system aims to detect anomalies, anticipate risks, monitor communications, and reduce human error after the Urda crash. [HuffPost](https://www.huffingtonpost.es/politica/puente-consejo-ministros-f202611.html)

adifagentautomationsafetyobservability+5+4+3+2+1
OpenBot Makes Workflow Building Multiplayer
UPDATE// 3h ago

OpenBot Makes Workflow Building Multiplayer

OpenBot now lets teams collaboratively build and edit AI workflows on a shared canvas. The update extends its local-first workspace from coordinating agents to coordinating the humans designing their work.

openbotagentautomationno-codedevtoollocal-first+6+5+4+3+2+1
OpenBot Ships Vault for Agent Credentials
UPDATE// 3h ago

OpenBot Ships Vault for Agent Credentials

OpenBot adds an encrypted Vault for storing logins, payment cards, contact details, and API keys that agents can use without directly seeing sensitive values. Card autofill on a new site requires server-owner approval.

openbotagenttool-usesecurityself-hostedlocal-first+6+5+4+3+2+1
Priors Lets Developers Tune AI Rankings
UPDATE// 3h ago

Priors Lets Developers Tune AI Rankings

Priors lets users compare models head-to-head, then generates an editable benchmark mix that reflects their preferences instead of relying on a single leaderboard. The resulting rankings, cost charts, and benchmark evidence can be inspected and shared.

priorsevaluationbenchmarkresearchdevtoolmcp+6+5+4+3+2+1
CryptoCourts pitches AI-native dispute resolution
NEWS// 3h ago

CryptoCourts pitches AI-native dispute resolution

CryptoCourts is a proposed digital-justice ecosystem for resolving disputes between AI agents involved in high-value transactions. Its concept combines AI-assisted case management, smart-contract evidence, escrow, digital identity, and arbitration.

cryptocourtsagenttool-usesecurityregulationautomation+6+5+4+3+2+1
Priors Adds 3D Cost-Capability View
UPDATE// 4h ago

Priors Adds 3D Cost-Capability View

Priors adds an interactive 3D chart that maps AI models across capability, cost, and speed, with a hidden mode triggered by pressing D three times. The feature builds on Priors’ customizable, evidence-backed model-ranking workflow.

priorsllmbenchmarkevaluationdata-tools+5+4+3+2+1
awesome-agentic-ai-zh Maps Reliable Agent Systems
TUTORIAL// 4h ago

awesome-agentic-ai-zh Maps Reliable Agent Systems

awesome-agentic-ai-zh is a trilingual roadmap taking learners from LLM fundamentals through tool use, workflows, memory, RAG, and production-grade multi-agent systems. Its 240+ curated resources and hands-on exercises make it a structured curriculum rather than an unfiltered link list.

awesome-agentic-ai-zhagentllmprompt-engineeringragmcpopen-source+7+6+5+4+3+2+1
AI Builder Stack Hits Four Fault Lines
NEWS// 3h ago

AI Builder Stack Hits Four Fault Lines

This roundup connects MIT’s early weight-space programming results, Revolut’s reported $0.30-per-million-token GLM-5.3 deployment, research showing poisoned pretraining can backdoor CLI agents, and Claude Opus 5.5’s increasingly capable blueprint workflows. Together, they point to major advances in model editing, inference economics, agent security, and long-horizon automation.

llmcoding-agentsecurityinferenceself-hostedresearchglm-5-3claude-opus-5-5+8+7+6+5+4+3+2+1
OpenBot 0.58–0.59 Add Agents, Providers
UPDATE// 6h ago

OpenBot 0.58–0.59 Add Agents, Providers

OpenBot’s latest releases add 17 marketplace agents, 15 skills, GitHub-triggered workflows, and new Kimi Code and Hermes Agent providers. The local-first workspace is becoming a broader control layer for persistent, multi-provider AI teams.

openbotagenttool-useautomationdevtoolopen-source+6+5+4+3+2+1
TasteCode Puts Design Mode Around Coding Agents
LAUNCH// 6h ago

