Stop Guessing What to Build.
Every morning, AI scans 28 platforms, cross-validates signals, and ranks emerging tech trends by builder relevance. Free tiershows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing strategy, and risk assessment — so you know exactly what to build and how.
Vibe Coding Workspace
Juejin launches Vibe Workspace, a platform for developers to showcase and share Vibe Coding creations in the AI era.
Enterprise AI Pilot Stuck
Multiple studies show enterprise AI adoption has outpaced trust, with most deployments stuck at the pilot stage, failing to achieve scaled value.
ValidatingIndustryOpenRouter Joins Stripe
AI model routing platform OpenRouter officially joins Stripe, marking a major consolidation in LLM infrastructure commercialization.
ValidatingIndustryHugging Face Summer Open Source Report
Hugging Face report shows Chinese labs leading in frontier models, while downloads are driven primarily by smaller models.
ValidatingAIModelUnsloth Dynamic 3.0 GGUF
Unsloth releases Dynamic 3.0 quantization, improving model accuracy by 10% at the same disk footprint.
ValidatingAIAppAI Influencer
Developer creates a virtual influencer with AI in 24 hours, exploring AI-generated content in social media marketing.
Validating★★★☆☆AIAppAI-Powered Game Development
Multiple cases show non-game developers using AI tools to independently develop and launch small games, as AI lowers the barrier to game development.
DeepSeek Harness Plugins
A thriving plugin ecosystem is emerging around DeepSeek Harness, with plugins like ModLens and Web UI adding vision and interface capabilities to its text-only model.
DeepSeek Harness Desktop
The open-sourced desktop client for DeepSeek Harness expands its plugin ecosystem, making it more accessible as a local AI agent environment.
OneCLI
OneCLI is an open-source sandboxed agent harness for teams, providing a secure execution environment for AI agents.
OpenRouter Joining Stripe
OpenRouter's acquisition by Stripe marks the convergence of AI model routing and payment infrastructure, potentially reshaping the AI API market.
Origin by Cursor
Origin is Cursor's Git forge built for the age of coding agents, aiming to reshape code hosting and collaboration workflows.
Clipto MCP
Clipto MCP enables AI agents to source clips from terabytes of local video, addressing the pain point of video asset management and AI agent integration.
Local AI Code Reviewer
Developers are canceling paid AI code review services and building free, local alternatives, reflecting concerns about cost and data privacy.
Mojo Open Source
Mojo programming language is now open source, a significant event in AI infrastructure that may drive wider adoption in AI development.
Taste-Skill
Taste-Skill is a skill framework for AI agents designed to give AI good taste, preventing it from generating boring, generic slop.
Superpowers
Superpowers is an agentic skills framework and software development methodology that aims to enhance AI agent performance on complex tasks.
E2B
E2B provides open-source, secure cloud environments equipped with real-world tools for enterprise-grade AI agents, addressing execution environment security and isolation.
LiteRT-LM
LiteRT-LM is Google's high-performance open-source inference framework for deploying large language models on edge devices.
ScriptC
ScriptC is a TypeScript-to-Native Compiler from Vercel Labs, aiming to boost performance for TypeScript applications.
Frugal Tokens
Frugal Tokens is a tool for exploring and analyzing costs and usage across different coding agents, helping developers optimize AI coding spend.
pnpm 12 Rust Rewrite
pnpm 12 release candidate is fully rewritten in Rust with significant performance gains, reflecting the trend of JavaScript toolchains migrating to Rust.
Kimi Code 0.4.0
Kimi Code 0.4.0 was released, fully rewritten in TypeScript with millisecond-level startup, improving the performance of this terminal AI coding assistant.
AI Agent Hardware
Products like PlugClaw offer private AI agent hardware for any phone or PC, reflecting user demand for privacy and local control of AI agents.
LLM as Compiler
The INXM project proposes using LLM as a compiler rather than a runtime, a new software architecture paradigm that could change application development.
ValidatingAIModelClaude System Prompts
Anthropic published the historical versions of system prompts for all Claude models, increasing transparency and providing a reference for developers.
ValidatingIndustryClaude Code Free Tier Reduction
Anthropic restored Claude Code's weekly free usage limit to 5 hours, ending the unlimited reset policy and impacting heavy users.
ValidatingAIAppAI in Radiology
A multi-agent AI system for radiology report structuring and quality assurance, evaluated by independent radiologists, demonstrates deep AI application in healthcare.
ValidatingAIAgentPortable Identity for Agents
Flocker.md proposes portable identity and shared state for AI agents, addressing context migration across different environments.
ValidatingIndustryGitHub Downtime Alternatives
After a major GitHub outage, the developer community is seriously discussing and seeking alternatives for Git hosting services.
How Trends Are Ranked & Discovered
Every trend you see below is automatically scored and staged by our pipeline. Here's exactly how it works.
How We Score
Each term gets a 0–100 score from four weighted dimensions:
• Channel diversity (highest weight)
• Signal strength across independent platforms
• Community engagement velocity
• Cross-platform propagation
Maturity stages — based on age since first detection:
Report thresholds: Top tier deep research report · Mid range quick brief · Lower range monitoring only
How Terms Are Discovered
Every night, our LLM pipeline scans signals from 30+ platforms and extracts emerging terms using 5 rules:
- Cross-platform validation — a term must appear in ≥2 independent platforms, not a single isolated post.
- Representative filtering — new products are only kept if they represent a broader emerging pattern, not one-off launches.
- Discussion volume threshold— low-score single posts don't qualify; there must be genuine community interest.
- Generic term blacklist — known broad terms (AI, React, Python, API, LLM, GPT) are automatically ignored.
- Quality over quantity — only terms with genuine cross-source validation are accepted. No numeric cap.
Sources: HN, Reddit, GitHub, Product Hunt, X, DEV Community, V2EX, Lobsters, and more.
Two Engines, One Report
Every night, our dual-engine system scans the internet. Every morning, you get one decision — validated, priced, and ready to execute.
Discovery Engine
AI scans 30+ platforms — HN, Reddit, GitHub, Product Hunt, X, DEV, V2EX, and more — for emerging pain points, rising trends, and market gaps. Every term is cross-validated across independent sources before it reaches your dashboard.
- Cross-platform signal validation
- Pain point vs. hype detection
- Actionability scoring
Monitoring Engine
Follow up to 10 topics, people, or tech stacks. Every day, the AI tells you what's happening, and — most importantly — what you should do about it. Track competitors, spot shifts in developer sentiment, and catch opportunities before they hit the mainstream.
- Topic trend analysis
- Pricing & feature change signals
- Actionable alerts, not noise
What You Get with Pro
Free tier shows you what's trending. Pro gives you the full business case — TAM, MVP blueprint, pricing, risk assessment, and a concrete action plan. Built for builders who want to stop reading and start building.
Deep Analysis Reports
Full business cases for the top 25% of trends. Each report includes TAM estimation, competitive landscape, business model recommendations, MVP blueprint, risk assessment, and concrete next steps — 3,000+ words of actionable intelligence.
19 reports · Updated dailyCSV & JSON Export
Download the full trend database for your own analysis. Feed it into your spreadsheet, notebook, or custom tooling. All 280+ terms with scores, categories, stages, and growth metrics.
CSV + JSON · One clickCustom Trend Alerts
Set keyword and category alerts. Get notified when a trend matching your criteria crosses your score threshold. Never miss an opportunity in your domain again.
Up to 10 alerts$19/month after trial. Cancel anytime.
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