TasteCode Puts Design Mode Around Coding Agents

TasteCode is a free, open-source desktop workspace for Codex, Claude Code, and Grok. Its Design Mode takes web projects from brief through implementation, live browser preview, responsive checks, and visual diff review while keeping projects and credentials local.

tastecodeideai-codingcoding-agentagentopen-sourcelocal-firstdevtool+8+7+6+5+4+3+2+1
Latent Sparse Attention Makes 10M Tokens Practical
RESEARCH// 6h ago

Latent Sparse Attention Makes 10M Tokens Practical

Latent Sparse Attention hierarchically clusters keys in learned latent space, replacing expensive token-by-token search with subquadratic retrieval. Its distilled variant delivers up to 22.7x faster prefill on GLM and 72.4x on Qwen at 10M tokens, while preserving comparable accuracy.

latent-sparse-attentionllmlong-contextinferenceopen-sourceresearchbenchmark+7+6+5+4+3+2+1
PLI 4.0.0 pre-release targets M1 Ultra
INFRA// 7h ago

PLI 4.0.0 pre-release targets M1 Ultra

PLI 4.0.0 is an open-source inference server for Apple Silicon, distributing Qwen3.8-27B 4-bit workloads across the GPU, CPU, and Neural Engine. On a validated 64 GB M1 Ultra, it delivers 191–323 tok/s prompt reading and 34–111 tok/s generation while exposing OpenAI- and Anthropic-compatible APIs.

pliinferenceedge-aigpuquantizationopen-sourceself-hostedlocal-first+8+7+6+5+4+3+2+1
SUN Web & API Brings Audio Generation
LAUNCH// 4h ago

SUN Web & API Brings Audio Generation

SUN’s new web experience turns prompts or PDFs into podcasts, courses, audiobooks, stories, meditations, and music, with controls for format, voice, language, and length. Its API lets developers generate audio courses from prompts and retrieve finished episodes. ([Product Hunt](https://www.producthunt.com/products/sun-ai))

sunapiaudio-genttsmultimodalhosted-service+6+5+4+3+2+1
NEXUPIRA Launches AI Teammates for SMBs
LAUNCH// 3h ago

NEXUPIRA Launches AI Teammates for SMBs

NEXUPIRA gives small businesses specialized AI teammates for customer replies, quotes, bookkeeping, and scheduling. Its launch supports LINE, WhatsApp, Telegram, Google Workspace, and Notion, with finished Excel, Word, and PDF files returned for review. [Product Hunt](https://www.producthunt.com/products/nexupira)

nexupiraagentragtool-useautomationstructured-output+6+5+4+3+2+1
MachineMail Launches Trustworthy Inboxes for Agents
LAUNCH// 4h ago

MachineMail Launches Trustworthy Inboxes for Agents

MachineMail gives AI agents real email inboxes with MCP and API access, custom-domain support, and trust reports for inbound messages. The free tier includes 3,000 messages monthly, with paid plans starting at $9 per month.

machinemailagentmcpapiguardrailssecuritydevtool+7+6+5+4+3+2+1
Flockbay Brings AI Agents Inside Godot.
LAUNCH// 3h ago

Flockbay Brings AI Agents Inside Godot.

Flockbay is a free desktop AI game maker that writes GDScript and scenes, runs playtests, and fixes errors inside the full Godot editor. Projects remain ordinary Godot 4 files on your machine, while users can connect hosted AI, Claude, ChatGPT, Codex, Cursor, or other MCP agents. [Flockbay homepage](https://flockbay.com/)

flockbayai-codingcoding-agentagentmcpdevtoolcode-generation+7+6+5+4+3+2+1
Testifly Launches Autonomous QA Without Maintenance
LAUNCH// 3h ago

Testifly Launches Autonomous QA Without Maintenance

Testifly connects to a web app, discovers user flows, generates end-to-end tests, runs them continuously, self-heals UI changes, and explains failures with video. Its 30-day free trial targets small teams without dedicated QA.

testiflyagenttestingautomationdevtoolci-cdhosted-service+7+6+5+4+3+2+1
AgentKit Launches MCP Gateway for Production Agents
LAUNCH// 4h ago

AgentKit Launches MCP Gateway for Production Agents

Scalekit’s AgentKit gives production agents authenticated access to 30,000+ tools across 600+ apps through one MCP gateway. It handles per-user OAuth, scoped tool access, custom connectors, triggers, and audit logs.

agentkitagentmcptool-useapidevtoolautomation+7+6+5+4+3+2+1
Videco launches AI content studio
LAUNCH// 4h ago

Videco launches AI content studio

Videco launches an AI content studio that turns demos, webinars, and recordings into branded clips, blog drafts, and social posts. It combines repurposing with video hosting, embeds, personalized landing pages, lead capture, and analytics.

videcoautomationhosted-serviceapimultimodalsearch+6+5+4+3+2+1
Wavefunction Brings Parallel Coding Agents to Mac.
OPEN SOURCE// 4h ago

Wavefunction Brings Parallel Coding Agents to Mac.

Wavefunction is a free, MIT-licensed macOS coding agent with parallel chats, isolated Git worktrees, model flexibility, MCP connectors, and containerized computer use. It supports ChatGPT, major API providers, and local models. [GitHub](https://github.com/stoyan-stoyanov/wavefunction) [Website](https://www.wavefunction.si/)

wavefunctioncoding-agentai-codingagentcomputer-useopen-sourcelocal-firstmcp+8+7+6+5+4+3+2+1
One Roof launches multi-agent control room
LAUNCH// 3h ago

One Roof launches multi-agent control room

One Roof is a free, MIT-licensed macOS app that runs Claude Code, Codex, Gemini CLI, Kimi, and Antigravity in real terminals. It centralizes agent questions in an Inbox, summarizes overnight work, and keeps developers in control of permissions and execution.

one-roofai-codingcoding-agentagentdevtoolopen-sourcelocal-first+7+6+5+4+3+2+1
IQ launches AI-use dashboard for teams
LAUNCH// 4h ago

IQ launches AI-use dashboard for teams

IQ gives teams one dashboard for AI usage, spend, budgets, per-user keys, alerts, audit logs, and multi-provider routing. Its OpenAI- and Anthropic-compatible gateway is designed to reduce cost without forcing code changes. [IQ Routing](https://iq-routing.com/)

iqllminferenceobservabilityapidevtoolai-coding+7+6+5+4+3+2+1
Hookdeck Inspect Launches Agent-Ready Webhook Testing
LAUNCH// 4h ago

Hookdeck Inspect Launches Agent-Ready Webhook Testing

Hookdeck Inspect launches a free, no-account webhook tester with live request feeds, provider mock payloads, and an HTTP API that agents can use to create sources and read incoming events. Product Hunt listed it among November 3, 2026 launches. [Product Hunt](https://www.producthunt.com/products/hookdeck) [Docs](https://hookdeck.com/docs/inspect)

hookdeck-inspectdevtooldebuggingtestingapiagenttool-usehosted-service+8+7+6+5+4+3+2+1
Synter Canvas Launches Cross-Platform Ad Agents
LAUNCH// 4h ago

Synter Canvas Launches Cross-Platform Ad Agents

Synter Canvas launches an MCP-connected AI media operator that builds, launches, and optimizes campaigns across 30+ ad platforms with approval gates and safety guardrails. It charges $0.25 per verified write and 0% of ad spend. [Product Hunt](https://www.producthunt.com/products/synter-canvas)

synter-canvasagenttool-useguardrailsmcpautomationapi+7+6+5+4+3+2+1
Context.dev Launches People Search API
LAUNCH// 4h ago

Context.dev Launches People Search API

Context.dev’s People Search API lets developers describe a target cohort in plain English, then returns up to 10 structured profiles per call with roles, employers, locations, experience, skills, schools, and public profile links. It supports filters, cursor pagination, multiple SDKs, and a free 1,000-credit tier. [Official API page](https://www.trycontext.dev/people-search-api)

people-search-by-context-devcontext-devsearchapistructured-outputagentdata-tools+7+6+5+4+3+2+1
Nana Brings Parallel Coding Agents to Windows
LAUNCH// 3h ago

Nana Brings Parallel Coding Agents to Windows

Nana is a native Windows terminal for running Claude Code, Codex, OpenCode, and other coding agents side by side, each isolated in its own Git worktree. Its free beta adds agent-status tracking, diff review, persistent background sessions, and SSH access to remote machines.

nanacoding-agentai-codingdevtoolterminalgit-worktreewindows+7+6+5+4+3+2+1
Prism Brings Agents to Hardware Engineering
LAUNCH// 4h ago

Prism Brings Agents to Hardware Engineering

Prism is Navier AI’s desktop engineering workstation, combining CAD, simulation, coding, 3D visualization, and reporting in one agent-driven app. Its local-first workflow keeps project files, solvers, meshes, and results on the engineer’s machine while sending only agent-required context to the model. [Navier AI](https://www.navier.ai/prism)

prismagenttool-useidedevtoollocal-first+6+5+4+3+2+1
MONDAY // 2026-11-02
14 items
NOV 02
5 Free Apps That Replace Paid Software! (QuickBooks, Loom, Gamma)
PT45S
// WATCH
YouTube

5 Free Apps That Replace Paid Software! (QuickBooks, Loom, Gamma)

+3

Eric Michaud

GPT 6.2 Astra Just Leaked Because 6.1 Astra Went Rogue (Plus Mythos 5.5 Leak)
PT14M19S
// WATCH
YouTube

GPT 6.2 Astra Just Leaked Because 6.1 Astra Went Rogue (Plus Mythos 5.5 Leak)

+5

AI Revolution

Use Expensive AI to Plan, Cheap AI to Code #ai #coding #githubcopilot
PT1M53S
// WATCH
YouTube

Use Expensive AI to Plan, Cheap AI to Code #ai #coding #githubcopilot

+1

Burke Holland

Coinbase on OpenAI Private Intelligence
PT37S
// WATCH
YouTube

Coinbase on OpenAI Private Intelligence

OpenAI

Every Think Week: Monologue HARDWARE?!
PT32M40S
// WATCH
YouTube

Every Think Week: Monologue HARDWARE?!

Every

Coinbase on OpenAI Private Intelligence
PT1M5S
// WATCH
YouTube

Coinbase on OpenAI Private Intelligence

+1

OpenAI

Reddit Closing it’s Doors ⟡ Agent Desktop is Cool ⟡ CSS Tricks is Back ⌁ Syntax Weekly ⌁
P0D
// WATCH
YouTube

Reddit Closing it’s Doors ⟡ Agent Desktop is Cool ⟡ CSS Tricks is Back ⌁ Syntax Weekly ⌁

+6

Syntax

Insane GitHub Repos To Actually 10x Claude Video Editing
PT14M57S
// WATCH
YouTube

Insane GitHub Repos To Actually 10x Claude Video Editing

+3

AI LABS

Yale Univ Created an AI to Predict the Future?
PT26M6S
// WATCH
YouTube

Yale Univ Created an AI to Predict the Future?

Discover AI

"Done!" And Production's Down: A Rock Song About AI Agents
PT2M35S
// WATCH
YouTube

"Done!" And Production's Down: A Rock Song About AI Agents

DIY Smart Code

It Should Work Now: A Rock Song About AI Coding Agents
PT3M26S
// WATCH
YouTube

It Should Work Now: A Rock Song About AI Coding Agents

+1

DIY Smart Code

Deno Is Over #deno #javascript #programming
PT2M7S
// WATCH
YouTube

Deno Is Over #deno #javascript #programming

Better Stack

I Tried Deepseek's New SuperAgent Harness... Is IT ANY GOOD?
PT14M17S
// WATCH
YouTube

I Tried Deepseek's New SuperAgent Harness... Is IT ANY GOOD?

+1

AICodeKing

AI Agents Talked Through the CPU... #openai #cybersecurity #ai
PT1M43S
// WATCH
YouTube

AI Agents Talked Through the CPU... #openai #cybersecurity #ai

+1

Better Stack

SUNDAY // 2026-11-01
1 items
NOV 01
The Era of Tokenmaxxing Is Over
PT1M18S
// WATCH
YouTube

The Era of Tokenmaxxing Is Over

+1

Better Stack